Training junior faculty to become clinical teachers: The value of personalized coaching.

Background: Junior clinical faculty require institutional support in the acquisition of feedback and clinical supervision skills of trainees. We tested the effectiveness of a personalized coaching versus guided self-reflection format of a faculty development program at improving faculty skills and self-efficacy.Methods: Participants were evaluated both before and after the program using a four-station Objective Structured Teaching Exercise (OSTE). A gain-score analysis, one-way ANOVA, and paired t-tests were used to evaluate both groups. The impact on the learning environment was measured by resident ratings of the Maastricht Clinical Teaching Questionnaire.Results: One hundred and twenty-seven participants completed the study over a three-year period. Both groups had significant improvements in self-efficacy. Participants in the coaching group demonstrated superior performance in encouraging learner self-reflection, teaching effectiveness, verifying learner understanding, exploring feelings/needs, and defining learning objectives. Over a 5-year period, the overall institutional learning climate significantly improved concerning faculty role-modeling, coaching, articulation, and explorations skills.Conclusion: Offering a contextualized faculty-development program using OSTEs that provides multiple opportunities for feedback and is focused on creating a community of practice is an effective method to facilitate the transfer of skills to the clinical environment, supports teacher identity development, and favorably impacts the learning climate.

Intra versus interprofessional conflicts: implications for conflict management training.

Interprofessional collaboration and conflict management training are necessary in health sciences curricula. Characteristics of conflicts occurring within intraprofessional or between interprofessional teams can vary and are poorly understood. We sought to compare and contrast characteristics of intra- versus interprofessional conflicts to inform future training programs. An exploratory study was conducted through semi-structured interviews with 82 healthcare professionals working in a tertiary hospital. Interviews focused on sources, consequences, and responses to conflicts. Conflict situations were analyzed with conventional content analysis. Participants shared more intra- than interprofessional situations. Intraprofessional conflicts were caused by poor relationships, whereas interprofessional conflicts were associated with patient-related tasks and social representations. Avoiding and forcing were the most commonly mentioned responses to intraprofessional conflicts. The theme of power impacted all aspects of conflict both intra- and interprofessional. Intraprofessional conflicts were found to be as important as interprofessional conflicts. Differences in the sources of conflict and similarities regarding consequences of and responses to conflicts support integration of authentic clinical situations in interprofessional training. Understanding similarities and differences between intra- and interprofessional conflicts may help educators develop conflict management training that addresses the sources, consequences, and responses to conflicts in clinical settings.

Exploring group boundaries and conflicts: a social identity theory perspective.

CONTEXT: In the clinical environment, health care professionals self-categorise into different groups towards which they develop positive attitudes, whereas they view other groups less favourably. Social identity theory purports that these attitudes influence group processes and may foster conflicts that impede collaborative practice, although this relationship is poorly understood. This study used concepts from social identity theory to examine the interplay between group processes and conflicts, as well as the consequences of these conflicts, with the goal of identifying educational strategies to favour teamwork. METHODS: Semi-structured interviews with 82 randomly selected physicians and nursing professionals working at a Swiss academic medical centre explored participants' experiences of conflicts. Data analysis was informed by social identity theory and focused on interviews where group processes were highlighted by participants. The analysis sought to uncover how group processes were intertwined with conflicts and how they affected health care professionals. RESULTS: A total of 42 participants out of the initial pool of 82 interviews shared 52 stories of conflicts involving group processes. Most of these stories were shared by physicians and involved groups of physicians at different hierarchical levels. Conflicts and group processes were linked in two ways: (i) through processes of group membership when individuals struggled to join a relevant group, and (ii) through intergroup boundaries, such as when participants perceived that power differentials disadvantaged their own groups. Conflicts could lead to difficult experiences for clinicians who questioned their abilities, became disillusioned with their professional ideals and developed negative perceptions of other groups. CONCLUSIONS: This study suggests that conflicts involving group processes may lead to stronger intergroup boundaries, challenging current educational efforts to favour teamwork in health care. Taking steps to create more inclusive groups and to encourage perspective taking may help manage intergroup conflict.

Diagnosis and management of clinical reasoning difficulties: Part II. Clinical reasoning difficulties: Management and remediation strategies.

Part II of this AMEE Guide provides a detailed overview of the main difficulties in clinical reasoning, including the cues to look out for in clinical supervision, the root causes of each difficulty and targeted remediation strategies. Specific challenges and issues related to the management of clinical reasoning difficulties will also be discussed.

Diagnosis and management of clinical reasoning difficulties: Part I. Clinical reasoning supervision and educational diagnosis.

There are many obstacles to the timely identification of clinical reasoning difficulties in health professions education. This guide aims to provide readers with a framework for supervising clinical reasoning and identifying the potential difficulties as they may occur at each step of the reasoning process.

Are role perceptions of residents and nurses translated into action?

BACKGROUND: Effective interprofessional collaboration (IPC) has been shown to depend on clear role definitions, yet there are important gaps with regard to role clarity in the IPC literature. The goal of this study was to evaluate whether there was a relationship between internal medicine residents' and nurses' role perceptions and their actual actions in practice, and to identify areas that would benefit from more specific interprofessional education. METHODS: Fourteen residents and 14 nurses working in internal medicine were interviewed about their role perceptions, and then randomly paired to manage two simulated clinical cases. The authors adopted a general inductive approach to analyze the interviews. They identified 13 different role components that were then compared to data from simulations. Descriptive and kappa statistics were used to assess whether there was a relationship between role components identified in interviews and those performed in simulations. Results from these analyses guided a further qualitative evaluation of the relationship between role perceptions and actions. RESULTS: Across all 13 role components, there was an overall statistically significant, although modest, relationship between role perceptions and actions. In spite of this relationship, discrepancies were observed between role components mentioned in interviews and actions performed in simulations. Some were more frequently performed than mentioned (e.g. "Having common goals") while others were mentioned but performed only weakly (e.g. "Providing feedback"). CONCLUSIONS: Role components for which perceptions do not match actions point to role ambiguities that need to be addressed in interprofessional education. These results suggest that educators need to raise residents' and nurses' awareness of the flexibility required to work in the clinical setting with regard to role boundaries.

The impact of gendered experiences on the career choice of swiss medical students: A qualitative study protocol.

The problem of gender discrimination and sexual harassment in medicine is long-standing and widespread. This project aims to document and understand how gendered experiences encountered by final-year medical students in Switzerland are experienced by these individuals and how they influence their career choice. It also aims to identify representations and stereotypes linked to the different specialties. The project will take place at all Swiss universities offering a master's degree in human medicine, for a total of 9 programs. Around 36 participants will be recruited. Semi-structured qualitative individual interviews will be conducted. Analysis will be based on Grounded Theory principles.

Exploring Medical Career Choice to Better Inform Swiss Physician Workforce Planning: Protocol for a National Cohort Study.

BACKGROUND: A medical student's career choice directly influences the physician workforce shortage and the misdistribution of resources. First, individual and contextual factors related to career choice have been evaluated separately, but their interaction over time is unclear. Second, actual career choice, reasons for this choice, and the influence of national political strategies are currently unknown in Switzerland. OBJECTIVE: The overall objective of this study is to better understand the process of Swiss medical students' career choice and to predict this choice. Our specific aims will be to examine the predominately static (ie, sociodemographic and personality traits) and predominately dynamic (ie, learning context perceptions, anxiety state, motivation, and motives for career choice) variables that predict the career choice of Swiss medical school students, as well as their interaction, and to examine the evolution of Swiss medical students' career choice and their ultimate career path, including an international comparison with French medical students. METHODS: The Swiss Medical Career Choice study is a national, multi-institution, and longitudinal study in which all medical students at all medical schools in Switzerland are eligible to participate. Data will be collected over 4 years for 4 cohorts of medical students using questionnaires in years 4 and 6. We will perform a follow-up during postgraduate training year 2 for medical graduates between 2018 and 2022. We will compare the different Swiss medical schools and a French medical school (the University of Strasbourg Faculty of Medicine). We will also examine the effect of new medical master's programs in terms of career choice and location of practice. For aim 2, in collaboration with the Swiss Institute for Medical Education, we will implement a national career choice tracking system and identify the final career choice of 2 cohorts of medical students who graduated from 4 Swiss medical schools from 2010 to 2012. We will also develop a model to predict their final career choice. Data analysis will be conducted using inferential statistics, and machine learning approaches will be used to refine the predictive model. RESULTS: This study was funded by the Swiss National Science Foundation in January 2023. Recruitment began in May 2023. Data analysis will begin after the completion of the first cohort data collection. CONCLUSIONS: Our research will inform national stakeholders and medical schools on the prediction of students' future career choice and on key aspects of physician workforce planning. We will identify targeted actions that may be implemented during medical school and may ultimately influence career choice and encourage the correct number of physicians in the right specialties to fulfill the needs of currently underserved regions. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/53138.

Acquisition of clinical competence: Added value of clerkship real-life contextual experience.

BACKGROUND: Medical students' limited access to patients induces a shift of learning activities from clinical wards to classrooms. AIM: Identify clinical competencies specifically acquired during real-life contextual clerkship added to case-based tutorials, by a prospective, controlled study. METHODS: Students entering our eight-week internal medicine (IM) clerkship attended paper case-based tutorials about 10 common presenting complaints and were assigned to an IM specialty ward. For each tutorial case, two groups of students were created: those assigned to a ward, the specialty of which was unrelated to the case (case-unrelated ward, CUW) and those assigned to a ward, the specialty of which was related to the case (case-related ward, CRW). RESULTS: Forty-one students (30 CUW and 11 CRW) volunteered for the study. Both groups had similar previous experiences and pre-clerkship exam scores. The CRW students collected more relevant clinical information from the patient (69% vs. 55% of expected items, p=0.001) and elaborated charts of better quality (47% vs. 39% of expected items, p=0.05). Clinical-knowledge mean score was similar (70%) in both groups (p=0.92). CONCLUSIONS: While paper-case tutorials did provide students with clinical knowledge, real contextual experience brought additional, specific competencies. This supports the preservation of clinical exposure with supervision and feedback.

Development and validity evidence for the intraprofessional conflict exercise: An assessment tool to support collaboration.

BACKGROUND: Effective collaboration is the foundation for delivering safe, high quality patient care. Health sciences curricula often include interprofessional collaboration training but may neglect conflicts that occur within a profession (intraprofessional). We describe the development of and validity evidence for an assessment of intraprofessional conflict management. METHODS AND FINDINGS: We designed a 22-item assessment, the Intraprofessional Conflict Exercise, to evaluate skills in managing intraprofessional conflicts based on a literature review of conflict management. Using Messick's validity framework, we collected evidence for content, response process, and internal structure during a simulated intraprofessional conflict from 2018 to 2019. We performed descriptive statistics, inter-rater reliability, Cronbach's alpha, generalizability theory, and factor analysis to gather validity evidence. Two trained faculty examiners rated 82 trainees resulting in 164 observations. Inter-rater reliability was fair, weighted kappa of 0.33 (SE = 0.03). Cronbach's alpha was 0.87. The generalizability study showed differentiation among trainees (19.7% person variance) and was highly reliable, G-coefficient 0.88, Phi-coefficient 0.88. The decision study predicted that using one rater would have high reliability, G-coefficient 0.80. Exploratory factor analysis demonstrated three factors: communication skills, recognition of limits, and demonstration of respect for others. Based on qualitative observations, we found all items to be applicable, highly relevant, and helpful in identifying how trainees managed intraprofessional conflict. CONCLUSIONS: The Intraprofessional Conflict Exercise provides a useful and reliable way to evaluate intraprofessional conflict management skills. It provides meaningful and actionable feedback to trainees and may help health educators in preparing trainees to manage intraprofessional conflict.

Bringing explicit insight into cognitive psychology features during clinical reasoning seminars: a prospective, controlled study.

CONTEXT: Facets of reasoning competence influenced by an explicit insight into cognitive psychology features during clinical reasoning seminars have not been specifically explored. OBJECTIVE: This prospective, controlled study, conducted at the University of Geneva Faculty of Medicine, Switzerland, assessed the impact on sixth-year medical students' patient work-up of case-based reasoning seminars, bringing them explicit insight into cognitive aspects of their reasoning. METHODS: Volunteer students registered for our three-month Internal Medicine elective were assigned to one of two training conditions: standard (control) or modified (intervention) case-based reasoning seminars. These seminars start with the patient's presenting complaint and the students must ask the tutor for additional clinical information to progress through case resolution. For this intervention, the tutors made each step explicit to students and encouraged self-reflection on their reasoning processes. At the end of their elective, students' performances were assessed through encounters with two standardized patients and chart write-ups. FINDINGS: Twenty-nine students participated, providing a total of 58 encounters. The overall differences in accuracy of the final diagnosis given to the patient at the end of the encounter (control 63% vs intervention 74%, p = 0.53) and of the final diagnosis mentioned in the patient chart (61% vs 70%, p = 0.58) were not statistically significant. The students in the intervention group significantly more often listed the correct diagnosis among the differential diagnoses in their charts (75% vs 97%, p = 0.02). CONCLUSION: This case-based clinical reasoning seminar intervention, designed to bring students insight into cognitive features of their reasoning, improved aspects of diagnostic competence.

Physicians' perspective on potentially non-beneficial treatment when assessing patients with advanced disease for ICU admission: a qualitative study.

OBJECTIVE: The use of intensive care at the end of life can be high, leading to inappropriate healthcare utilisation, and prolonged suffering for patients and families. The objective of the study was to determine which factors influence physicians' admission decisions in situations of potentially non-beneficial intensive care. DESIGN: This is a secondary analysis of a qualitative study exploring the triage process. In-depth interviews were analysed using an inductive approach to thematic content analysis. SETTING: Data were collected in a Swiss tertiary care centre between March and June 2013. PARTICIPANTS: 12 intensive care unit (ICU) physicians and 12 internists routinely involved in ICU admission decisions. RESULTS: Physicians struggled to understand the request for intensive care for patients with advanced disease and full code status. Physicians considered patients' long-term vital and functional prognosis, but they also resorted to shortcuts, that is, a priori consensus about reasons for admitting a patient. Family pressure and unexpected critical events were determinants of admission to the ICU. Patient preferences, ICU physician's expertise and collaborative decision making facilitated refusal. Physicians were willing to admit a patient with advanced disease for a limited amount of time to fulfil a personal need. CONCLUSIONS: In situations of potentially non-beneficial intensive care, the influence of shortcuts or context-related factors suggests that practice variations and inappropriate admission decisions are likely to occur. Institutional guidelines and timely goals of care discussions with patients with advanced disease and their families could contribute to ensuring appropriate levels of care.

A Meaningful and Actionable Professionalism Assessment: Validity Evidence for the Professionalism Mini-Evaluation Exercise (P-MEX) Across 8 Years.

PURPOSE: With the growing importance of professionalism in medical education, it is imperative to develop professionalism assessments that demonstrate robust validity evidence. The Professionalism Mini-Evaluation Exercise (P-MEX) is an assessment that has demonstrated validity evidence in the authentic clinical setting. Identifying the factorial structure of professionalism assessments determines professionalism constructs that can be used to provide diagnostic and actionable feedback. This study examines validity evidence for the P-MEX, a focused and standardized assessment of professionalism, in a simulated patient setting. METHOD: The P-MEX was administered to 275 pediatric residency applicants as part of a 3-station standardized patient encounter, pooling data over an 8-year period (2012 to 2019 residency admission years). Reliability and construct validity for the P-MEX were evaluated using Cronbach's alpha, exploratory factor analysis (EFA), and confirmatory factor analysis (CFA). RESULTS: Cronbach's alpha for the P-MEX was 0.91. The EFA yielded 4 factors: doctor-patient relationship skills, interprofessional skills, professional demeanor, and reflective skills. The CFA demonstrated good model fit with a root-mean-square error of approximation of .058 and a comparative fit index of .92, confirming the reproducibility of the 4-factor structure of professionalism. CONCLUSIONS: The P-MEX demonstrates construct validity as an assessment of professionalism, with 4 underlying subdomains in doctor-patient relationship skills, interprofessional skills, professional demeanor, and reflective skills. These results yield new confidence in providing diagnostic and actionable subscores within the P-MEX assessment. Educators may wish to integrate the P-MEX assessment into their professionalism curricula.

The Role of Power in Health Care Conflict: Recommendations for Shifting Toward Constructive Approaches.

PURPOSE: The combination of power and conflict is frequently reported to have a detrimental impact on communication and on patient care, and it is avoided and perceived negatively by health care professionals. In view of recent recommendations to explicitly address power and conflict in health professions education, adopting more constructive approaches toward power and conflict may be helpful. This study examined the role of power in conflicts between health care professionals in different cultural contexts to make recommendations for promoting more constructive approaches. METHOD: The authors used social bases of power (positional, expert, informational, reward, coercive, referent) identified in the literature to examine the role of power in conflicts between health care professionals in different cultural settings. They drew upon semistructured interviews conducted from 2013 to 2016 with 249 health care professionals working at health centers in the United States, Switzerland, and Hungary, in which participants shared stories of conflict they had experienced with coworkers. The authors used a directed approach to content analysis to analyze the data. RESULTS: The social bases of power tended to be comparable across sites and included positional, expert, and coercive power. The rigid hierarchies that divide health care professionals, their professions, and their specialties contributed to negative experiences in conflicts. In addition, the presence of an audience, such as supervisors, coworkers, patients, and patients' families, prevented health care professionals from addressing conflicts when they occurred, resulting in conflict escalation. CONCLUSIONS: These findings suggest that fostering more positive approaches toward power and conflict could be achieved by using social bases of power such as referent power and by addressing conflicts in a more private, backstage, manner.

Can Professionalism Mini-Evaluation Exercise Scores Predict Medical Residency Performance? Validity Evidence Across Five Longitudinal Cohorts.

PURPOSE: The residency admissions process is a high-stakes assessment system with the purpose of identifying applicants who best meet standards of the residency program and the medical specialty. Prior studies have found that professionalism issues contribute significantly to residents in difficulty during training. This study examines the reliability (internal structure) and predictive (relations to other variables) validity evidence for a standardized patient (SP)-based Professionalism Mini-Evaluation Exercise (P-MEX) using longitudinal data from pediatrics candidates from admission to the end of the first year of postgraduate training. METHOD: Data from 5 cohorts from 2012 to 2016 (195 invited applicants) were analyzed from the University of Geneva (Switzerland) Pediatrics Residency Program. Generalizability theory was used to examine the reliability and variance components of the P-MEX scores, gathered across 3 cases. Correlations and mixed-effects regression analyses were used to examine the predictive utility of SP-based P-MEX scores (gathered as part of the admissions process) with rotation evaluation scores (obtained during the first year of residency). RESULTS: Generalizability was moderate (G coefficient = 0.52). Regression analyses predicting P-MEX scores to first-year rotation evaluations indicated significant standardized effect sizes for attitude and personality (ß = 0.36, P = .02), global evaluation (ß = 0.27, P = .048), and total evaluation scores (ß = 0.34, P = .04). CONCLUSIONS: Validity evidence supports the use of P-MEX scores as part of the admissions process to assess professionalism. P-MEX scores provide a snapshot of an applicant's level of professionalism and may predict performance during the first year of residency.

When Team Conflicts Threaten Quality of Care: A Study of Health Care Professionals' Experiences and Perceptions.

OBJECTIVES: To explore professionals' experiences and perceptions of whether, how, and what types of conflicts affected the quality of patient care. PATIENTS AND METHODS: We conducted 82 semistructured interviews with randomly selected health care professionals in a Swiss teaching hospital (October 2014 and March 2016). Participants related stories of team conflicts (intra-/interprofessional, among protagonists at the same or different hierarchical levels) and the perceived consequences for patient care. We analyzed quality of care using the dimensions of care proposed by the Institute of Medicine Committee on Quality of Health Care in America (safety, effectiveness, patient-centeredness, timeliness, efficiency, and equity). RESULTS: Seventy-seven of 130 conflicts had no perceived consequences for patient care. Of the 53 conflicts (41%) with potential perceived consequences, the most common were care not provided in a timely manner to patients (delays, longer hospitalization), care not being patient-centered, and less efficient care. Intraprofessional conflicts were linked with less patient-centered care, whereas interprofessional conflicts were linked with less timely care. Conflicts among protagonists at the same hierarchical level were linked with less timely care and less patient-centered care. In some situations, perceived unsatisfactory quality of care generated team conflicts. CONCLUSION: Based on participants' assessments, 4 of 10 conflict stories had potential consequences for the quality of patient care. The most common consequences were failure to provide timely, patient-centered, and efficient care. Management of hospitals should consider team conflicts as a potential threat to quality of care and support conflict management programs.

A Simulation Study on Handoffs and Cross-coverage: Results of an Error Analysis.

Handoffs and cross-coverage are necessary for maintaining the continuity of patient care, yet both are potential sources of error, and may threaten patient safety and care. Handoffs are the transfer of patient information and accountability from one provider to another. Cross-coverage is the management of patients, of whom physicians who have little or no prior knowledge of, during nightshifts. We observed how physicians give a sign-out after receiving a handoff in a simulated session of an evening handoff and start of nightshift. We collected data from thirty physicians from an academic medical center as they signed out six patients after responding to nurse calls. An error analysis of the sign-out data revealed 42 errors overall, with 28 omissions and 14 "erroneous data" errors. We then propose ways to prevent these errors through modification of the electronic medical record and support tools, and through higher awareness of human factors.

A concordance-based study to assess doctors' and nurses' mental models in Internal Medicine.

Interprofessional collaboration between doctors and nurses is based on team mental models, in particular for each professional's roles. Our objective was to identify factors influencing concordance on the expectations of doctors' and nurses' roles and responsibilities in an Internal Medicine ward. Using a dataset of 196 doctor-nurse pairs (14x14 = 196), we analyzed choices and prioritized management actions of 14 doctors and 14 nurses in six clinical nurse role scenarios, and in five doctor role scenarios (6 options per scenario). In logistic regression models with a non-nested correlation structure, we evaluated concordance among doctors and nurses, and adjusted for potential confounders (including prior experience in Internal Medicine, acuteness of case and gender). Concordance was associated with number of female professionals (adjusted OR 1.32, 95% CI 1.02 to 1.73), for acute situations (adjusted OR 2.02, 95% CI 1.13 to 3.62), and in doctor role scenarios (adjusted OR 2.19, 95% CI 1.32 to 3.65). Prior experience and country of training were not significant predictors of concordance. In conclusion, our concordance-based approach helped us identify areas of lower concordance in expected doctor-nurse roles and responsibilities, particularly in non-acute situations, which can be targeted by future interprofessional, educational interventions.

A Multilevel Analysis of Professional Conflicts in Health Care Teams: Insight for Future Training.

PURPOSE: Without a proper understanding of conflict between health care professionals, designing effective conflict management training programs for trainees that reflect the complexity of the clinical working environment is difficult. To better inform the development of conflict management training, this study sought to explore health care professionals' experiences of conflicts and their characteristics. METHOD: Between 2014 and early 2016, 82 semistructured interviews were conducted with health care professionals directly involved in first-line patient care in four departments of the University Hospitals of Geneva. These professionals included residents, fellows, certified nursing assistants, nurses, and nurse supervisors. All interviews were transcribed verbatim, and conventional content analysis was used to derive conflict characteristics. RESULTS: Six conflict sources were identified. Among these sources, disagreements on patient care tended to be the primary trigger of conflict, whereas sources related to communication contributed to conflict escalation without directly triggering conflict. A framework of workplace conflict that integrates its multidimensional and cyclical nature was subsequently developed. This framework suggests that conflict consequences and responses are interrelated, and might generate further tensions that could affect health care professionals, teams, and organizations, as well as patient care. Findings also indicated that supervisors' responses to contentious situations often failed to meet health care professionals' expectations. CONCLUSIONS: Understanding conflicts between health care professionals involves several interrelated dimensions, such as sources, consequences, and responses to conflict. There is a need to strengthen health care professionals' ability to identify and respond to conflict and to further develop conflict management programs for clinical supervisors.

Brief report: beyond clinical experience: features of data collection and interpretation that contribute to diagnostic accuracy.

BACKGROUND: Clinical experience, features of data collection process, or both, affect diagnostic accuracy, but their respective role is unclear. OBJECTIVE, DESIGN: Prospective, observational study, to determine the respective contribution of clinical experience and data collection features to diagnostic accuracy. METHODS: Six Internists, 6 second year internal medicine residents, and 6 senior medical students worked up the same 7 cases with a standardized patient. Each encounter was audiotaped and immediately assessed by the subjects who indicated the reasons underlying their data collection. We analyzed the encounters according to diagnostic accuracy, information collected, organ systems explored, diagnoses evaluated, and final decisions made, and we determined predictors of diagnostic accuracy by logistic regression models. RESULTS: Several features significantly predicted diagnostic accuracy after correction for clinical experience: early exploration of correct diagnosis (odds ratio [OR] 24.35) or of relevant diagnostic hypotheses (OR 2.22) to frame clinical data collection, larger number of diagnostic hypotheses evaluated (OR 1.08), and collection of relevant clinical data (OR 1.19). CONCLUSION: Some features of data collection and interpretation are related to diagnostic accuracy beyond clinical experience and should be explicitly included in clinical training and modeled by clinical teachers. Thoroughness in data collection should not be considered a privileged way to diagnostic success.