Abstract

Background

Physical therapy, along with most health professions, struggles to describe clinical reasoning, despite it being a vital skill in effective patient care. This lack of a unified conceptualization of clinical reasoning leads to variable and inconsistent teaching, assessment, and research.

Objective

The objective was to conceptualize a broad description of physical therapists’ clinical reasoning grounded in the published literature and to unify understanding for future work related to teaching, assessment, and research.

Design/Methods

The design included a systematic concept analysis using Rodgers’ evolutionary methodology. A concept analysis is a research methodology in which a concept's characteristics and the relation between features of the concept are clarified.

Results

Based on findings in the literature, clinical reasoning in physical therapy was conceptualized as integrating cognitive, psychomotor, and affective skills. It is contextual in nature and involves both therapist and client perspectives. It is adaptive, iterative, and collaborative with the intended outcome being a biopsychosocial approach to patient/client management.

Limitations

Although a comprehensive approach was intended, it is possible that the search methods or reduction of the literature were incomplete or key sources were mistakenly excluded.

Conclusions

A description of clinical reasoning in physical therapy was conceptualized, as it currently exists in representative literature. The intent is for it to contribute to the unification of an understanding of how clinical reasoning has been conceptualized to date by practitioners, academicians, and clinical educators. Substantial work remains to further develop the concept of clinical reasoning for physical therapy, including the role of movement in our reasoning in practice.

Physical therapists are expected to be innovative, collaborative, patient-centered practitioners.1 To engage in this high level of practice, therapists must possess the knowledge, skills, behaviors, and values to address the naturally ambiguous nature of patient cases within complex and uncertain contexts.2,3 Physical therapists, along with most other health professionals, have been struggling to understand, describe, and define how one approaches these ill-structured, varying, complex clinical problems. Clinical reasoning is a term that has been used to refer to the integration of thinking and decision-making involved in working through clinical scenarios; other terms used have included medical decision-making and diagnostic reasoning. For this article, we will use the term “clinical reasoning.” Despite decades of work attempting to understand clinical reasoning, a “gold standard” consensus conceptualization or description remains elusive.

Current Limited Agreement on Clinical Reasoning

Academic education programs across the United States do not share an understanding of clinical reasoning, and report highly variable and inconsistent approaches to teaching and assessment within and between programs.4 This lack of agreement on the concept has negative implications for teaching, assessment, and research related to clinical reasoning. Experts in physical therapist education have repeatedly recommended the use of benchmarks to assess performance of clinical reasoning5 and increased standardization of educational outcomes within the profession.6 The physical therapy profession would benefit from the development of benchmarks for clinical reasoning across professional education, from entry-level to residency and beyond; however, the lack of consensus about how we conceptualize clinical reasoning has limited progress.5

A shared understanding can lead to a more unified body of research on clinical reasoning. Research to date has mainly focused on the cognitive factors associated with reasoning.7,8 More recent research in clinical reasoning across professions has broadened the scope of investigation to include narrative and contextual factors.9,10 A broader conceptualization of clinical reasoning would facilitate research that explores or identifies other factors that we suspect are related to reasoning characteristics or performance. For example, greater clarity about the concept of clinical reasoning could better elucidate how a profession's lens or perspective influences the way its members enact clinical reasoning in practice. The current literature on expertise in physical therapy points to the influence of the physical therapist's professional lens or focus of their practice. A focus on movement has been highlighted in expert practice within physical therapy,11 yet how movement is used in reasoning is not well explored.

The purpose of this project was to explore the literature to conceptualize a broad description of physical therapists’ clinical reasoning and unify understanding for future work related to teaching, assessment, and research.

Concept vs Definition

The complex, contextual, and evolving nature of clinical reasoning limits our ability to define it. A definition is a formal statement of the meaning or significance of a word or phrase, whereas a concept is an idea of something formed by mentally combining all its characteristics or particulars.12 A definition indicates full understanding and consensus of what a word or phrase means, whereas a concept is broader in scope and cognitive in nature. A concept includes attributes and characteristics expressed in some form and used for a common purpose.13 A concept also allows for exploration of further questions prompted by its analysis; it evolves over time. Given the complexity and limited understanding of clinical reasoning, it could be more appropriate to focus on describing it as a concept rather than something that can be clearly defined.

A concept analysis is a research methodology in which a concept's characteristics and the relation between features of the concept are clarified.14 Aristotle described it as attempting to “demonstrate the essence of things.”15 One attempts to categorize characteristics with an understanding that they are not mutually exclusive. A characteristic can be present in one situation and absent in another, but it is still considered a characteristic of the concept. Some characteristics will be more typical than others. The inductive process of concept analysis includes examining related disciplines to describe how the concept being examined might be similar or disparate from how it is conceptualized in related fields. A concept analysis differs from a literature review in that it attempts to characterize or refine a concept, whereas a literature review is a knowledge synthesis of what we know thus far. There are several methods of concept analysis. We chose Rodgers’ evolutionary view, whose premise is that concepts develop over time and are influenced by the context in which they are used.16 The intent of this type of analysis is primarily to indicate a direction for further research and a clearer understanding of the concept but not to provide a definite conclusion or definition.

There are 3 phases to Rodgers’ evolutionary approach.16 In Phase 1, the concept to be analyzed is chosen, and the scope of the data collection is identified and conducted. Phase 2 is the core analysis phase in which identification of the key concepts, attributes, antecedents, and consequences of the literature are established. Phase 3 is a further analysis phase where the primary intent is to generate questions for future research. These 3 phases will serve as an organizational framework for this article.

Methods

Phase 1: Concept and Scope of Data Collection

The concept of interest was clinical reasoning in physical therapist practice. The initial step was to determine the scope of the data collection. A librarian using key words supplied by the researchers completed an initial search in Scopus, a citation and abstract database of peer-reviewed literature that can be used to determine the impact of specific authors, articles, and journals. The search allowed the researchers to use impact, frequency of cited authors, key words, and journal titles to ensure the search was broad enough to be fully inclusive and yet exclude disciplines and articles that did not have sufficient impact or scope. Key words for the initial search included: clinical reasoning, critical reasoning, critical thinking, diagnostic reasoning, clinical problem-solving, or practical reasoning. Twenty-seven disciplines had >50 articles using these key words. The researchers reviewed the list and removed disciplines unrelated to medicine or health care and those that did not involve human interaction. The following disciplines remained: medicine, nursing, pharmacy, psychology, dentistry, and health professions (physical therapy, occupational therapy). The librarian completed a second search in Scopus using the same key words, the identified disciplines, and advanced search features that limited results to those published in 1990 or later and included top authors in each field identified by the number of publications per author. Arthur Elstein's seminal article8 that essentially initiated substantial work related to the understanding of clinical reasoning was published in 1990 and therefore determined the cutoff date. The initial search identified 2037 articles. One researcher read each abstract and removed articles that were not related, eg, if the article discussed the clinical reasoning for a specific patient case or a teaching pedagogy. Table 1 provides the initial search results and the results after the initial reading.

Table 1.

Search Results

DisciplineInitial Search ResultsRetrieved Articles
Psychology 240 28 
Veterinary medicine 23 
Pharmacy 57 13 
Nursing 529 99 
Medicine 990 234 
Health professions 198 51 
Total 2037 428 
DisciplineInitial Search ResultsRetrieved Articles
Psychology 240 28 
Veterinary medicine 23 
Pharmacy 57 13 
Nursing 529 99 
Medicine 990 234 
Health professions 198 51 
Total 2037 428 
Table 1.

Search Results

DisciplineInitial Search ResultsRetrieved Articles
Psychology 240 28 
Veterinary medicine 23 
Pharmacy 57 13 
Nursing 529 99 
Medicine 990 234 
Health professions 198 51 
Total 2037 428 
DisciplineInitial Search ResultsRetrieved Articles
Psychology 240 28 
Veterinary medicine 23 
Pharmacy 57 13 
Nursing 529 99 
Medicine 990 234 
Health professions 198 51 
Total 2037 428 

Consistent with concept analysis methodology, in addition to the literature search, researchers also included widely recognized and well-established textbooks related to clinical reasoning. Due to our work in this area, we were aware of internationally recognized core texts17,18 in the field that we wanted to screen for any relevant content not already included via our review of the information identified in the search.

Phase 2: Core Analysis

Process of Core Analysis

The core analysis involved identifying key elements including antecedents, consequences, surrogate terms, related concepts, and attributes of clinical reasoning across disciplines. Antecedents and consequences are those events that occur before or after the concept being analyzed. Antecedents can be conditions, behaviors, or attitudes that occur before clinical reasoning, whereas consequences are the outcomes of clinical reasoning. Surrogate terms are synonyms or interchangeable terms for clinical reasoning, whereas related concepts are words that have something in common with the clinical reasoning yet do not possess all of the same characteristics. Attributes are considered qualities or characteristics ascribed to the concept.19,20 These key elements were then examined through an inductive process to create a linguistic description of clinical reasoning in physical therapy. Four of the authors, all physical therapists with research experience (including qualitative research) related to clinical reasoning and substantial knowledge of the research related to clinical reasoning in other disciplines, completed the core analysis. The fifth researcher, also a physical therapist with research experience, did not participate in the core analysis but verified themes derived from the analysis through a member check process.

The core analysis was carried out in 6 steps followed by 2 steps for synthesis (see Fig. 1). Articles identified in the initial search were retrieved. The research team developed a spreadsheet system for data organization. The spreadsheet included columns for the reference, discipline, surrogate terms, related concepts, antecedents, consequences, attributes, and other contextual factors. The team completed a trial data extraction, reading 2-3 articles each, and used the spreadsheet to explore its functionality. The research team then held a conference call to discuss how each category was conceptualized, ensuring consistency. After this trial, discussion, and clarification of how categories were conceptualized, articles were read and data extracted and recorded on the spreadsheet (see Tab. 2 for examples). Using these data, the research team determined the salient themes within each category in each discipline. The salient themes were recorded in a spreadsheet linking each to the relevant references (Tab. 3). Finally, the salient themes were used to describe how clinical reasoning was conceptualized in each discipline.

Figure 1.

Analysis process timeline.

Table 2.

Examples of Data Extraction

ReferenceDisciplineSurrogate Terms (Synonyms)Related ConceptsAntecedentsConsequencesAttributesOther Contextual Factors
Arocha JF, Wang D, Patel VL. Identifying reasoning strategies in medical decision making: a methodological guide. J Biomed Informatics. 2005;38:154–171 [ref. 60] Medicine Medical reasoning; diagnostic process; problem-solving Processes of abstraction, abduction, deduction, and induction; knowledge structures; solution strategies Problem data Diagnosis; hypothesis that explains the data Levels of knowledge; inferences made based on prior knowledge; must minimize variables to manage cognitive load Reasoning strategies vary amongst clinicians 
Ajjawi R, Higgs J. Core components of communication of clinical reasoning: a qualitative study with experienced Australian physiotherapists. Adv Health Sci Educ. 2012;17:107–119 [ref. 9] Physical therapy  Decision-making; diagnostic actions; dynamic process; active listening; metacognition and monitoring; narrative and procedural strategies Elicit information Meaning negotiated, goals formed; shared decision-making Rapid, subconscious; requires narrative and cognitive modes of reasoning; communication and diagnostic actions are not separate Therapist's “frame of reference” guides the reasoning; patient is part of the reasoning (patient is a reasoner and decision-maker) 
Austin Z, Gregory PAM, Chiu S. Use of reflection-in-action and self-assessment to promote critical thinking among pharmacy students. Am J Pharm Educ. 2008;72:48 [ref. 119] Pharmacy Critical thinking Reflection; self-assessment; self-evaluation; thinking; task performance and analysis Motivation Those who were prompted to reflect and self-assess scored higher than those who did not Use of a home grown 24-item critical thinking tool Describing critical thinking within the context of pen-and-paper assessment only 
Burbach BE, Barnason S, Hertzog M. Preferred thinking style, symptom recognition, and response by nursing students during simulation. West J Nurs Res. 2015;37:1563–1580 [ref. 102] Nursing Preferred thinking style Symptom recognition, simulation, cognitive processing High-fidelity patient simulation, measured symptom recognition and responses Significant relationships noted between preference for rational thinking styles and symptom recognition Rational-experiential inventory More research needed to explore the cognitive processing during simulation 
Fernbach PM, Darlow A, Sloman SA. Neglect of alternative causes in predictive but not diagnostic reasoning. Psychol Sci. 2010;21:329–336 [ref. 124] Psychology  Predictive reasoning (effects predicted from knowledge of causes); diagnostic reasoning (causes predicted from knowledge of effects) Information provided Judgment formed; bias can be based on failure to consider alternative ideas (and will limit precision of assessment); thinking about one way to reach a goal reduces chances alternatives will be considered Cognitive process, elements of probability; predictive reasoning involves making mental simulations Underlying beliefs influence bias; specifically asking people to consider opposite ideas may reduce bias 
ReferenceDisciplineSurrogate Terms (Synonyms)Related ConceptsAntecedentsConsequencesAttributesOther Contextual Factors
Arocha JF, Wang D, Patel VL. Identifying reasoning strategies in medical decision making: a methodological guide. J Biomed Informatics. 2005;38:154–171 [ref. 60] Medicine Medical reasoning; diagnostic process; problem-solving Processes of abstraction, abduction, deduction, and induction; knowledge structures; solution strategies Problem data Diagnosis; hypothesis that explains the data Levels of knowledge; inferences made based on prior knowledge; must minimize variables to manage cognitive load Reasoning strategies vary amongst clinicians 
Ajjawi R, Higgs J. Core components of communication of clinical reasoning: a qualitative study with experienced Australian physiotherapists. Adv Health Sci Educ. 2012;17:107–119 [ref. 9] Physical therapy  Decision-making; diagnostic actions; dynamic process; active listening; metacognition and monitoring; narrative and procedural strategies Elicit information Meaning negotiated, goals formed; shared decision-making Rapid, subconscious; requires narrative and cognitive modes of reasoning; communication and diagnostic actions are not separate Therapist's “frame of reference” guides the reasoning; patient is part of the reasoning (patient is a reasoner and decision-maker) 
Austin Z, Gregory PAM, Chiu S. Use of reflection-in-action and self-assessment to promote critical thinking among pharmacy students. Am J Pharm Educ. 2008;72:48 [ref. 119] Pharmacy Critical thinking Reflection; self-assessment; self-evaluation; thinking; task performance and analysis Motivation Those who were prompted to reflect and self-assess scored higher than those who did not Use of a home grown 24-item critical thinking tool Describing critical thinking within the context of pen-and-paper assessment only 
Burbach BE, Barnason S, Hertzog M. Preferred thinking style, symptom recognition, and response by nursing students during simulation. West J Nurs Res. 2015;37:1563–1580 [ref. 102] Nursing Preferred thinking style Symptom recognition, simulation, cognitive processing High-fidelity patient simulation, measured symptom recognition and responses Significant relationships noted between preference for rational thinking styles and symptom recognition Rational-experiential inventory More research needed to explore the cognitive processing during simulation 
Fernbach PM, Darlow A, Sloman SA. Neglect of alternative causes in predictive but not diagnostic reasoning. Psychol Sci. 2010;21:329–336 [ref. 124] Psychology  Predictive reasoning (effects predicted from knowledge of causes); diagnostic reasoning (causes predicted from knowledge of effects) Information provided Judgment formed; bias can be based on failure to consider alternative ideas (and will limit precision of assessment); thinking about one way to reach a goal reduces chances alternatives will be considered Cognitive process, elements of probability; predictive reasoning involves making mental simulations Underlying beliefs influence bias; specifically asking people to consider opposite ideas may reduce bias 
Table 2.

Examples of Data Extraction

ReferenceDisciplineSurrogate Terms (Synonyms)Related ConceptsAntecedentsConsequencesAttributesOther Contextual Factors
Arocha JF, Wang D, Patel VL. Identifying reasoning strategies in medical decision making: a methodological guide. J Biomed Informatics. 2005;38:154–171 [ref. 60] Medicine Medical reasoning; diagnostic process; problem-solving Processes of abstraction, abduction, deduction, and induction; knowledge structures; solution strategies Problem data Diagnosis; hypothesis that explains the data Levels of knowledge; inferences made based on prior knowledge; must minimize variables to manage cognitive load Reasoning strategies vary amongst clinicians 
Ajjawi R, Higgs J. Core components of communication of clinical reasoning: a qualitative study with experienced Australian physiotherapists. Adv Health Sci Educ. 2012;17:107–119 [ref. 9] Physical therapy  Decision-making; diagnostic actions; dynamic process; active listening; metacognition and monitoring; narrative and procedural strategies Elicit information Meaning negotiated, goals formed; shared decision-making Rapid, subconscious; requires narrative and cognitive modes of reasoning; communication and diagnostic actions are not separate Therapist's “frame of reference” guides the reasoning; patient is part of the reasoning (patient is a reasoner and decision-maker) 
Austin Z, Gregory PAM, Chiu S. Use of reflection-in-action and self-assessment to promote critical thinking among pharmacy students. Am J Pharm Educ. 2008;72:48 [ref. 119] Pharmacy Critical thinking Reflection; self-assessment; self-evaluation; thinking; task performance and analysis Motivation Those who were prompted to reflect and self-assess scored higher than those who did not Use of a home grown 24-item critical thinking tool Describing critical thinking within the context of pen-and-paper assessment only 
Burbach BE, Barnason S, Hertzog M. Preferred thinking style, symptom recognition, and response by nursing students during simulation. West J Nurs Res. 2015;37:1563–1580 [ref. 102] Nursing Preferred thinking style Symptom recognition, simulation, cognitive processing High-fidelity patient simulation, measured symptom recognition and responses Significant relationships noted between preference for rational thinking styles and symptom recognition Rational-experiential inventory More research needed to explore the cognitive processing during simulation 
Fernbach PM, Darlow A, Sloman SA. Neglect of alternative causes in predictive but not diagnostic reasoning. Psychol Sci. 2010;21:329–336 [ref. 124] Psychology  Predictive reasoning (effects predicted from knowledge of causes); diagnostic reasoning (causes predicted from knowledge of effects) Information provided Judgment formed; bias can be based on failure to consider alternative ideas (and will limit precision of assessment); thinking about one way to reach a goal reduces chances alternatives will be considered Cognitive process, elements of probability; predictive reasoning involves making mental simulations Underlying beliefs influence bias; specifically asking people to consider opposite ideas may reduce bias 
ReferenceDisciplineSurrogate Terms (Synonyms)Related ConceptsAntecedentsConsequencesAttributesOther Contextual Factors
Arocha JF, Wang D, Patel VL. Identifying reasoning strategies in medical decision making: a methodological guide. J Biomed Informatics. 2005;38:154–171 [ref. 60] Medicine Medical reasoning; diagnostic process; problem-solving Processes of abstraction, abduction, deduction, and induction; knowledge structures; solution strategies Problem data Diagnosis; hypothesis that explains the data Levels of knowledge; inferences made based on prior knowledge; must minimize variables to manage cognitive load Reasoning strategies vary amongst clinicians 
Ajjawi R, Higgs J. Core components of communication of clinical reasoning: a qualitative study with experienced Australian physiotherapists. Adv Health Sci Educ. 2012;17:107–119 [ref. 9] Physical therapy  Decision-making; diagnostic actions; dynamic process; active listening; metacognition and monitoring; narrative and procedural strategies Elicit information Meaning negotiated, goals formed; shared decision-making Rapid, subconscious; requires narrative and cognitive modes of reasoning; communication and diagnostic actions are not separate Therapist's “frame of reference” guides the reasoning; patient is part of the reasoning (patient is a reasoner and decision-maker) 
Austin Z, Gregory PAM, Chiu S. Use of reflection-in-action and self-assessment to promote critical thinking among pharmacy students. Am J Pharm Educ. 2008;72:48 [ref. 119] Pharmacy Critical thinking Reflection; self-assessment; self-evaluation; thinking; task performance and analysis Motivation Those who were prompted to reflect and self-assess scored higher than those who did not Use of a home grown 24-item critical thinking tool Describing critical thinking within the context of pen-and-paper assessment only 
Burbach BE, Barnason S, Hertzog M. Preferred thinking style, symptom recognition, and response by nursing students during simulation. West J Nurs Res. 2015;37:1563–1580 [ref. 102] Nursing Preferred thinking style Symptom recognition, simulation, cognitive processing High-fidelity patient simulation, measured symptom recognition and responses Significant relationships noted between preference for rational thinking styles and symptom recognition Rational-experiential inventory More research needed to explore the cognitive processing during simulation 
Fernbach PM, Darlow A, Sloman SA. Neglect of alternative causes in predictive but not diagnostic reasoning. Psychol Sci. 2010;21:329–336 [ref. 124] Psychology  Predictive reasoning (effects predicted from knowledge of causes); diagnostic reasoning (causes predicted from knowledge of effects) Information provided Judgment formed; bias can be based on failure to consider alternative ideas (and will limit precision of assessment); thinking about one way to reach a goal reduces chances alternatives will be considered Cognitive process, elements of probability; predictive reasoning involves making mental simulations Underlying beliefs influence bias; specifically asking people to consider opposite ideas may reduce bias 
Table 3.

Salient Themes in Each Discipline

Physical Therapy/Health ProfessionsMedicineNursingPharmacyPsychology
Attributes 
  • Intuitive and analytical (tacit and explicit knowledge)9,153,155,163,182

  • Negotiating meaning and shared goals (narrative and analytical reasoning); involves multiple perspectives (client, therapist, etc) bound9,146–148,150,156–161

  • Contextually bound183

  • Diagnosis and management: both are holistic and client-centered (includes understanding of contributing factors; involves behavioral change)146,149,151,152,158–160,162

  • Cyclical process involving reflection (on experience and emotions)147,160,163,182,184

  • Therapist's view impacts the process156

  • Engaging the client's body actively; client's embodied knowing161

 
 
  • Self-directed critical thinking (but need better assessments)89–92,94,103,187–190

  • Decision-making involving relations with patients; contextually driven99,103,105,107,191

  • Reflection in and on action89,98,107–110,112,191,192

  • Knowledge attitudes and skills193

  • Holistic and intuitive thinking100

  • Deductive and pattern recognition (dual process)97,107,111

  • Medical decision-making: algorithmic and complex (simplify with algorithm or step-by-step process)104,106,194

 
 
  • Logic and deductive/inductive reasoning (cognitive process)124,138,195

  • Critical thinking134,139,140

  • Biases and beliefs (and heuristics) can influence124,125,143,145

  • Interactive process195

  • Automatic and deliberate thought processes136

  • Requires mental effort142

  • Systematic hypothesis testing145

 
Antecedents 
  • Elicit information (patient interview: includes patient values)9,149,151,152

  • Observation of the client (client biomedical factors; client needs and goals) and examination 146,150,151

  • Interaction with patient/client and family and health care team 158,159,161

  • Clinical environment, workplace factors155

  • Clinician personal factors (beliefs, values, ethics, motivation)155,156

  • Appropriate knowledge base (patterns/typical presentations)147

 
 
  • Vital sign monitoring, symptom monitoring, recognition, noticing 101,102,106,107

  • Past experience can influence judgment, anxiety influences109,191

  • Cases and group discussion, data collection104,111,194,212

  • Relationships with patients 105

  • Domain-specific knowledge (holistic and phenomenological, along with analytical)97,100

  • Reflection is necessary108

  • Context107,213

 
  
Consequences 
  • Diagnosis (analysis of disability/impairments and patient/physical therapist co-construction of meaning) and management (treatment, collaboration, teaching, negotiating future)147,149,151,152

  • Shared meaning and goals negotiated9,146,158

  • Developing a problem list and organized approach to treatment (incomplete if reasoning is not effective)153,154

  • Teaching and learning of movement152,159

  • Therapist's handling skills impact the outcome161

  • Reflective practice155,162,163

 
 
  • Surveillance of patients, symptom recognition101,102

  • Analysis of clinical situation, clinical decisions, diagnosis 103–105

  • Enhanced patient care (innovative interventions)93,99,100

  • Competence97,98

  • Reflection107,109,218

  • Critical thinking, using a variety of strategies89,187,190

  • Illness scripts111

 
  • Application of knowledge to cases113

  • Improved test scores119,219

  • Responsibility associated with critical thinking121

  • Synthesizing concepts114

 
  • Informed decisions 122

  • Problem solved140

  • Integrated argument formed142

  • Evidence and conclusions evaluated134,138,143

  • Judgment124,125,136,137

  • Plan to address patient needs195

  • Errors if bias influences process145

 
Related Terms 
  • Decision-making9,146

  • Systematic approach150

  • Dialectical (analytical and narrative)151,153,158,160

  • Co-construction of meaning9,158,159,161

  • Knowledge organization (analytical and intuitive)146

  • Metacognition9,148,160

  • Biopsychosocial148,149

 
 
  • Critical thinking88–96

  • Reflection on practice 98,107–110,112,191,192

  • Decision-making, clinical judgment89,97,188,191,213

  • Cognitive processing (hypothetico-deductive and nonanalytical), types of knowing

  • Problem-solving212

  • Creativity189

 
  
Physical Therapy/Health ProfessionsMedicineNursingPharmacyPsychology
Attributes 
  • Intuitive and analytical (tacit and explicit knowledge)9,153,155,163,182

  • Negotiating meaning and shared goals (narrative and analytical reasoning); involves multiple perspectives (client, therapist, etc) bound9,146–148,150,156–161

  • Contextually bound183

  • Diagnosis and management: both are holistic and client-centered (includes understanding of contributing factors; involves behavioral change)146,149,151,152,158–160,162

  • Cyclical process involving reflection (on experience and emotions)147,160,163,182,184

  • Therapist's view impacts the process156

  • Engaging the client's body actively; client's embodied knowing161

 
 
  • Self-directed critical thinking (but need better assessments)89–92,94,103,187–190

  • Decision-making involving relations with patients; contextually driven99,103,105,107,191

  • Reflection in and on action89,98,107–110,112,191,192

  • Knowledge attitudes and skills193

  • Holistic and intuitive thinking100

  • Deductive and pattern recognition (dual process)97,107,111

  • Medical decision-making: algorithmic and complex (simplify with algorithm or step-by-step process)104,106,194

 
 
  • Logic and deductive/inductive reasoning (cognitive process)124,138,195

  • Critical thinking134,139,140

  • Biases and beliefs (and heuristics) can influence124,125,143,145

  • Interactive process195

  • Automatic and deliberate thought processes136

  • Requires mental effort142

  • Systematic hypothesis testing145

 
Antecedents 
  • Elicit information (patient interview: includes patient values)9,149,151,152

  • Observation of the client (client biomedical factors; client needs and goals) and examination 146,150,151

  • Interaction with patient/client and family and health care team 158,159,161

  • Clinical environment, workplace factors155

  • Clinician personal factors (beliefs, values, ethics, motivation)155,156

  • Appropriate knowledge base (patterns/typical presentations)147

 
 
  • Vital sign monitoring, symptom monitoring, recognition, noticing 101,102,106,107

  • Past experience can influence judgment, anxiety influences109,191

  • Cases and group discussion, data collection104,111,194,212

  • Relationships with patients 105

  • Domain-specific knowledge (holistic and phenomenological, along with analytical)97,100

  • Reflection is necessary108

  • Context107,213

 
  
Consequences 
  • Diagnosis (analysis of disability/impairments and patient/physical therapist co-construction of meaning) and management (treatment, collaboration, teaching, negotiating future)147,149,151,152

  • Shared meaning and goals negotiated9,146,158

  • Developing a problem list and organized approach to treatment (incomplete if reasoning is not effective)153,154

  • Teaching and learning of movement152,159

  • Therapist's handling skills impact the outcome161

  • Reflective practice155,162,163

 
 
  • Surveillance of patients, symptom recognition101,102

  • Analysis of clinical situation, clinical decisions, diagnosis 103–105

  • Enhanced patient care (innovative interventions)93,99,100

  • Competence97,98

  • Reflection107,109,218

  • Critical thinking, using a variety of strategies89,187,190

  • Illness scripts111

 
  • Application of knowledge to cases113

  • Improved test scores119,219

  • Responsibility associated with critical thinking121

  • Synthesizing concepts114

 
  • Informed decisions 122

  • Problem solved140

  • Integrated argument formed142

  • Evidence and conclusions evaluated134,138,143

  • Judgment124,125,136,137

  • Plan to address patient needs195

  • Errors if bias influences process145

 
Related Terms 
  • Decision-making9,146

  • Systematic approach150

  • Dialectical (analytical and narrative)151,153,158,160

  • Co-construction of meaning9,158,159,161

  • Knowledge organization (analytical and intuitive)146

  • Metacognition9,148,160

  • Biopsychosocial148,149

 
 
  • Critical thinking88–96

  • Reflection on practice 98,107–110,112,191,192

  • Decision-making, clinical judgment89,97,188,191,213

  • Cognitive processing (hypothetico-deductive and nonanalytical), types of knowing

  • Problem-solving212

  • Creativity189

 
  
Table 3.

Salient Themes in Each Discipline

Physical Therapy/Health ProfessionsMedicineNursingPharmacyPsychology
Attributes 
  • Intuitive and analytical (tacit and explicit knowledge)9,153,155,163,182

  • Negotiating meaning and shared goals (narrative and analytical reasoning); involves multiple perspectives (client, therapist, etc) bound9,146–148,150,156–161

  • Contextually bound183

  • Diagnosis and management: both are holistic and client-centered (includes understanding of contributing factors; involves behavioral change)146,149,151,152,158–160,162

  • Cyclical process involving reflection (on experience and emotions)147,160,163,182,184

  • Therapist's view impacts the process156

  • Engaging the client's body actively; client's embodied knowing161

 
 
  • Self-directed critical thinking (but need better assessments)89–92,94,103,187–190

  • Decision-making involving relations with patients; contextually driven99,103,105,107,191

  • Reflection in and on action89,98,107–110,112,191,192

  • Knowledge attitudes and skills193

  • Holistic and intuitive thinking100

  • Deductive and pattern recognition (dual process)97,107,111

  • Medical decision-making: algorithmic and complex (simplify with algorithm or step-by-step process)104,106,194

 
 
  • Logic and deductive/inductive reasoning (cognitive process)124,138,195

  • Critical thinking134,139,140

  • Biases and beliefs (and heuristics) can influence124,125,143,145

  • Interactive process195

  • Automatic and deliberate thought processes136

  • Requires mental effort142

  • Systematic hypothesis testing145

 
Antecedents 
  • Elicit information (patient interview: includes patient values)9,149,151,152

  • Observation of the client (client biomedical factors; client needs and goals) and examination 146,150,151

  • Interaction with patient/client and family and health care team 158,159,161

  • Clinical environment, workplace factors155

  • Clinician personal factors (beliefs, values, ethics, motivation)155,156

  • Appropriate knowledge base (patterns/typical presentations)147

 
 
  • Vital sign monitoring, symptom monitoring, recognition, noticing 101,102,106,107

  • Past experience can influence judgment, anxiety influences109,191

  • Cases and group discussion, data collection104,111,194,212

  • Relationships with patients 105

  • Domain-specific knowledge (holistic and phenomenological, along with analytical)97,100

  • Reflection is necessary108

  • Context107,213

 
  
Consequences 
  • Diagnosis (analysis of disability/impairments and patient/physical therapist co-construction of meaning) and management (treatment, collaboration, teaching, negotiating future)147,149,151,152

  • Shared meaning and goals negotiated9,146,158

  • Developing a problem list and organized approach to treatment (incomplete if reasoning is not effective)153,154

  • Teaching and learning of movement152,159

  • Therapist's handling skills impact the outcome161

  • Reflective practice155,162,163

 
 
  • Surveillance of patients, symptom recognition101,102

  • Analysis of clinical situation, clinical decisions, diagnosis 103–105

  • Enhanced patient care (innovative interventions)93,99,100

  • Competence97,98

  • Reflection107,109,218

  • Critical thinking, using a variety of strategies89,187,190

  • Illness scripts111

 
  • Application of knowledge to cases113

  • Improved test scores119,219

  • Responsibility associated with critical thinking121

  • Synthesizing concepts114

 
  • Informed decisions 122

  • Problem solved140

  • Integrated argument formed142

  • Evidence and conclusions evaluated134,138,143

  • Judgment124,125,136,137

  • Plan to address patient needs195

  • Errors if bias influences process145

 
Related Terms 
  • Decision-making9,146

  • Systematic approach150

  • Dialectical (analytical and narrative)151,153,158,160

  • Co-construction of meaning9,158,159,161

  • Knowledge organization (analytical and intuitive)146

  • Metacognition9,148,160

  • Biopsychosocial148,149

 
 
  • Critical thinking88–96

  • Reflection on practice 98,107–110,112,191,192

  • Decision-making, clinical judgment89,97,188,191,213

  • Cognitive processing (hypothetico-deductive and nonanalytical), types of knowing

  • Problem-solving212

  • Creativity189

 
  
Physical Therapy/Health ProfessionsMedicineNursingPharmacyPsychology
Attributes 
  • Intuitive and analytical (tacit and explicit knowledge)9,153,155,163,182

  • Negotiating meaning and shared goals (narrative and analytical reasoning); involves multiple perspectives (client, therapist, etc) bound9,146–148,150,156–161

  • Contextually bound183

  • Diagnosis and management: both are holistic and client-centered (includes understanding of contributing factors; involves behavioral change)146,149,151,152,158–160,162

  • Cyclical process involving reflection (on experience and emotions)147,160,163,182,184

  • Therapist's view impacts the process156

  • Engaging the client's body actively; client's embodied knowing161

 
 
  • Self-directed critical thinking (but need better assessments)89–92,94,103,187–190

  • Decision-making involving relations with patients; contextually driven99,103,105,107,191

  • Reflection in and on action89,98,107–110,112,191,192

  • Knowledge attitudes and skills193

  • Holistic and intuitive thinking100

  • Deductive and pattern recognition (dual process)97,107,111

  • Medical decision-making: algorithmic and complex (simplify with algorithm or step-by-step process)104,106,194

 
 
  • Logic and deductive/inductive reasoning (cognitive process)124,138,195

  • Critical thinking134,139,140

  • Biases and beliefs (and heuristics) can influence124,125,143,145

  • Interactive process195

  • Automatic and deliberate thought processes136

  • Requires mental effort142

  • Systematic hypothesis testing145

 
Antecedents 
  • Elicit information (patient interview: includes patient values)9,149,151,152

  • Observation of the client (client biomedical factors; client needs and goals) and examination 146,150,151

  • Interaction with patient/client and family and health care team 158,159,161

  • Clinical environment, workplace factors155

  • Clinician personal factors (beliefs, values, ethics, motivation)155,156

  • Appropriate knowledge base (patterns/typical presentations)147

 
 
  • Vital sign monitoring, symptom monitoring, recognition, noticing 101,102,106,107

  • Past experience can influence judgment, anxiety influences109,191

  • Cases and group discussion, data collection104,111,194,212

  • Relationships with patients 105

  • Domain-specific knowledge (holistic and phenomenological, along with analytical)97,100

  • Reflection is necessary108

  • Context107,213

 
  
Consequences 
  • Diagnosis (analysis of disability/impairments and patient/physical therapist co-construction of meaning) and management (treatment, collaboration, teaching, negotiating future)147,149,151,152

  • Shared meaning and goals negotiated9,146,158

  • Developing a problem list and organized approach to treatment (incomplete if reasoning is not effective)153,154

  • Teaching and learning of movement152,159

  • Therapist's handling skills impact the outcome161

  • Reflective practice155,162,163

 
 
  • Surveillance of patients, symptom recognition101,102

  • Analysis of clinical situation, clinical decisions, diagnosis 103–105

  • Enhanced patient care (innovative interventions)93,99,100

  • Competence97,98

  • Reflection107,109,218

  • Critical thinking, using a variety of strategies89,187,190

  • Illness scripts111

 
  • Application of knowledge to cases113

  • Improved test scores119,219

  • Responsibility associated with critical thinking121

  • Synthesizing concepts114

 
  • Informed decisions 122

  • Problem solved140

  • Integrated argument formed142

  • Evidence and conclusions evaluated134,138,143

  • Judgment124,125,136,137

  • Plan to address patient needs195

  • Errors if bias influences process145

 
Related Terms 
  • Decision-making9,146

  • Systematic approach150

  • Dialectical (analytical and narrative)151,153,158,160

  • Co-construction of meaning9,158,159,161

  • Knowledge organization (analytical and intuitive)146

  • Metacognition9,148,160

  • Biopsychosocial148,149

 
 
  • Critical thinking88–96

  • Reflection on practice 98,107–110,112,191,192

  • Decision-making, clinical judgment89,97,188,191,213

  • Cognitive processing (hypothetico-deductive and nonanalytical), types of knowing

  • Problem-solving212

  • Creativity189

 
  

Clinical reasoning concept synopses were developed for each profession. The purpose of developing synopses was to facilitate an exploration of similarities and differences between other disciplines and physical therapy. Exploring similarities and differences is an important component of concept analysis as it helps facilitate the exploration of unique identifying features of the concept. The steps in Phase 2 analysis (identifying key elements) provided the framework to develop these summaries. The fundamental characteristics and related concepts were explored to illustrate the focus and breadth of clinical reasoning specific to each profession. The contextually relevant antecedents describe the information sources, knowledge, and clinical interaction that initiates the clinical reasoning process. The consequences are the knowledge, skills, and behaviors that are evidenced in effective clinical reasoning within each profession. Description of the attributes provides context, allowing for identification of signature elements within each profession. The development of synopses was an inductive process driven by frequently cited themes in each category (listed in Tab. 3) of the initial analysis of the key elements (antecedents, consequences, etc). These synopses were completed in an iterative manner: the initial synopsis was developed by 1 author, then reviewed and critiqued by the other 4, then revised until consensus was achieved.

Results

Synopses of Clinical Reasoning by Discipline

Clinical reasoning of physicians was most often described as physician centric and focused on arriving at a correct diagnosis.2,8,21–60 Related terms included decision-making56,61–63 and diagnostic reasoning.2,21–25,49,51,54–,56,58–,60,64–,70 The related concepts and antecedents focused primarily on the internal cognitive processes of physicians, such as analytical and nonanalytical reasoning,50,53–55,62,63,71–75 bias,21,49,54,76–78 and hypothesis testing.2,8,21,24,36,37,42,,79–,81 Attributes were also related to knowledge and organization of knowledge.2,23,50,51,60,62,71–73,82 The role of reflection and deliberate practice were prevalent as well.54,64,68,70,77,83 There were some noted differences in emergency medicine, where diagnosis becomes secondary to maintaining life and preventing catastrophic outcomes.76 Osteopathy highlighted the role of movement and “doing,” such as performing special tests to inform judgments.61,81,84 In the more recent medical literature, there was an increasing emphasis on the role of context and patient preferences as part of the reasoning process.33,44,64,85–87

In the nursing literature, related terms were critical thinking88–96 and clinical reasoning. The outcomes of reasoning in nursing focus on competence97,98 and establishing a nursing plan of care.93,99,100 Outcomes also focused on the important role of nurses in recognizing changes in signs and symptoms,101–105 and providing early warning of changes in patients’ status. There are strong links between descriptions of clinical reasoning in nursing and the importance of noticing or surveillance,101,102,106,107 as well as the explicit acknowledgement of intuition as valuable in early detection of status changes.100 The importance of a connection between clinical thinking and moment-to-moment actions, and patient interactions was also described.108,109 Nursing literature is replete with information on educational strategies to facilitate reasoning in nursing students.89,108,110–112

Related terms in pharmacy included critical thinking and problem-solving focused on the thinking skills of the pharmacist. The focus of literature was on didactic instructional activities113,114 and pedagogical approaches115–118 to meet learning objectives for skill development in critical thinking. Several studies did include development of skills associated with clinical reasoning, such as reflection119,120 and cognitive flexibility.121 These skills were not explored in the context of clinical practice or clinical reasoning. As evident in Table 3, a process of clinical reasoning was not elucidated in the pharmacy literature. Most of the articles focused on teaching interventions for general critical thinking and, therefore, did not provide insight into the specific nature of clinical reasoning in pharmacy. Therefore, pharmacy was excluded from later analysis.

Related terms in psychology included clinical decision-making122 and diagnosis.123–130 Related concepts and antecedents were directed at cues,122,123,131 key features,132 hypothesis testing,127–129,133 and statements made or a situation presented.126,133,134 The consequence was a formed judgment,125,127,135–137 and attributes included critical thinking,122,134,136,138–143 reflection,141 weighing information,132 and flexibility in thinking.142 There is recognition that human reasoning is error prone.124–129,133,143–145 Many of the psychology articles were primarily discussing medical reasoning related to physician diagnoses and problem-solving.124,125,129,130 Those articles that focused specifically on psychology related clinical reasoning to critical thinking and logical problem-solving.122,138,140,144

Related terms in the health professions (physical therapy, occupational therapy) literature included critical thinking and decision-making.9,146 Related concepts and antecedents included intuition, knowledge,146,147 biopsychosocial model,148,149 and patient/client needs.9,146,149–152 The consequence was patient/client management.147,149,151–154 Attributes included intuition,146 patient and therapist perspectives,9,146–148,150,151,155–161 flexibility in thinking, and reflection.9,148,155,160,162,163 Also included were a dialectical approach151,153,158,160 and negotiating shared meaning.9,146–148,150,156–161 Four articles in the physical therapy literature alluded to human movement as related to clinical reasoning.11,159,161,164 Although not identified in the initial search, additional articles in the physical therapy literature highlighting expert/novice differences and the developmental nature of therapists’ reasoning were deemed informative and thus included.11,165–168

Working Description of the Concept of Clinical Reasoning in Physical Therapy

The final stages of the core analysis included identifying patterns in the data (attributes, consequences, etc) to summarize the major themes in the concept.20 This stage included developing a model that demonstrates the connections between key elements (attributes, consequences, related terms, etc) and disciplines. The synopses described were used to create a conceptualization of clinical reasoning in physical therapy. Fundamental components based on attributes, antecedents, and consequences consistently present across the disciplines were identified. In the following section, the conceptualization of clinical reasoning is described, and the key components are described in more detail.

Based on the concept analysis and the themes and patterns that emerged, clinical reasoning in physical therapy could be conceptualized as integrating cognitive, psychomotor, and affective skills. It is contextual in nature and involves both therapist and client perspectives. It is adaptive, iterative, and collaborative with the intended outcome being a biopsychosocial approach to patient/client management. The following paragraphs provide greater detail related to specific elements of the conceptualization. The reader is also referred to Table 3 for the specific data sources describing each element.

Cognitive

Physical therapists engage in a variety of cognitive skills in effective clinical reasoning. Cognitive skills are necessary to engage in intellectual problem-solving.169 These cognitive skills represent an interaction between working memory (where processing occurs) and long-term memory (where knowledge is stored and organized).170,171 Many models of long-term memory have been proposed, but the concepts of schema and scripts are most pertinent to clinical reasoning.171 The roles of scripts for knowledge organization are evident in the clinical reasoning of expert clinicians.47 Higher order cognitive skills, including problem-solving and decision-making, are essential for clinical reasoning.171

The depth of practitioners’ experience shapes how they organize information throughout the course of arriving at decisions. Hypothetico-deductive reasoning is characterized by generation of a limited number of hypotheses early in the diagnostic process that guide subsequent collection of data, most often focused on diagnostic questions.2,25,31,158 Each hypothesis can be used to predict what additional findings ought to be present, and the diagnostic process is a guided search for these findings as well as an attempt to rule out other likely hypotheses.8 Such reasoning processes are observed more commonly in novice practitioners.166,172,173 As practitioners gain experience they are more likely to use forward reasoning.11,31,59,165 This type of reasoning is inductive in nature, systematically analyzing data to reach a hypothesis or diagnosis.174 Forward reasoning is characterized by speed and efficiency and is more likely to occur in familiar cases where therapists recognize patterns in the clinical presentation.2,146,158

Reflection and metacognition are important components of clinical reasoning in physical therapist practice.148 Reflection-in-action is the ongoing metacognitive activity that is occurring during patient-therapist interaction. Conversely, reflection-on-action occurs as an individual looks back on an interaction and results in a broadening of or revised insights into clinical reasoning.175 Both reflection-in-action and reflection-on-action147 are observed during clinical reasoning but used differently with respect to reasoning strategies and/or degree of experience and expertise. Overall, experts use reflection more frequently than novice physical therapists176 and are more likely to demonstrate reflection-in-action during patient interactions.166,167

The metacognitive activity of reflection allows practitioners to link thoughts and ideas, to integrate new knowledge with existing knowledge, and to expand their own clinical reasoning/decision-making framework.175 For example, reflection-in-action can be used to develop or alter an examination or intervention during a patient encounter. Ongoing metacognitive use of reflection will allow continued assessment of activities throughout the patient interaction. Reflection-on-action allows a practitioner to think back on and assess prior activities. This “thinking back” can inform reflection-for-action, or planning for future activities.

Most other disciplines refer to cognitive skills as decision-making and critical thinking. Medicine specifically describes an internal cognitive process (decision-making and diagnostic reasoning) to arrive at a diagnosis.56,61–63 Psychology similarly uses the term cognitive thinking to refer to clinical decision-making as the reasoning process to determine a formed judgment/diagnosis.122–130 Nursing primarily focuses on critical thinking, particularly related to recognizing changes in signs and symptoms that would change a plan of care.97–105 The ability to think critically is directly related to competencies in nursing practice.94 Pharmacy discusses critical thinking and problem-solving as their cognitive reasoning process.113,114,119,121

Psychomotor

The role of movement in clinical reasoning appeared in the osteopathic, occupational, and physical therapy literature. The osteopathic literature highlighted the act of “doing” and how physical skills are used to evaluate hypotheses and gather information that informs the practitioners thinking.84 Physical therapy literature included the role of movement as a source of integrated knowledge and a characteristic of expert practice.11,164,172 Specifically, within the literature reviewed, occupational therapy and physical therapy literature considered the importance of static and dynamic observation of the patient as an antecedent to clinical reasoning.146,150,151 Teaching and learning of movement were included as desired outcomes of clinical reasoning.152,159 More recently, Oberg et al161 theorized movement as both enacted and embodied and suggested that both forms are integrated in the decision-making process. Physical therapists rely heavily on their bodies and hands as sensorimotor tools to gather and transmit information used in their clinical reasoning.161 The development of the role of movement in the clinical reasoning literature appears to lag behind the attention to cognitive and metacognitive processes, as far fewer articles address the role of movement. The final section of this article explores the implications of this disparity in the literature.

Affective

Underrecognized skills of clinical reasoning in the affective domain are largely due to the inability of physical therapists to objectify the assessment of these skills. Affective skills are essential in effective clinical reasoning because they add the emotional component, which is vital for learning and processing. Activities that intensify the emotional state enhance both meaning and memory.177 The professional who engages in clinical reasoning with an elevated emotional state will learn and remember.

Other professionals took affective skills into consideration in clinical reasoning. The nursing profession looked at emotional intelligence in clinical decision-making. Bulmer Smith et al88 indicated that emotional intelligence impacts the quality of student learning and, ultimately, patient care and outcomes. Medicine determined that affective bias influences the decision-making process. Both positive and negative emotions in clinicians when interacting with patients can affect the cognitive component of the diagnostic process.178

Interestingly, psychology used very few characteristics in the affective domain when defining the reasoning process. Practitioners relied heavily on cognitive skills, directly related to critical thinking skills, to make clinical judgments. Pharmacy, too, embraced critical thinking as the primary component of the reasoning process without mention of the affective characteristics that can influence this process. One study indicated that there was a relation between personality traits and critical thinking test scores121 but there was minimal mention of emotion or affective skills related to reasoning.

Reasoning strategies (adaptive, iterative, and collaborative)

The cognitive, affective, and psychomotor skills discussed previously are frequently combined and used in various reasoning strategies. These reasoning strategies have been well described in the literature.158,179 Although it is beyond the scope of this article to describe them all, the reader is encouraged to review Edwards’ (2004) article,158 which describes 8 reasoning strategies: diagnostic, narrative, reasoning about procedure, reasoning about teaching, predictive, interactive, collaborative, and ethical reasoning.158 The collaborative nature of clinical reasoning is highlighted through multiple references to the importance of involving the patient, family, and other health care team members in the reasoning process.149,158,160,161 Therapists fluidly transition between these reasoning strategies based on patient cues. Use of these varied types of reasoning in response to an unfolding situation is indicative of the adaptive nature of physical therapists’ clinical reasoning.149,158,160Iterative describes the spiraled and cyclical nature of the physical therapists’ reasoning integrating synthesis of information, ongoing analysis, reflection, and revisiting ideas in the reasoning process.148,160–162

Biopsychosocial approach to patient management

The outcome of clinical reasoning in physical therapy focuses on a biopsychosocial patient-management approach. Patient management is a broad term to capture all of the decisions made as a result of the therapist's clinical reasoning. These decisions include the physical therapist's diagnosis (an analysis of the relations of the patient's impairments and disability alongside the co-construction of meaning by the patient and physical therapist).147,149,151,152 Goals that are shared and codeveloped by the physical therapist and patient are a crucial aspect of management.9,146,158 The diagnostic process should lead to an organized approach to treatment that includes education and collaborative work with the patient.153,154 The physical therapist's work with the patient should also address teaching and learning of movement.152,159 As noted in the section on psychomotor skills, the outcomes can be impacted by the physical therapist's physical handling skills.161

Discussion

The purpose of this article was to explore the literature, attempting to conceptualize a description of physical therapists’ clinical reasoning, grounded in the profession's relevant research and theoretical literature. The intent was that the conception of clinical reasoning in physical therapy described here can provide a unified understanding to serve as a foundation for future educational research to guide our work in teaching, learning, and assessing clinical reasoning. Exploring reasoning across disciplines helped to highlight the unique professional lens through which physical therapists approach reasoning, and aspects of clinical reasoning common among multiple health professions. We conceptualized clinical reasoning in physical therapy as integrating cognitive, psychomotor, and affective skills. It is contextual in nature and involves both therapist and client perspectives. It is adaptive, iterative, and collaborative with the intended outcome being a biopsychosocial approach to patient/client management. Consistent with the concept analysis methods employed, the purpose of Phase 2 was not to describe all factors that inform clinical reasoning. Figure 2 illustrates the current state of clinical reasoning derived from the literature. This figure is dynamic, representing the evolving nature of clinical reasoning rather than an end point. This conceptualization of clinical reasoning will evolve as subsequent research questions are pursed to expand our insights into clinical reasoning.

Figure 2.

Current state of clinical reasoning derived from the literature.

The physical therapy profession shares elements of our clinical reasoning approach with other health professions, such as medicine and nursing; these include a focus on patient-centered, collaborative reasoning,11,83 and inclusion of reflective and iterative components.70,147 These patterns suggest there are broad commonalities seen across clinical reasoning of many of the health professions, and yet each profession's unique practice focus also shapes the differences in their conceptualizations.

We believe the conceptualization proposed highlights the unique emphasis physical therapists place on the use of our bodies and the bodies of our patients as key information-gathering and -transmission components of clinical reasoning in physical therapists’ practice, while also acknowledging the universal role of thinking and feeling, reflecting, and patient-centeredness.

As a relatively young profession, physical therapy continues to emerge and define itself and its scope of practice. Among the most important aspects of this emergence are the relatively recent attempts to define our focus on movement as the essential defining element of our practice. Despite the relative paucity of published clinical reasoning literature that explicitly describes the relation between the clinical reasoning of physical therapists and movement, and in keeping with the historical perspective of Rogers’ concept analysis methodology,16 it is worth noting the ways this relation has been described to date, in order to ground future scholarly discussion and research.

Embrey and colleagues164 explicitly described movement scripts as a specialized form of practice-derived knowledge used in clinical reasoning, integrated with a consideration of psychosocial and contextual factors, and iterative self-monitoring (metacognition) by the clinician. Similarly, Wainwright and colleagues172 included observations of patients’ movement behavior and associated problem-solving as a source of information integrated into the clinical decision-making of both novice and experienced physical therapists. Jensen and colleagues’ seminal research describing expertise in physical therapists’ practice11,165 included a focus on movement as a characteristic of expert practice. A focus on movement was described as interdependent with experts’ clinical reasoning, along with virtues and values, and focus on function. Edwards and colleagues159 explored ways in which both deductive and inductive (narrative) reasoning are necessary to illuminate patients’ perceptions of their movement abilities and the relation of understanding these perceptions to being able to clinically reason about movement with patients with chronic pain. They grounded this scholarly discussion in the research of Edwards et al (2004)158 and Edwards and Jones (2007),151 describing the clinical reasoning of expert physical therapists.

Most recently, Oberg and colleagues161 presented an extensive theoretical discussion about clinical reasoning, concluding that in physical therapy, it is both embodied and enacted. Embodied and enacted imply that the body should be conceived as the center of experience and expression as well as a physical function. Further, the physical therapist should respect that the patient lives in his or her body and experiences the world through that body. They described ian explicit link between the fundamental focus in physical therapy on the body, movement, and clinical reasoning. They argue that in adopting a biopsychosocial approach to health care, one must consider that when reasoning about movement, one is reasoning about the person as embodied and the way he or she moves in the world. The body and its movement are seen as essential aspects of consciousness and an intrinsic aspect of lived bodily movement and action. An important contribution these authors make to the conceptualization of clinical reasoning in physical therapy is that both the patient and the therapist are embodied and use their bodies to perceive aspects of the understanding they co-create about the patient's movement. In other words, these authors argue that clinical reasoning cannot be considered as only an exchange of linguistic/communicative events between the therapist and patient, as described previously by Edwards and colleagues.159 Movement perceived and enacted by each is a critical aspect of gathering information to develop an understanding of the patient's limitations, and the movement perceptions of both are also required to intervene to facilitate change in the patient's movement abilities. The view of Oberg and colleagues161 of movement as an integrated aspect of the clinical reasoning of physical therapists is consistent with recent research that denotes the signature pedagogy in excellent physical therapist education as “the body as teacher.”180

By establishing a common understanding of the concept of clinical reasoning as we know it to date, this work can contribute to moving the educational community forward towards necessary improvements in the teaching, learning, and practice-based assessment of clinical reasoning development described by Jensen et al.180

Further implications of this work can be considered when comparing the concept of clinical reasoning in physical therapy, and, in particular, the embodied and enacted aspects of clinical reasoning and movement with emerging descriptions of the movement system.181 It will be important to integrate more current concepts of clinical reasoning with perceptions of movement of both the clinician and the patient, including an exploration of a biopsychosocial (not just biophysiological) perspective of movement and the clinical reasoning required to collaboratively resolve movement dysfunctions with our patients.

Finally, when considering the significant focus that health professions are placing on developing effective and efficient interprofessional team-based care, it is important to consider the implications for establishing a clear concept of clinical reasoning for physical therapists, as well as all other disciplines involved in team-based care. Future research describing clinical reasoning of “the team” as a whole, and how this might differ from the reasoning of non–team-based professionals, could help to provide insights about interprofessional care that are, as yet, unknown. Also, explorations of what aspects of the clinical reasoning of the health care team are specific contributions from the various members’ unique professional reasoning focus, and what aspects are generic among all members of the interprofessional team, could be helpful in determining the optimal composition of health care teams for various clinical contexts.

Limitations

The focus of this article was the concept of clinical reasoning. We included other disciplines as a basis of comparison and to derive any relevant concepts that might have applied to physical therapy. Although a comprehensive approach was intended, it is possible that our search methods or reduction of the literature was incomplete or key sources were mistakenly excluded.

Conclusions

Previous work indicated a lack of consensus on how we describe, teach, and assess clinical reasoning. To improve the teaching and assessing of clinical reasoning, we need a unified understanding of the concept. We have attempted to conceptualize a description of clinical reasoning in physical therapy as it currently exists in representative literature, with the intent that it can be used to unify practitioners, academicians, and clinical educators in our understanding of how clinical reasoning has been conceptualized to date. Substantial work remains to further develop the concept of clinical reasoning for physical therapy that includes the role of movement in our reasoning in practice. It is our hope this article can stimulate fruitful discussion and provide direction for future work related to clinical reasoning.

Author Contributions

Concept/idea/research design: K. Huhn, S.J. Gilliland, L.L. Black, S.F. Wainwright, N. Christensen

Writing: K. Huhn, S.J. Gilliland, L.L. Black, S.F. Wainwright, N. Christensen

Data collection: S.J. Gilliland, L.L. Black, S.F. Wainwright

Data analysis: K. Huhn, S.J. Gilliland, L.L. Black, S.F. Wainwright, N. Christensen

Funding

There are no funders to report for this submission.

Disclosures and Presentations

The authors completed the ICJME Form for Disclosure of Potential Conflicts of Interest and reported no conflicts of interest.

The concept analysis of this manuscript was presented as a platform at WCPT, July 3, 2017, Cape Town, South Africa.

References

1

American Physical Therapy Association
.
Vision statement for the physical therapy profession and guiding principles to achieve the vision
.
http://www.apta.org/Vision/. Published 2013. Accessed September, 2016
.

2

Barrows
 
HS
,
Feltovich
PJ
.
The clinical reasoning process
.
Med Educ
.
1987
;
21
:
86
91
.

3

Higgs
 
J
,
Jones
MA
.
Clinical decision making and multiple problem spaces
. In:
Higgs
J
,
Jones
MA
,
Loftus
S
,
Christensen
N
, eds.
Clinical Reasoning in the Health Professions
. 3rd ed.
Amsterdam
:
Elsevier
;
2008
:
3
17
.

4

Christensen
 
N
,
Black
L
,
Furze
J
,
Huhn
K
,
Vendrely
A
,
Wainwright
S
.
Clinical reasoning: survey of teaching methods, integration, and assessment in entry-level physical therapist academic education
.
Phys Ther
.
2017
;
97
:
175
186
.

5

Jensen
 
GM
.
Learning what matters most
.
Phys Ther
.
2011
;
91
:
1674
1689
.

6

Gordon
 
J
.
Pauline Cerasoli lecture: Excellence in academic physical therapy: what is it and how do we get there?
.
J Phys Ther Educ
.
2011
;
25
:
8
20
.

7

Elstein
 
AS
,
Shulman
LS
,
Sprafka
SA
.
Medical Problem Solving: An Analysis of Clinical Reasoning
.
Cambridge, MA
:
Harvard University Press
;
1978
.

8

Elstein
 
AS
,
Shulman
LS
,
Sprafka
SA
.
Medical problem solving: a ten-year retrospective
.
Eval Health Prof
.
1990
;
13
:
5
36
.

9

Ajjawi
 
R
,
Higgs
J
.
Core components of communication of clinical reasoning: a qualitative study with experienced Australian physiotherapists
.
Adv Health Sci Educ
.
2012
;
17
:
107
119
.

10

Durning
 
SJ
,
Artino
AR
,
Schuwirth
L
,
Van Der Vleuten
C
.
Clarifying assumptions to enhance our understanding and assessment of clinical reasoning
.
Acad Med
.
2013
;
88
:
442
448
.

11

Jensen
 
GM
,
Gwyer
J
,
Shepard
KF
,
Hack
LM
.
Expert practice in physical therapy
.
Phys Ther
.
2000
;
80
:
28
43
.

12

Solomon
 
P
.
Problem-based learning: a direction for physical therapy education?
.
Physiother Theory Pract
.
1994
;
10
:
45
52
.

13

Rodgers
 
BL
.
Concepts, analysis and the development of nursing knowledge: the evolutionary cycle
.
J Adv Nurs
.
1989
;
14
:
330
335
.

14

Nuopponen
 
A
.
Methods of concept analysis-a comparative study
.
LSP: Professional Communication, Knowledge Management, Cognition
.
2010
;
1
:
4
12
.

15

Owain
 
D
,
Charles
M
.
Aristotle on Meaning and Essence
.
Oxford University Press
;
2000
.

16

Rodgers
 
BL
.
Concept analysis: An evolutionary view
. In:
Rodgers
BL
,
Knafl
KA
, eds.
Concept Development in Nursing: Foundations, Techniques, and Applications
. 2nd ed.
Philadelphia
:
W.B. Saunders Company
;
2000
:
77
102
.

17

Higgs
 
J
,
Jones
MA
,
Loftus
S
,
Christensen
N
.
Clinical Reasoning in the Health Professions
. 3rd ed.
Amsterdam
:
Elsevier
;
2008
.

18

Benner
 
P
,
Kyriakidis
P
,
Stannard
D
.
Clinical Wisdom and Interventions in Acute and Critical Care: A Thinking-in-Action Approach
. 2nd ed.
New York
:
Springer
;
2011
.

19

Simmons
 
B
.
Clinical reasoning: concept analysis
.
J Adv Nurs
.
2010
;
66
:
1151
1158
.

20

Tofthagen
 
R
,
Fagerstrom
LM
.
Rodgers' evolutionary concept analysis–a valid method for developing knowledge in nursing science
.
Scand J Caring Sci
.
2010
;
24
(
suppl 1
):
21
31
.

21

Barrows
 
HS
,
Norman
GR
,
Neufeld
VR
,
Feightner
JW
.
The clinical reasoning of randomly selected physicians in general medical practice
.
Clin Invest Med
.
1982
;
5
:
49
55
.

22

Bordage
 
G
.
Where are the history and the physical?
.
CMAJ
.
1995
;
152
:
1595
1598
.

23

Bordage
 
G
,
Eva
K
.
Functional neuroimaging and diagnostic reasoning
.
Med Teach
.
2016
;
38
:
752
753
.

24

Boshuizen
 
HPA
,
Van Der Vleuten
CPM
,
Schmidt
HG
,
Machiels-Bongaerts
M
.
Measuring knowledge and clinical reasoning skills in a problem-based curriculum
.
Med Educ
.
1997
;
31
:
115
121
.

25

Boushehri
 
E
,
Arabshahi
KS
,
Monajemi
A
.
Clinical reasoning assessment through medical expertise theories: past, present and future directions
.
Med J Islam Repub Iran
.
2015
;
29
:
222
.

26

Bowen
 
JL
.
Educational strategies to promote clinical diagnostic reasoning
.
New Engl J Med
.
2006
;
355
:
2217
2225
.

27

Chamberland
 
M
,
Mamede
S
,
St-Onge
C
, et al. .  
Students' self-explanations while solving unfamiliar cases: the role of biomedical knowledge
.
Med Educ
.
2013
;
47
:
1109
1116
.

28

Chamberland
 
M
,
Mamede
S
,
St-Onge
C
,
Setrakian
J
,
Bergeron
L
,
Schmidt
H
.
Self-explanation in learning clinical reasoning: the added value of examples and prompts
.
Med Educ
.
2015
;
49
:
193
202
.

29

Chamberland
 
M
,
Mamede
S
,
St-Onge
C
,
Setrakian
J
,
Schmidt
HG
.
Does medical students’ diagnostic performance improve by observing examples of self-explanation provided by peers or experts?
.
Adv Health Sci Educ
.
2015
;
20
:
981
993
.

30

Chamberland
 
M
,
St-Onge
C
,
Setrakian
J
, et al. .  
The influence of medical students' self-explanations on diagnostic performance
.
Med Educ
.
2011
;
45
:
688
695
.

31

Charlin
 
B
,
Tardif
J
,
Boshuizen
HPA
.
Scripts and medical diagnostic knowledge: theory and applications for clinical reasoning instruction and research
.
Acad Med
.
2000
;
75
:
182
190
.

32

Connor
 
DM
,
Elkin
GD
,
Lee
K
,
Thompson
V
,
Whelan
H
.
The unbefriended patient: an exercise in ethical clinical reasoning
.
J Gen Intern Med
.
2016
;
31
:
128
132
.

33

Dhaliwal
 
G
.
Going with your gut
.
J Gen Intern Med
.
2011
;
26
:
107
109
.

34

Drolet
 
P
.
Assessing clinical reasoning in anesthesiology: making the case for the Script Concordance Test
.
Anaesth Crit Care Pain Med
.
2015
;
34
:
5
7
.

35

Elstein
 
AS
.
Thinking about diagnostic thinking: a 30-year perspective
.
Adv Health Sci Educ
.
2009
;
14
(
suppl 1
):
7
18
.

36

Elstein
 
AS
,
Kleinmuntz
B
,
Rabinowitz
M
et al. .  
Diagnostic reasoning of high- and low-domain-knowledge clinicians: a reanalysis
.
Med Decis Mak
.
1993
;
13
:
21
29
.

37

Elstein
 
AS
,
Ravitch
MM
,
Swanson
DB
,
Bordage
GS
,
McNeil
B
.
Symposium: alternative approaches to research on clinical reasoning
.
Annu Conf Res Med Educ
.
1980
:
325
333
.

38

Elstein
 
AS
,
Schwarz
A
.
Evidence base of clinical diagnosis. Clinical problem solving and diagnostic decision making: selective review of the cognitive literature
.
Br Med J
.
2002
;
324
:
729
732
.

39

Eva
 
KW
,
Hatala
RM
,
LeBlanc
VR
,
Brooks
LR
.
Teaching from the clinical reasoning literature: combined reasoning strategies help novice diagnosticians overcome misleading information
.
Med Educ
.
2007
;
41
:
1152
1158
.

40

Eva
 
KW
,
Norman
GR
.
Heuristics and biases – a biased perspective on clinical reasoning
.
Med Educ
.
2005
;
39
:
870
872
.

41

Faust
 
D
,
Nurcombe
B
.
Improving the accuracy of clinical judgment
.
Psychiatry
.
1989
;
52
:
197
208
.

42

Feltovich
 
PJ
,
Bruer
JT
,
Feltovich
PJ
,
Patel
VL
,
Elstein
AS
.
Medical understanding and its limits in clinical reasoning
.
Proc Annu Conf Res Med Educ
.
1985
;
24
:
337
343
.

43

Groves
 
M
.
Fostering clinical reasoning in medical students
.
Med Educ
.
2011
;
45
:
518
519
.

44

Groves
 
M
.
Understanding clinical reasoning: the next step in working out how it really works
.
Med Educ
.
2012
;
46
:
444
446
.

45

Groves
 
M
,
Dick
ML
,
McColl
G
,
Bilszta
J
.
Analysing clinical reasoning characteristics using a combined methods approach
.
BMC Med Educ
.
2013
;
13
:
144
.

46

Groves
 
M
,
O'Rourke
P
,
Alexander
H
.
Clinical reasoning: the relative contribution of identification, interpretation and hypothesis errors to misdiagnosis
.
Med Teach
.
2003
;
25
:
621
625
.

47

Groves
 
M
,
O'Rourke
P
,
Alexander
H
.
The clinical reasoning characteristics of diagnostic experts
.
Med Teach
.
2003
;
25
:
308
313
.

48

Gruppen
 
LD
,
Palchik
NS
,
Wolf
FM
,
Laing
TJ
,
Oh
MS
,
Davis
WK
.
Medical student use of history and physical information in diagnostic reasoning
.
Arthritis Care Res
.
1993
;
6
:
64
70
.

49

Pelaccia
 
T
,
Tardif
J
,
Triby
E
,
Charlin
B
.
An analysis of clinical reasoning through a recent and comprehensive approach: the dual-process theory
.
Med Educ Online
.
2011
;
16
.
doi:10.3402/meo.v16i0.5890
.

50

Monteiro
 
SM
,
Norman
G
.
Diagnostic reasoning: where we've been, where we're going
.
Teach Learn Med
.
2013
;
25
(
suppl 1
):
S26
S32
.

51

Neufeld
 
VR
,
Norman
GR
,
Feightner
JW
,
Barrows
HS
.
Clinical problem-solving by medical students: a cross-sectional and longitudinal analysis
.
Med Educ
.
1981
;
15
:
315
322
.

52

Norman
 
GR
,
Eva
KW
.
Diagnostic error and clinical reasoning
.
Med Educ
.
2010
;
44
:
94
100
.

53

Kempainen
 
RR
,
Migeon
MB
,
Wolf
FM
.
Understanding our mistakes: a primer on errors in clinical reasoning
.
Med Teach
.
2003
;
25
:
177
181
.

54

Mamede
 
S
,
Schmidt
HG
,
Rikers
R
.
Diagnostic errors and reflective practice in medicine
.
J Eval Clin Pract
.
2007
;
13
:
138
145
.

55

Mamede
 
S
,
Splinter
TAW
,
Van Gog
T
,
Rikers
RMJP
,
Schmidt
HG
.
Exploring the role of salient distracting clinical features in the emergence of diagnostic errors and the mechanisms through which reflection counteracts mistakes
.
BMJ Qual Saf
.
2012
;
21
:
295
300
.

56

Allen
 
VG
,
Arocha
JF
,
Patel
VL
.
Evaluating evidence against diagnostic hypotheses in clinical decision making by students, residents and physicians
.
Int J Med Inform
.
1998
;
51
:
91
105
.

57

Ark
 
TK
,
Brooks
LR
,
Eva
KW
.
Giving learners the best of both worlds: do clinical teachers need to guard against teaching pattern recognition to novices?
.
Acad Med
.
2006
;
81
:
405
409
.

58

Ark
 
TK
,
Brooks
LR
,
Eva
KW
.
The benefits of flexibility: the pedagogical value of instructions to adopt multifaceted diagnostic reasoning strategies
.
Med Educ
.
2007
;
41
:
281
287
.

59

Arocha
 
JF
,
Patel
VL
,
Patel
YC
.
Hypothesis generation and the coordination of theory and evidence in novice diagnostic reasoning
.
Med Decis Mak
.
1993
;
13
:
198
211
.

60

Arocha
 
JF
,
Wang
D
,
Patel
VL
.
Identifying reasoning strategies in medical decision making: a methodological guide
.
J Biomed Informatics
.
2005
;
38
:
154
171
.

61

Thomson
 
OP
,
Petty
NJ
,
Moore
AP
.
Clinical reasoning in osteopathy – more than just principles?
.
Int J Osteopath Med
.
2011
;
14
:
71
76
.

62

Norman
 
G.
 
Research in clinical reasoning: past history and current trends
.
Med Educ
.
2005
;
39
:
418
427
.

63

Patel
 
VL
,
Kaufman
DR
,
Arocha
JF
.
Emerging paradigms of cognition in medical decision-making
.
J Biomed Informatics
.
2002
;
35
:
52
75
.

64

Mamede
 
S
,
Schmidt
HG
,
Rikers
RMJP
,
Penaforte
JC
,
Coelho-Filho
JM
.
Influence of perceived difficulty of cases on physicians' diagnostic reasoning
.
Acad Med
.
2008
;
83
:
1210
1216
.

65

Stolper
 
CF
,
Van de Wiel
MWJ
,
Hendriks
RHM
et al. .  
How do gut feelings feature in tutorial dialogues on diagnostic reasoning in GP traineeship?
.
Adv Health Sci Educ
.
2015
;
20
:
499
513
.

66

Stolper
 
E
,
Van De Wiel
M
,
Van Royen
P
,
Van Bokhoven
M
,
Van Der Weijden
T
,
Dinant
GJ
.
Gut feelings as a third track in general practitioners' diagnostic reasoning
.
J Gen. Intern Med.
2011
;
26
:
197
203
.

67

Mamede
 
S
,
Schmidt
HG
,
Rikers
RMJP
,
Penaforte
JC
,
Coelho-Filho
JM
.
Breaking down automaticity: case ambiguity and the shift to reflective approaches in clinical reasoning
.
Med Educ
.
2007
;
41
:
1185
1192
.

68

Modi
 
JN
,
Anshu
,
Gupta
P
,
Singh
T
.
Teaching and assessing clinical reasoning skills
.
Indian Pediatr
.
2015
;
52
:
787
794
.

69

Artino
 
AR
,
Cleary
TJ
,
Dong
T
,
Hemmer
PA
,
Durning
SJ
.
Exploring clinical reasoning in novices: a self-regulated learning microanalytic assessment approach
.
Med Educ
.
2014
;
48
:
280
291
.

70

Mamede
 
S
,
Van Gog
T
,
Van Den Berge
K
et al. .  
Effect of availability bias and reflective reasoning on diagnostic accuracy among internal medicine residents
.
J Am Med Assoc
.
2010
;
304
:
1198
1203
.

71

Norman
 
G
,
Young
M
,
Brooks
L
.
Non-analytical models of clinical reasoning: the role of experience
.
Med Educ
.
2007
;
41
:
1140
1145
.

72

van der Vleuten
 
C
,
Newble
DI
.
How can we test clinical reasoning?
Lancet
.
1995
;
345
:
1032
1034
.

73

Patel
 
VL
,
Evans
DA
,
Kaufman
DR
.
Reasoning strategies and the use of biomedical knowledge by medical students
.
Med Educ
.
1990
;
24
:
129
136
.

74

Patel
 
VL
,
Groen
GJ
,
Scott
HM
.
Biomedical knowledge in explanations of clinical problems by medical students
.
Med Educ
.
1988
;
22
:
398
406
.

75

Rikers
 
RM
,
Loyens
S
,
te Winkel
W
,
Schmidt
HG
,
Sins
PH
.
The role of biomedical knowledge in clinical reasoning: a lexical decision study
.
Acad Med
.
2005
;
80
:
945
949
.

76

Pelaccia
 
T
,
Tardif
J
,
Triby
E
et al. .  
Insights into emergency physicians’ minds in the seconds before and into a patient encounter
.
Intern Emerg Med
.
2015
;
10
:
865
873
.

77

Kovacs
 
G
,
Croskerry
P
.
Clinical decision making: an emergency medicine perspective
.
Acad Emerg Med
.
1999
;
6
:
947
952
.

78

McBee
 
E
,
Ratcliffe
T
,
Picho
K
, et al. .  
Consequences of contextual factors on clinical reasoning in resident physicians
.
Adv Health Sci Educ
.
2015
;
20
:
1225
1236
.

79

Bolton
 
JW
.
Varieties of clinical reasoning
.
J Eval Clin Pract
.
2015
;
21
:
486
489
.

80

Chiffi
 
D
,
Zanotti
R
.
Medical and nursing diagnoses: a critical comparison
.
J Eval Clin Pract
.
2015
;
21
:
1
6
.

81

Thomson
 
OP
,
Petty
NJ
,
Moore
AP
.
Diagnostic reasoning in osteopathy – a qualitative study
.
Int J Osteopath Med
.
2014
;
17
:
83
93
.

82

Boulouffe
 
C
,
Doucet
B
,
Muschart
X
,
Charlin
B
,
Vanpee
D
.
Assessing clinical reasoning using a script concordance test with electrocardiogram in an emergency medicine clerkship rotation
.
Emerg Med J
.
2014
;
31
:
313
316
.

83

Bartlett
 
M
,
Gay
SP
,
List
PAD
,
McKinley
RK
.
Teaching and learning clinical reasoning: tutors' perceptions of change in their own clinical practice
.
Educ Prim Care
.
2015
;
26
:
248
254
.

84

Roots
 
SA
,
Niven
E
,
Moran
RW
.
Osteopaths' clinical reasoning during consultation with patients experiencing acute low back pain: a qualitative case study approach
.
Int J Osteopath Med
.
2016
;
19
:
20
34
.

85

Charlin
 
B
,
Lubarsky
S
,
Millette
B
et al. .  
Clinical reasoning processes: unravelling complexity through graphical representation
.
Med Educ
.
2012
;
46
:
454
463
.

86

Durning
 
S
,
Artino
AR
,
Pangaro
L
,
van der Vleuten
CP
,
Schuwirth
L
.
Context and clinical reasoning: understanding the perspective of the expert's voice
.
Med Educ
.
2011
;
45
:
927
938
.

87

Durning
 
SJ
,
Artino
AR
,
Boulet
JR
,
Dorrance
K
,
van der Vleuten
C
,
Schuwirth
L
.
The impact of selected contextual factors on experts' clinical reasoning performance (does context impact clinical reasoning performance in experts?)
.
Adv Health Sci Educ
.
2012
;
17
:
65
79
.

88

Bulmer Smith
 
K
,
Profetto-McGrath
J
,
Cummings
GG
.
Emotional intelligence and nursing: an integrative literature review
.
Int J Nurs Stud
.
2009
;
46
:
1624
1636
.

89

Burrell
 
LA
.
Integrating critical thinking strategies into nursing curricula
.
Teach Learn Nurs
.
2014
;
9
:
53
58
.

90

Carter
 
AG
,
Creedy
DK
,
Sidebotham
M
.
Development and psychometric testing of the Carter Assessment of Critical Thinking in Midwifery (Preceptor/Mentor version)
.
Midwifery
.
2016
;
34
:
141
149
.

91

Chao
 
SY
,
Liu
HY
,
Wu
MC
,
Clark
MJ
,
Tan
JY
.
Identifying critical thinking indicators and critical thinker attributes in nursing practice
.
J Nurs Res
.
2013
;
21
:
204
211
.

92

Forneris
 
SG
.
Exploring the attributes of critical thinking: a conceptual basis
.
Int J Nurs Educ Scholarsh.
2004
;
1
:
Article 9
.

93

Forneris
 
SG
,
Peden-Mcalpine
C
.
Creating context for critical thinking in practice: the role of the preceptor
.
J Adv Nurs
.
2009
;
65
:
1715
1724
.

94

Hunter
 
S
,
Pitt
V
,
Croce
N
,
Roche
J
.
Critical thinking skills of undergraduate nursing students: description and demographic predictors
.
Nurse Educ Today
.
2014
;
34
:
809
814
.

95

Lang
 
GM
,
Beach
NL
,
Patrician
PA
,
Martin
C
.
A cross-sectional study examining factors related to critical thinking in nursing
.
J Nurses Staff Dev
.
2013
;
29
:
8
15
.

96

Lapkin
 
S
,
Levett-Jones
T
,
Bellchambers
H
,
Fernandez
R
.
Effectiveness of patient simulation manikins in teaching clinical reasoning skills to undergraduate nursing students: a systematic review
.
Clin Simul Nurs
.
2010
;
6
:
e207
e222
.

97

Forsberg
 
E
,
Ziegert
K
,
Hult
H
,
Fors
U
.
Clinical reasoning in nursing, a think-aloud study using virtual patients – a base for an innovative assessment
.
Nurse Educ Today
.
2014
;
34
:
538
542
.

98

Forsberg
 
E
,
Ziegert
K
,
Hult
H
,
Fors
U
.
Assessing progression of clinical reasoning through virtual patients: an exploratory study
.
Nurse Educ Pract
.
2016
;
16
:
97
103
.

99

El Hussein
 
M
,
Hirst
S
.
Chasing the mirage: a grounded theory of the clinical reasoning processes that registered nurses use to recognize delirium
.
J Adv Nurs
.
2016
;
72
:
373
381
.

100

Ruth-Sahd
 
LA
.
What lies within: phenomenology and intuitive self-knowledge
.
Creat Nurs
.
2014
;
20
:
21
29
.

101

Brier
 
J
,
Carolyn
M
,
Haverly
M
et al. .  
Knowing ‘something is not right’ is beyond intuition: development of a clinical algorithm to enhance surveillance and assist nurses to organise and communicate clinical findings
.
J Clin Nurs
.
2015
;
24
:
832
843
.

102

Burbach
 
BE
,
Barnason
S
,
Hertzog
M
.
Preferred thinking style, symptom recognition, and response by nursing students during simulation
.
West J Nurs Res
.
2015
;
37
:
1563
1580
.

103

Carter
 
AG
,
Sidebotham
M
,
Creedy
DK
,
Fenwick
J
,
Gamble
J
.
Using root cause analysis to promote critical thinking in final year bachelor of midwifery students
.
Nurse Educ. Today.
2014
;
34
:
1018
1023
.

104

Dhaliwal
 
G
.
Developing teachers of clinical reasoning
.
Clin Teach
.
2013
;
10
:
313
317
.

105

Stec
 
MW
.
Health as expanding consciousness: clinical reasoning in baccalaureate nursing students
.
Nurs Sci Q.
2016
;
29
:
54
61
.

106

Gonzol
 
K
,
Newby
C
.
Facilitating clinical reasoning in the skills laboratory: reasoning model versus nursing process-based skills checklist
.
Nurs Educ Perspect
.
2013
;
34
:
265
267
.

107

Tanner
 
CA
.
Thinking like a nurse: a research-based model of clinical judgment in nursing
.
J Nurs Educ
.
2006
;
45
:
204
211
.

108

Forneris
 
SG
,
Peden-McAlpine
CJ
.
Contextual learning: a reflective learning intervention for nursing education
.
Int J Nurs Educ Scholarsh
.
2006
;
3
:
Article 17
.

109

Forneris
 
SG
,
Peden-McAlpine
C
.
Evaluation of a reflective learning intervention to improve critical thinking in novice nurses
.
J Adv Nurs
.
2007
;
57
:
410
421
.

110

Dreifuerst
 
KT
.
Getting started with debriefing for meaningful learning
.
Clin Simul Nurs
.
2015
;
11
:
268
275
.

111

Durham
 
CO
,
Fowler
T
,
Kennedy
S
.
Teaching dual-process diagnostic reasoning to doctor of nursing practice students: problem-based learning and the illness script
.
J Nurs Educ
.
2014
;
53
:
646
650
.

112

Grossman
 
S
,
Deupi
J
,
Leitao
K
.
Seeing the forest and the trees: increasing nurse practitioner students' observational and mindfulness skills
.
Creat Nurs
.
2014
;
20
:
67
72
.

113

Austin
 
Z
,
Boyd
C
.
Development of a sequenced strategic thinking assignment syllabus for a senior-level professional practice course
.
Am J Pharm Educ
.
1998
;
62
:
392
397
.

114

Carr-Lopez
 
SM
,
Galal
SM
,
Vyas
D
,
Patel
RA
,
Gnesa
EH
.
The utility of concept maps to facilitate higher-level learning in a large classroom setting
.
Am J Pharm Educ
.
2014
;
78
:
170
.

115

FitzPatrick
 
B
,
Hawboldt
J
,
Doyle
D
,
Genge
T
.
Alignment of learning objectives and assessments in therapeutics courses to foster higher-order thinking
.
Am J Pharm Educ
.
2015
;
79
:
1
8
.

116

Persky
 
AM
,
Pollack
GM
.
Using answer-until-correct examinations to provide immediate feedback to students in a pharmacokinetics course
.
Am J Pharm Educ
.
2008
;
72
:
83
.

117

Persky
 
AM
,
Stegall-Zanation
J
,
Dupuis
RE
.
Students’ perceptions of the incorporation of games into classroom instruction for basic and clinical pharmacokinetics
.
Am J Pharm Educ
.
2007
;
71
:
21
.

118

Toklu
 
HZ
,
Demirdamar
R
.
The evaluation of prescription dispensing scores of the pharmacy students before and after the problem-based “rational drug use” course: results of the two years' experience
.
Marmara Pharm J
.
2013
;
17
:
175
180
.

119

Austin
 
Z
,
Gregory
PAM
,
Chiu
S
.
Use of reflection-in-action and self-assessment to promote critical thinking among pharmacy students
.
Am J Pharm Educ
.
2008
;
72
:
48
.

120

Yusuff
 
KB
.
Does self-reflection and peer-assessment improve Saudi pharmacy students' academic performance and metacognitive skills?
.
Saudi Pharm J
.
2015
;
23
:
266
275
.

121

Barhaghtalab
 
EY
,
Sharafi
M
.
The relationship between personality traits and critical thinking among female administrative officers in four districts and department of education in Shiraz
.
Res J Pharm, Biol Chem Sci
.
2016
;
7
:
790
795
.

122

Buckley
 
J
,
Archibald
T
,
Hargraves
M
,
Trochim
WM
.
Defining and teaching evaluative thinking: Insights from research on critical thinking
.
Am J Eval
.
2015
;
36
:
375
388
.

123

Carpenter
 
AL
,
Pincus
DB
,
Conklin
PH
,
Wyszynski
CM
,
Chu
BC
,
Comer
JS
.
Assessing cognitive-behavioral clinical decision-making among trainees in the treatment of childhood anxiety
.
Train Educ Prof Psychol
.
2016
;
10
:
109
116
.

124

Fernbach
 
PM
,
Darlow
A
,
Sloman
SA
.
Neglect of alternative causes in predictive but not diagnostic reasoning
.
Psychol Sci
.
2010
;
21
:
329
336
.

125

Fernbach
 
PM
,
Darlow
A
,
Sloman
SA
.
Asymmetries in predictive and diagnostic reasoning
.
J Exp Psychol Gen
.
2011
;
140
:
168
185
.

126

Meder
 
B
,
Mayrhofer
R
,
Waldmann
MR
.
Structure induction in diagnostic causal reasoning
.
Psychol Rev
.
2014
;
121
:
277
301
.

127

Nurek
 
M
,
Kostopoulou
O
,
Hagmayer
Y
.
Predecisional information distortion in physicians’ diagnostic judgments: strengthening a leading hypothesis or weakening its competitor?
Judgm Decis Mak
.
2014
;
9
:
572
585
.

128

Rebitschek
 
FG
,
Bocklisch
F
,
Scholz
A
,
Krems
JF
,
Jahn
G
.
Biased processing of ambiguous symptoms favors the initially leading hypothesis in sequential diagnostic reasoning
.
Exp Psychol
.
2015
;
62
:
287
305
.

129

Rebitschek
 
FG
,
Krems
JF
,
Jahn
G
.
Memory activation of multiple hypotheses in sequential diagnostic reasoning
.
J Cogn Psychol
.
2015
;
27
:
780
796
.

130

Rebitschek
 
FG
,
Krems
JF
,
Jahn
G
.
The diversity effect in diagnostic reasoning
.
Mem Cognit
.
2016
;
44
:
789
805
.

131

Carrier
 
A
,
Levasseur
M
,
Desrosiers
J
,
Bedard
D
.
Clinical reason in clinical reasoning process: Cornerstone of effective occupational therapy practice
. In:
Söderback
I
, ed.
International Handbook of Occupational Therapy Interventions.
2nd ed.
Springer International Publishing
;
2015
:
73
82
.

132

Gauthier
 
G
,
Lajoie
SP
.
Do expert clinical teachers have a shared understanding of what constitutes a competent reasoning performance in case-based teaching?
.
Instr Sci
.
2014
;
42
:
579
594
.

133

Jahn
 
G
,
Braatz
J
.
Memory indexing of sequential symptom processing in diagnostic reasoning
.
Cogn Psych
.
2014
;
68
:
59
97
.

134

Noone
 
C
,
Bunting
B
,
Hogan
MJ
.
Does mindfulness enhance critical thinking? Evidence for the mediating effects of executive functioning in the relationship between mindfulness and critical thinking
.
Front Psychol
.
2016
;
6
:
2043
.

135

Brown
 
B
,
Rakow
T
.
Understanding clinicians' use of cues when assessing the future risk of violence: a clinical judgement analysis in the psychiatric setting
.
Clin Psychol Psychother
.
2016
;
23
:
125
141
.

136

Heijltjes
 
A
,
van Gog
T
,
Leppink
J
,
Paas
F
.
Unraveling the effects of critical thinking instructions, practice, and self-explanation on students’ reasoning performance
.
Instr Sci
.
2015
;
43
:
487
506
.

137

Kim
 
NS
,
Ahn
WK
,
Johnson
SGB
,
Knobe
J
.
The influence of framing on clinicians' judgments of the biological basis of behaviors
.
J Exp Psychol Appl
.
2015
;
22
:
39
47
.

138

Burke
 
BL
,
Sears
SR
,
Kraus
S
,
Roberts-Cady
S
.
Critical analysis: a comparison of critical thinking changes in psychology and philosophy classes
.
Teach Psychol
.
2014
;
41
:
28
36
.

139

Byrnes
 
JP
,
Dunbar
KN
.
The nature and development of critical-analytic thinking
.
Educ Psychol Rev
.
2014
;
26
:
477
493
.

140

Halpern
 
DF
.
Teaching critical thinking for transfer across domains: dispositions, skills, structure training, and metacognitive monitoring
.
Am Psychol
.
1998
;
53
:
449
455
.

141

Lawson
 
TJ
,
Jordan-Fleming
MK
,
Bodle
JH
.
Measuring psychological critical thinking: an update
.
Teach Psychol
.
2015
;
42
:
248
253
.

142

Shehab
 
HM
,
Nussbaum
EM
.
Cognitive load of critical thinking strategies
.
Learn Instr
.
2015
;
35
:
51
61
.

143

West
 
RF
,
Toplak
ME
,
Stanovich
KE
.
Heuristics and biases as measures of critical thinking: associations with cognitive ability and thinking dispositions
.
J Educ Psychol
.
2008
;
100
:
930
941
.

144

Bensley
 
DA
,
Lilienfeld
SO
,
Powell
LA
.
A new measure of psychological misconceptions: relations with academic background, critical thinking, and acceptance of paranormal and pseudoscientific claims
.
Learn Individ Differ
.
2014
;
36
:
9
18
.

145

Wilcox
 
G
,
Schroeder
M
.
What comes before report writing? Attending to clinical reasoning and thinking errors in school psychology
.
J Psychoeduc Assess
.
2015
;
33
:
652
661
.

146

Edwards
 
I
,
Braunack-Mayer
A
,
Jones
M
.
Ethical reasoning as a clinical-reasoning strategy in physiotherapy
.
Physiotherapy
.
2005
;
91
:
229
236
.

147

Smith
 
M
,
Higgs
J
,
Ellis
E
.
Characteristics and processes of physiotherapy clinical decision making: a study of acute care cardiorespiratory physiotherapy
.
Physiother Res Int.
2008
;
13
:
209
222
.

148

Elven
 
M
,
Hochwalder
J
,
Dean
E
,
Soderlund
A
.
A clinical reasoning model focused on clients' behaviour change with reference to physiotherapists: its multiphase development and validation
.
Physiother Theory Pract
.
2015
;
31
:
231
243
.

149

Edwards
 
I
,
Jones
M
.
Movement in our thinking and our practice
.
Man Ther
.
2013
;
18
:
93
95
.

150

Dubroc
 
W
,
Pickens
ND
.
Becoming “at home” in home modifications: professional reasoning across the expertise continuum
.
Occup Ther Health Care
.
2015
;
29
:
316
329
.

151

Edwards
 
I
,
Jones
MA
.
Clinical reasoning and expert practice
. In:
Jensen
GM
,
Gwyer
JM
,
Hack
LM
,
Shepard
KF
, eds.
Expertise in Physical Therapy Practice
. 2nd ed.
Elsevier Inc
;
2007
:
192
213
.

152

Furze
 
J
,
Nelson
K
,
O'Hare
M
,
Ortner
A
,
Joseph Threlkeld
A
,
Jensen
GM
.
Describing the clinical reasoning process: application of a model of enablement to a pediatric case
.
Physiother Theory Pract
.
2013
;
29
:
222
231
.

153

Neistadt
 
ME
.
Classroom as clinic: a model for teaching clinical reasoning in occupational therapy education
.
Am J Occup Ther
.
1987
;
41
:
631
637
.

154

Neistadt
 
ME
.
Teaching strategies for the development of clinical reasoning
.
Am J Occup Ther
.
1996
;
50
:
676
684
.

155

Chaffey
 
L
,
Unsworth
C
,
Fossey
E
.
A grounded theory of intuition among occupational therapists in mental health practice
.
Br J Occup Ther
.
2010
;
73
:
300
308
.

156

Unsworth
 
C
,
Baker
A
.
A systematic review of professional reasoning literature in occupational therapy
.
Br J Occup Ther
.
2016
;
79
:
5
16
.

157

de Beer
 
M
,
Mårtensson
L
.
Feedback on students' clinical reasoning skills during fieldwork education
.
Aust Occup Ther J
.
2015
;
62
:
255
264
.

158

Edwards
 
I
,
Jones
M
,
Carr
J
,
Braunack-Mayer
A
,
Jensen
GM
.
Clinical reasoning strategies in physical therapy
.
Phys Ther
.
2004
;
84
:
312
330
.

159

Edwards
 
I
,
Jones
M
,
Hillier
S
.
The interpretation of experience and its relationship to body movement: a clinical reasoning perspective
.
Man Ther
.
2006
;
11
:
2
10
.

160

Furze
 
J
,
Kenyon
LK
,
Jensen
GM
.
Connecting classroom, clinic, and context: clinical reasoning strategies for clinical instructors and academic faculty
.
Pediatr Phys Ther
.
2015
;
27
:
368
375
.

161

Oberg
 
GK
,
Normann
B
,
Gallagher
S
.
Embodied-enactive clinical reasoning in physical therapy
.
Physiother Theory Pract
.
2015
;
31
:
244
252
.

162

Nicola-Richmond
 
KM
,
Pepin
G
,
Larkin
H
.
Transformation from student to occupational therapist: Using the Delphi technique to identify threshold concepts of occupational therapy
.
Aust Occup Ther J
.
2016
;
63
:
95
104
.

163

Chaffey
 
L
,
Unsworth
CA
,
Fossey
E
.
Relationship between intuition and emotional intelligence in occupational therapists in mental health practice
.
Am J Occup Ther
.
2012
;
66
:
88
96
.

164

Embrey
 
DG
,
Guthrie
MR
,
White
OR
,
Dietz
J
.
Clinical decision making by experienced and inexperienced pediatric physical therapists for children with diplegic cerebral palsy
.
Phys Ther
.
1996
;
76
:
20
33
.

165

Jensen
 
GM
,
Shepard
KF
,
Gwyer
J
,
Hack
LM
.
Attribute dimensions that distinguish master and novice physical therapy clinicians in orthopedic settings
.
Phys Ther
.
1992
;
72
:
711
722
.

166

Wainwright
 
SF
,
Shepard
KF
,
Harman
LB
,
Stephens
J
.
Novice and experienced physical therapist clinicians: a comparison of how reflection is used to inform the clinical decision-making process
.
Phys Ther
.
2010
;
90
:
75
88
.

167

Furze
 
J
,
Black
L
,
Hoffman
J
,
Barr
J
,
Cochran
TM
,
Jensen
GM
.
Exploration of students' clinical reasoning development in professional physical therapy education
.
J Phys Ther Educ
.
2015
;
29
:
22
33
.

168

Gilliland
 
SJ
.
Physical therapist students’ development of diagnostic reasoning: a longitudinal study
.
J Phys Ther Educ
.
2017
;
31
:
31
48
.

169

VanLehn
 
K
.
Cognitive skill acquisition
.
Annu Rev Psych
.
1996
;
47
:
513
539
.

170

Atkinson
 
RC
,
Shiffrin
RM
.
Human memory: a proposed system and its control mechanisms
. In:
Spence
KW
,
Spence
JT
, eds.
The Psychology of Learning and Motivation: Advances in Research and Theory
.
Vol. 2
.
New York
:
Academic Press
;
1968
:
549
597
.

171

Jarodzka
 
H
,
Boshuizen
HP
,
Kirschner
PA
.
Cognitive skills in medicine
. In:
Lanzer
P
, ed.
Catheter-Based Cardiovascular Interventions
.
Berlin
:
Springer-Verlag
;
2013
:
69
86
.

172

Wainwright
 
SF
,
Shepard
KF
,
Harman
LB
,
Stephens
J
.
Factors that influence the clinical decision making of novice and experienced physical therapists
.
Phys Ther
.
2011
;
91
:
87
101
.

173

Gilliland
 
SJ
,
Wainwright
SF
.
Patterns of clinical reasoning in physical therapist students
.
Phys Ther
.
2017
;
97
:
499
511
.

174

Patel
 
VL
,
Groen
GJ
.
Knowledge based solution strategies in medical reasoning
.
Cogn Sci
.
1986
;
10
:
91
116
.

175

Schon
 
DA
.
The Reflective Practitioner: How Professionals Think in Action
.
New York
:
Basic Books, Inc
;
1983
.

176

Resnik
 
L
,
Jensen
GM
.
Using clinical outcomes to explore the theory of expert practice in physical therapy
.
Phys Ther
.
2003
;
83
:
1090
1106
.

177

Kensinger
 
EA
.
Remembering the details: effects of emotions
.
Emo Rev
.
2009
;
1
:
99
113
.

178

Trowbridge
 
RL
,
Rencic
JJ
,
Durning
S
.
Teaching Clinical Reasoning
.
Philadelphia, PA
:
American College of Physicians
;
2015
.

179

Jones
 
MA
,
Jensen
GM
,
Edwards
I
.
Clinical reasoning in physiotherapy
. In:
Higgs
J
,
Jones
MA
,
Loftus
S
,
Christensen
N
, eds.
Clinical Reasoning in the Health Professions
. 3rd ed.
Amsterdam
:
Elsevier
;
2008
:
245
256
.

180

Jensen
 
GM
,
Nordstrom
T
,
Mostrom
E
,
Hack
LM
,
Gwyer
J
.
National study of excellence and innovation in physical therapist education: part 1—design, method, and results
.
Phys Ther
.
2017
;
97
:
857
874
.

181

American Physical Therapy Association
.
Physical therapist practice and the movement system: An American Physical Therapy Association White Paper
.
https://www.apta.org/MovementSystem/WhitePaper/. Published 2015. Accessed December 2018
.

182

Neistadt
 
ME
.
Teaching clinical reasoning as a thinking frame
.
Am J Occup Ther
.
1998
;
52
:
221
229
.

183

Stark
 
SL
,
Somerville
E
,
Keglovits
M
,
Smason
A
,
Bigham
K
.
Clinical reasoning guideline for home modification interventions
.
Am J Occu Ther.
2015
;
69
:
6902290030p1
8
.

184

Yeung
 
E
,
Woods
N
,
Dubrowski
A
,
Hodges
B
,
Carnahan
H
.
Sensibility of a new instrument to assess clinical reasoning in post-graduate orthopaedic manual physical therapy education
.
Man Ther
.
2015
;
20
:
303
312
.

185

Kassirer
 
JP
.
Diagnostic reasoning
.
Ann Intern Med
.
1989
;
110
:
893
900
.

186

Audétat
 
MC
,
Dory
V
,
Nendaz
M
et al. .  
What is so difficult about managing clinical reasoning difficulties?
.
Med Educ
.
2012
;
46
:
216
227
.

187

Raymond-Seniuk
 
C
,
Profetto-McGrath
J
.
Can one learn to think critically? A philosophical exploration
.
Open Nurs. J.
2011
;
5
:
45
51
.

188

Tanner
 
CA
.
What have we learned about critical thinking in nursing?
.
J Nurs Educ
.
2005
;
44
:
47
48
.

189

Chan
 
ZC
.
Critical thinking and creativity in nursing: learners' perspectives
.
Nurse Educ Today
.
2013
;
33
:
558
563
.

190

Chan
 
ZC
.
A systematic review of critical thinking in nursing education
.
Nurse Educ Today
.
2013
;
33
:
236
240
.

191

Cappelletti
 
A
,
Engel
JK
,
Prentice
D
.
Systematic review of clinical judgment and reasoning in nursing
.
J Nurs Educ
.
2014
;
53
:
453
458
.

192

Goudreau
 
J
,
Pepin
J
,
Larue
C
et al. .  
A competency-based approach to nurses' continuing education for clinical reasoning and leadership through reflective practice in a care situation
.
Nurse Educ Pract
.
2015
;
15
:
572
578
.

193

Lee
 
J
,
Lee
Y
,
Lee
S
,
Bae
J
.
Effects of high-fidelity patient simulation led clinical reasoning course: focused on nursing core competencies, problem solving, and academic self-efficacy
.
Jpn J Nurs Sci
.
2016
;
13
:
20
28
.

194

Shea
 
SS
,
Hoyt
KS
.
Medical decision making in emergency care
.
Adv Emerg Nurs J
.
2014
;
36
:
360
366
.

195

Gallagher
 
S
,
Payne
H
.
The role of embodiment and intersubjectivity in clinical reasoning
.
Body Mov Dance Psychother
.
2015
;
10
:
68
78
.

196

Audétat
 
MC
,
Laurin
S
,
Sanche
G
et al. .  
Clinical reasoning difficulties: a taxonomy for clinical teachers
.
Med Teach
.
2013
;
35
:
e984
e989
.

197

Blondon
 
K
,
Lovis
C
.
Use of eye-tracking technology in clinical reasoning: a systematic review
.
Paper presented at: 26th Medical Informatics in Europe Conference, MIE
2015
.

198

Capaldi
 
VF
,
Durning
SJ
,
Pangaro
LN
,
Ber
R
.
The clinical integrative puzzle for teaching and assessing clinical reasoning: preliminary feasibility, reliability, and validity evidence
.
Mil Med
.
2015
;
180
:
54
60
.

199

Elstein
 
AS
.
Heuristics and biases: selected errors in clinical reasoning
.
Acad Med
.
1999
;
74791
74794
.

200

Groves
 
M
.
The Diagnostic Process in Medical Practice
.
Nova Science Publishers, Inc
;
2008
.

201

Charlin
 
B
,
Gagnon
R
,
Pelletier
J
, et al. .  
Assessment of clinical reasoning in the context of uncertainty: the effect of variability within the reference panel
.
Med Educ
.
2006
;
40
:
848
854
.

202

Compère
 
V
,
Moriceau
J
,
Gouin
A
et al. .  
Residents in tutored practice exchange groups have better medical reasoning as measured by the script concordance test: a pilot study
.
Anaesth Crit Care Pain Med
.
2015
;
34
:
17
21
.

203

Groves
 
M
,
Scott
I
,
Alexander
H
.
Assessing clinical reasoning: a method to monitor its development in a PBL curriculum
.
Med Teach
.
2002
;
24
:
507
515
.

204

Eva
 
KW
.
What every teacher needs to know about clinical reasoning
.
Med Educ
.
2005
;
39
:
98
106
.

205

Goldszmidt
 
M
,
Minda
JP
,
Bordage
G
.
Developing a unified list of physicians' reasoning tasks during clinical encounters
.
Acad Med
.
2013
;
88
:
390
397
.

206

Connors
 
GR
,
Siner
JM
.
Clinical reasoning and risk in the intensive care unit
.
Clin Chest Med
.
2015
;
36
:
449
459
.

207

Durning
 
SJ
,
Costanzo
M
,
Artino
AR
et al. .  
Using functional magnetic resonance imaging to improve how we understand, teach, and assess clinical reasoning
.
J Cont Educ Health Prof
.
2014
;
34
:
76
82
.

208

Durning
 
SJ
,
Dong
T
,
Artino Jr
AR
et al. .  
Instructional authenticity and clinical reasoning in undergraduate medical education: a 2-year, prospective, randomized trial
.
Mil Med
.
2012
;
177
(
suppl 1
):
38
43
.

209

Durning
 
SJ
,
Kelly
W
,
Costanzo
ME
, et al. .  
Relationship of neuroimaging to typical sleep times during a clinical reasoning task: a pilot study
.
Mil Med
.
2015
;
180
:
129
135
.

210

Durning
 
SJ
,
Ratcliffe
T
,
Artino
AR
et al. .  
How is clinical reasoning developed, maintained, and objectively assessed? Views from expert internists and internal medicine interns
.
J Cont Educ Health Prof
.
2013
;
33
:
215
223
.

211

Elstein
 
AS
.
On the origins and development of evidence-based medicine and medical decision making
.
Inflamm Res
.
2004
;
53
(
suppl 2
):
S184
S189
.

212

D'Antonio
 
J
.
Wisdom: a goal of nursing education
.
J Nurs Educ
.
2014
;
53
:
105
107
.

213

Forneris
 
SG
.
Self-report questionnaires of nurses in Taiwan reveal that critical thinking ability and nursing competence are both at the middle level and there is a correlation between the two
.
Evid Based Nurs
.
2012
;
15
:
74
75
.

214

Chiffi
 
D
,
Zanotti
R
.
Perspectives on clinical possibility: elements of analysis
.
J Eval Clin Pract.
2016
;
22
:
509
514
.

215

Croskerry
 
P
.
Clinical decision making
. In:
Barach
P
,
Jacobs
J
,
Lipshultz
SE
,
Laussen
P
, eds.
Pediatric and Congenital Cardiac Care: Volume 2: Quality Improvement and Patient Safety.
London: Springer-Verlag
;
2015
:
397
410
.

216

Durning
 
SJ
,
Graner
J
,
Artino
AR
JR,
et al. .  
Using functional neuroimaging combined with a think-aloud protocol to explore clinical reasoning expertise in internal medicine
.
Mil Med
.
2012
;
177
(
suppl 1
):
72
78
.

217

Elstein
 
AS
.
Clinical problem solving and decision psychology: comment on “the epistemology of clinical reasoning.”
.
Acad Med
.
2000
;
75
(
suppl 10
):
S134
S136
.

218

Burbach
 
B
,
Barnason
S
,
Thompson
SA
.
Using “Think Aloud” to capture clinical reasoning during patient simulation
.
Int J Nurs Educ Scholarsh
.
2015
;
12
:
1
7
.

219

Cox
 
WC
,
Persky
A
,
Blalock
SJ
.
Correlation of the health sciences reasoning test with student admission variables
.
Am J Pharm Educ
.
2013
;
77
:
118
.

220

Patel
 
VL
,
Arocha
JF
.
Cognitive models of clinical reasoning and conceptual representation
.
Methods Inf Med
.
1995
;
34
:
47
56
.

221

Kaldjian
 
LC
,
Weir
RF
,
Duffy
TP
.
A clinician's approach to clinical ethical reasoning
.
J Gen Intern Med
.
2005
;
20
:
306
311
.

222

Alavi
 
SH
,
Marzban
S
,
Gholami
S
,
Najafi
M
,
Rajaee
R
.
How much is managers' awareness of evidence based decision making?
.
Biomed Pharmacol J
.
2015
;
8
:
1015
1023
.

223

Faruk Khan
 
MO
,
Deimling
MJ
,
Philip
A
.
Medicinal chemistry and the pharmacy curriculum
.
Am J Pharm Educ
.
2011
;
75
:
161
.

224

Pilevarzadeh
 
M
,
Mashayekhi
F
.
The role of critical thinking in the educational progress of nursing university students
.
Biosci Biotechnol Res Asia
.
2015
;
12
:
2771
2776
.

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