1Department of Medical Education, Faculty of Medicine, Universitas Islam Indonesia, Yogyakarta, Indonesia
2Doctoral Programs in Health and Medicine, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia
3Department of Medical Education and Bioethics, Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia
© The Korean Society of Medical Education.
This is an open-access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Acknowledgements
The authors would like to acknowledge the Faculty of Medicine, Public Health and Nursing, Universitas Gadjah Mada, Yogyakarta, Indonesia, and the Faculty of Medicine Universitas Islam Indonesia, Yogyakarta, Indonesia, for supporting this study. The authors also thank to Vita Widyasari, Erna Rochmawati, and Rosaria Indah for the time and enthusiasm given in the preparation and evaluation of this review.
Funding
This study was funded by Final Project Recognition Grant of Universitas Gajah Mada (Ref. number: 5075/UNI.P.II/Dit-Lit/PT.01.01/2023).
Conflicts of interest
No potential conflict of interest relevant to this article was reported.
Author contributions
YDC: conceived and designed the experiments; performed the experiments; analyzed and interpreted the data; contributed materials, analysis tools or data; and wrote the paper. YS: analyzed and interpreted the data; contributed materials, analysis tools or data; and wrote the paper. GRR: contributed materials, analysis tools or data; analyzed and interpreted the data; and wrote the paper. Furthermore, all authors have approved the final version of manuscript.
| The responsibilities of clinical teacher | Example | Sources |
|---|---|---|
| Provide an optimal learning environment | • Creating a good atmosphere between patients, students, and clinical lectures | [45,46] |
| Describe the process of clinical reasoning | • Analytic | [46-53] |
| • Non-analytic | ||
| Assessing students’ ability | • Giving pre-test and post-test | [44,48,49,54-56] |
| • Giving feedback | ||
| Conduct learning approaches/methods | • Think aloud | [44,45,49,56-64] |
| • Semantic qualifier | ||
| • Self-explain | ||
| • Illness script | ||
| • Peer teaching | ||
| • Clinical case |
| Responsibilities of clinical teacher | Thinking process | Facilitating technique | Sources |
|---|---|---|---|
| Describe the ability of clinical reasoning and the clinical reasoning process | Analytic | Explaining the reasons for the diagnosis given | [54] |
| Discussing clinical things that have been procured | [48] | ||
| Encouraging the students to interpret the results that have been obtained | [49] | ||
| Encouraging the students to identify differences and similarities from each category by comparing and contrasting examination features found in several diagnoses | [50] | ||
| Pushing the students to think of assumptions to establish the diagnosis, which has been made together after discussions | [57] | ||
| Giving clues in identifying clinical things that will be encountered in the form of questions | [59] | ||
| Non-analytic | Observing the intuition done by the clinical teacher | [51] | |
| Learning from many cases | [52] | ||
| Watching videos related to anchoring and heuristic—Bayesian reasoning | [46] | ||
| Asking students to make an oral case presentation using the approach of pattern recognition | [53] |
| Affecting factor | Classification | Example | Sources |
|---|---|---|---|
| Internal | Cognitive ability | ||
| Basic cognitive ability | • Students’ basic clinical reasoning skills | [47,50,53,54,62,64,68,69] | |
| • Knowledge related to the pathophysiology | |||
| • Intellectual ability | |||
| • Critical thinking | |||
| • Conceptual knowledge | |||
| • Ability to filter information | |||
| Concept and relationship-related skills | • Ability to understand cause-and-effect relationships | [46,56,61] | |
| • Ability to understand the uncertainty | |||
| • Ability to recognize standard diagnostic criteria | |||
| • Prior knowledge | |||
| Psychological ability | |||
| Cognitive | • Ability to recognize differences related to clinical conditions | [68] | |
| • Psychological ecology | |||
| Behavior/interaction | • Readiness to cooperate | [68,70] | |
| • Students worry about being judged/criticized. | |||
| Personality | • Psychological condition | [60,71] | |
| • Confidence | |||
| Personality ability | |||
| Inter-personal | • Engagement with experts and cases | [8,57,67,71-73] | |
| • Problem-solving ability | |||
| • Frequency of meeting with patients | |||
| Intra-personal | • Students learning style | [54] | |
| • Students learning activity | |||
| • Motivation | |||
| External | Environment | [8,57,58,62,63,72] | |
| Clinical settings | NA | ||
| Interaction with other people | NA | ||
| Clinical teacher | [8,57,58,62,63,72] | ||
| Teaching style | NA | ||
| Feedback | NA | ||
| Sustainability of the team/clinical theme | NA | ||
| The ability to recognize students | NA |
| Ref. | Author (year), country, methodology | Study population | Teaching strategy for clinical reasoning | Facilitating technique for clinical reasoning | Impact of facilitating clinical reasoning | Factor reported about clinical reasoning |
|---|---|---|---|---|---|---|
| [59] | Rizan et al. (2014), UK, qualitative | Clinician and medical students | Feedback within BST | Students were doing BST with the clinical teacher. Students were supposed to follow up the patients and when the clinical teacher has arrived, they will observe and pay attention on how the they treat and behave around the patients. Students may or may not get immediate feedback from the clinical teacher in front of patients. Feedback could be an immediate correction or a trigger for students to think about the patient’s condition (“face-saving” feedback) | Students: able to identify the source of their error and therefore can fix it and prepare more for the future encounters, trigger students to think and study more. | (1) Students’ psychology and perception (students may lose their face in front of the patient, and it may cause learning problems later on) |
| Educators: able to guide and correct students without embarrassing them in front of patient. | ||||||
| [60] | McBee et al. (2019), USA, qualitative | Medical students | Verbal case report | Using think-aloud protocol where the student given several cases to identify and consider the diagnosis then verbalize the clinical reasoning | Educator: knows medical students’ pattern on understanding the case and mitigate the diagnosis and therapeutic error. | Ecological psychology of each individual |
| Medical student: develop the ability to utilize their reasoning. | ||||||
| [48] | Schaye et al. (2019), USA, quantitative | Medical students, intern, resident | Education and training (interactive, cased based didactic, role play exercise) | Workshop on how to do clinical reasoning: In groups of 3–4 participants, guided by trained facilitators, participants engaged in role-play exercises with participants each taking turns playing the role of teacher and learners (student, intern, resident, and/or fellow) on ward rounds. | Educator: more confident about their ability to teach clinical reasoning using framework and clinical representation. | (1) Insufficient time of training; (2) logistical barrier; (3) forgetting |
| Reflection on the workshop and discussion of take-home points to be incorporated into practice completion | Student: able to create a plan to master clinical reasoning through that learning strategies. | |||||
| [44] | Koenemann et al. (2020), Germany, semi-qualitative | Medical students | Case-based collaborative learning in PBL format | (1) Peer teaching, (2) supervision from clinicians, (3) case-based presentation by students, (3) feedback to evaluate the learning strategies. | Student: experience the role of physician-lecturer, become a part, and participate directly in medical education activity in their university. | (1) Academic credits could affect students’ motivation; (2) classes held on evening |
| Moderator/clinicians: understanding the student, grow their role as lecturer. | ||||||
| [49] | Yoon et al. (2020), USA, mixed method, semi-qualitative | Medical students and radiologist | Verbal case report with direct feedback | Series of radiograph were chosen and given to medical students, residents, also radiograph. The medical students were giving their best interpretation while verbalizing their thought and then gets the feedback from the expert (radiograph) afterward. | Student: learned a lot from the experts such as gestalt interpretation, purposeful search, rule application, and reasoning from a prior case. | (1) Motivation between the students and experts are relatively different |
| [62] | Lee et al. (2010), Australia, semi quantitative | Medical students | Illness script | Students get a lecture for around 20 minutes then followed with 1–1/4 hour of small-group tutorial to represent and discuss about the case, and another 1–1/4 hour to develop and select a proper illness script | Students: students able to understand and prioritize a diagnosis by discriminating features of each diagnosis consideration. | (1) Short duration; (2) feedback wasn’t formally assessed; (3) different clinical reasoning skills baseline |
| [61] | Braun et al. (2019), Germany, quantitative | Medical students | Virtual patient case simulation | Students were given virtual cases they need to solve via e-learning platform, they could access the patient’s history, data, and physical examination. After getting the information needed, student must state their final diagnosis including the explanation as to why they chose that diagnosis. | Educator: knows that there was a well-thought-out diagnostic process behind almost all mentioned diagnoses by the students (it wasn’t guessed), few incorrect diagnoses are due to a complete lack of knowledge, teacher can find the solution how to fix this problem. | (1) Lack of pathophysiological knowledge; (2) lack of diagnostic skills; (3) incorrect causal relationships; (4) the inability to reduce the diagnostic uncertainty through the diagnostic process |
| [51] | Findyartini et al. (2016), Indonesia, quantitative and qualitative | Medical students | Case-based collaborative learning in PBL format | Observe clinical teacher intuition in clinical setting | Students: able to identify their weakness so they can develop a better clinical reasoning skill. | Different cultures |
| [58] | Houchens et al. (2017), USA, qualitative | Clinical educators | Exemplary attendings and explanation, organizing information, thinking aloud, literature research | (1) Emphasizing organizing information to ensure the diagnosis and learning process; (2) accessing prior knowledge; (3) using think aloud; (4) analyzing the literature: students were asked to read more clinical research to support their clinical reasoning. | Educators: know what kind of strategies they could use to teach their students, which strategies that could be used to make a future physician with good clinical reasoning. | The own style of educators on how to teach their students |
| [54] | Chamberland et al. (2015), Netherland, mixed method, semi-qualitative | Medical students | Self-explanation technique | Students were given a case they need to solve under certain time. When they have finished their assignment, students were asked to explain why they chose the diagnosis, two main arguments that support the diagnose, and list two plausible alternative diagnosis. After doing the self-explanation, students would hear the self-explanation from residents or educator. | Students: able to elaborate further on their idea, could get the idea and understanding which they cannot come up by themselves. | Students’ active learning |
| [70] | Hoshina et al. (2021), Japan, quasi randomized crossover | Medical students, facilitator, fellow, primary doctor, professor | Students-centere d teleconference | Live-style conference was organized in one room, and the learner-centered approach teleconference was held in a separate room, with a screen showing the real-time traditional, live-style conference. When students asked or answered any questions, they had a chance to self-explain their thinking process and were provided feedback by the facilitator. | Students: feel psychologically safe and able to speak their mind, and able to understand better. | Students afraid to be judged or criticized |
| [56] | Moghadami et al. (2021), USA, randomized control trial | Medical students | Illness script | Students were given a multiple-choice question to test their knowledge before and after given the main task. Students given the illness script to study with, then 4 weeks after that students were given a traditional lecture and small group discussion. | Students: able to differentiate each diagnosis much easily by understanding each key feature and standard diagnostic. | The ability to recognize the standard diagnostic criteria help students to discriminate the key feature of each diagnosis |
| [52] | Bartlett et al. (2015), UK, qualitative | Tutors | Experiencing clinical environment, clinical clerkship | Students develop their clinical reasoning by encountering many cases and learn from senior staff and doctor at the hospital. | Students: student able to practice their clinical reasoning more factual and accurate guided by the senior staff and doctors. educator: become more confident to teach their skill to the young generation. | Psychological condition of each individual |
| [54] | Chamberland et al. (2015), Canada, USA, mixed method | Medical students | Self-explanation technique | Students were given a series of cases they need to solve, then explain it in front of peer and expert. students will have a training phase before having the self-explanation. they would also get the chance to listen to other’s explanation in turn. | Students: listening to expert’s explanation help student’s knowledge construction therefore they could develop a better clinical reasoning. | Student’s cognitive and active involvement also experts who act too casually out of habit and not providing an ideal example |
| [63] | Audétat et al. (2012), Switzerland, qualitative | Clinical educators | Case discussion | Students encounter certain case which they will discuss it with the expert. Expert listen to student’s explanation about the case and their clinical reasoning, then correct them if students make error or mistakes. | Educator: fulfil their role as educators and able to guide the students to become a better doctor. | Environmental constraints (e.g., time pressures, discontinuity in the clinical team) |
| Students: not only gain knowledge but also have a better attitude. | ||||||
| [71] | Struyf et al. (2005), Belgium, quantitative | Medical students | Clinical seminars | Students were offered around 70 seminars in 28 weeks. For each seminar, students were prepared in groups of five students who worked on one or more clinical cases followed by half-open questions. Each group were assisted with 1 clinical teacher. | Students: boost student’s self-learning and self-confident, especially students who’s going to get final exam. | Student’s involvement and self-confident in solving problems |
| [47] | Chamberland et al. (2019), Canada, USA, semi-quantitative | Medical students | Self-explanation technique | Students were given few clinical cases to be solved and explained in front of the expert, and the expert will give feedbacks about their performance | Students: improve students’ ability to correctly diagnose similar cases, building proper clinical reasoning after given feedback and seeing the expert’s example. | (1) Ability to received feedback that were given by expert; (2) student’s cognitive process |
| [8] | Campbell et al. (2017), Australia, qualitative | Medical educators | Workshop | The component: patient’s story, the learners reasoning, context of learning, and the role of supervisor. Role of the supervisor: create a good atmosphere between patients and students. Supervisor should seek to demonstrate trust in the learner, including encouraging the learner to take responsibility for their patients. | Educators: understanding students’ behavior on learning and acquiring clinical reasoning (such as by understanding patients and copying their supervisor’s teaching). | (1) Frequency of student meeting patient; (2) student and teacher interaction; (3) clinician teaching technique |
| [69] | Radomski et al. (2009), Australia, qualitative | Medical students | Integrated case-based learning | A group of students and clinician were made to simulate a certain case in hospital setting. The role of doctors was played by 2 students and the patients’ role were played by clinician. the remaining students acted as observers. | Students: able to think more comprehensively, construct their clinical reasoning and knowledge before dealing with a real patient. | (1) Student’s individual capacity |
| [64] | Kiesewetter et al. (2016), Germany, semi-quantitative | Medical students | Think aloud method | Students were given a questionnaire before the session begin. students given a case theme and were allowed to re-study the specific content for given amount of time. After that, students were given a paper based clinical scenarios to work on using think aloud method. They were not explicitly asked to state a diagnosis. Only one student and the test instructor were present in the room during the case elaboration. The test instructor sat behind the participant to avoid any diversion of thought | Educator: able to understand student’s thinking pattern and build a better learning strategy. | (1) Student’s conceptual and strategic thinking process |
| Students: able to understand how to construct clinical reasoning by collaborating their pre-existing knowledge, conceptual thought, and metacognition. | ||||||
| [67] | Ryan et al. (2004), Australia, qualitative | Medical students | PBL tutorial | Case was given to the PBL group which consist of several students and one facilitator. The case will be read out by the students and the facilitator will role played as patient during anamnesis. Student were asked to formulate their diagnosis and differential diagnosis. Facilitator unpack their own clinical reasoning prior to students contact and to gain familiarity with the key issues of each case. | Students: gave student the opportunity to practice their clinical reasoning by acting as the clinician itself, help student to understand the diagnostic process | (1) Guide book; (2) tutor’s intervention |
| [45] | Djermester et al. (2021), Germany, short report | Medical students | Paper case as a substitute of bed site teaching | Student was given paper cases and survey in Microsoft Forms following the history and examination path used in live BST with the addendum of clinical reasoning table. The expert then sees it and give feedback. Feedback concerned the uploaded differential diagnoses and diagnostics tables. Feedback is emphasizing again the importance of clinical reasoning and— in absence of pattern recognition due to lack of expertise— system 2 reasoning. | Students: BST helps students recognize clinician's clinical reasoning pattern, gain expert's knowledge, and take them as a role model. Paper case system could help student to gain knowledge but missed the point of students need a role model to construct a proper clinical reasoning, how to implement it well while maintaining a good interaction with the patients. | (1) Opportunity to perform clinical skills |
| [46] | Brush et al. (2019), USA, quantitative | Medical students | Bayesian method learning | Learning by concept: students were shown an 18-minute instructional video in which they were introduced to the anchoring and adjusting heuristic as an intuitive equivalent to Bayesian reasoning. | Students: able to estimate the probability of each diagnosis, the conceptual learning help student to construct conceptual framework and reasoning which in turn able to help them solve the clinical problem | (1) Clinical education exposure; (2) prior knowledge |
| Learning by experience: students worked through 9 written cases for each of 3 diagnostic categories and a corresponding diagnostic test, also provided with a history of the presenting illness, medical history, physical examination, and the results of the diagnostic test. Each student will get feedback on their work | ||||||
| [50] | Ark et al. (2007), Canada, USA, quantitative | Medical students | Clinical training | Students’ participants were taught general information regarding the 12 leads in an ECG during one-to-one teaching sessions with the experimenter. In the training phase, participants were asked to compare and contrast the feature present on each example with those of a normal ECG with those of confusable differential. Participants were encouraged to self-generate the similarities and differences between categories as much as possible. after the training, students were being assessed using immediate test and delayed test (a week after training) | Students: able to compare and contrast the categories which in turn help them improve their diagnostic accuracy, better understood the diagnostic of each symptom. | (1) Learning instruction; (2) student’s critical thinking |
| Educators: able to give guidance and instruction that will trigger student’s learning process. | ||||||
| [53] | Carter et al. (2017), USA, qualitative | Medical students | Oral case presentation | Students were expected to make oral case presentation when they meet certain case using PBEAR (Problem Representation, Background Evidence, Analysis and Recommendation) format. | Students: improve their cognitive error, improve their diagnostic reasoning, able to filter and synthetize important data, comparing and prioritizing the diagnosis. | (1) Students’ cognitive; (2) ability to filter important data |
| Students will get feedback afterwards. | Educators: providing feedback and tools that could help students fixing their cognitive and reasoning error. | |||||
| [77] | Hammi et al. (2020), Tunisia, quantitative | Medical students | CRL session | Before the session begin, the teacher would act as the supervisor of the discussion, and give the pre- and post-test. Students were being grouped and given a topic to solve. Only one student was aware of the CRL and was chosen to be data custodian and provider. The other would play role as the doctors, each person could speak their opinion anytime they wished. The group will also choose one person to be a secretary to write down the diagnosis assumptions which arise from their discussion. | Students: improve students’ knowledge, improve clinical reasoning acquisition. | (1) Student’s excitement in learning and solving the problem; (2) students’ type of studying |
| [55] | Choi et al. (2020), South Korea, quantitative | Medical students | Lecture and feedback | Students given 10 cases to solve then were requested to write down a description of the patient’s skin lesion using abstract terms called semantic qualifiers. Students were asked to state the most likely diagnosis for the case. Every student had to present his or her own diagnosis. The correct diagnosis of the case was shown after all students arrived at their initial diagnoses and they will be given a feedback and short lecture from lecturer. | Students: improve dermatology knowledge, improve diagnosis making and clinical reasoning. | (1) Student’s absence of many relevant clinical cases during dermatology rotations |
| [73] | Vidyarthi et al. (2015), Singapore, semi-qualitative | Medical students | Clinical reasoning course | Students attending the clinical reasoning course. The course consisted of nine 2-hour sessions (two introduction sessions and seven clinical case presentations) delivered bimonthly. They were instructed to reveal the case in the first 75 minutes using interactive, teaching methods, encouraging the students to discuss question in small groups. In the second half of the session, students were asked to practice EBM steps. | Educators: able to create a more effective and efficient curriculum to improve student’s studying. | (1) Student’s behaviors; (2) capability of educators to directly attribute student behavior |
| Students: able to learn clinical reasoning based on EBM more effective and efficiently. | ||||||
| [57] | Aljarallah et al. (20151, Saudi Arabia, quantitative | Medical students | PBL and case-based learning | In a typical 5 working days, 3 days started with morning reports followed by bedside clinical teaching. The other two mornings devoted to self-learning time and other integrated courses (e.g., investigation session, lectures, and clinical reasoning session). | Students: maximize their learning strategy, able to do self-management, and improve learning strategy on understanding clinical reasoning. | (1) Students’ excitement in learning and solving the problem; (2) students’ type of studying |
| [68] | Anakin et al. (2019), New Zealand, qualitative | Medical students | NA | (11 Practicing with undifferentiated patients; (2) willing to make thinking explicit | NA | (1) Learning environment; (2) acceptance to work together; (3) ability to reconcile contradictions amongst different sources of information about a clinical condition |
| The responsibilities of clinical teacher | Example | Sources |
|---|---|---|
| Provide an optimal learning environment | • Creating a good atmosphere between patients, students, and clinical lectures | [45,46] |
| Describe the process of clinical reasoning | • Analytic | [46-53] |
| • Non-analytic | ||
| Assessing students’ ability | • Giving pre-test and post-test | [44,48,49,54-56] |
| • Giving feedback | ||
| Conduct learning approaches/methods | • Think aloud | [44,45,49,56-64] |
| • Semantic qualifier | ||
| • Self-explain | ||
| • Illness script | ||
| • Peer teaching | ||
| • Clinical case |
| Responsibilities of clinical teacher | Thinking process | Facilitating technique | Sources |
|---|---|---|---|
| Describe the ability of clinical reasoning and the clinical reasoning process | Analytic | Explaining the reasons for the diagnosis given | [54] |
| Discussing clinical things that have been procured | [48] | ||
| Encouraging the students to interpret the results that have been obtained | [49] | ||
| Encouraging the students to identify differences and similarities from each category by comparing and contrasting examination features found in several diagnoses | [50] | ||
| Pushing the students to think of assumptions to establish the diagnosis, which has been made together after discussions | [57] | ||
| Giving clues in identifying clinical things that will be encountered in the form of questions | [59] | ||
| Non-analytic | Observing the intuition done by the clinical teacher | [51] | |
| Learning from many cases | [52] | ||
| Watching videos related to anchoring and heuristic—Bayesian reasoning | [46] | ||
| Asking students to make an oral case presentation using the approach of pattern recognition | [53] |
| Affecting factor | Classification | Example | Sources |
|---|---|---|---|
| Internal | Cognitive ability | ||
| Basic cognitive ability | • Students’ basic clinical reasoning skills | [47,50,53,54,62,64,68,69] | |
| • Knowledge related to the pathophysiology | |||
| • Intellectual ability | |||
| • Critical thinking | |||
| • Conceptual knowledge | |||
| • Ability to filter information | |||
| Concept and relationship-related skills | • Ability to understand cause-and-effect relationships | [46,56,61] | |
| • Ability to understand the uncertainty | |||
| • Ability to recognize standard diagnostic criteria | |||
| • Prior knowledge | |||
| Psychological ability | |||
| Cognitive | • Ability to recognize differences related to clinical conditions | [68] | |
| • Psychological ecology | |||
| Behavior/interaction | • Readiness to cooperate | [68,70] | |
| • Students worry about being judged/criticized. | |||
| Personality | • Psychological condition | [60,71] | |
| • Confidence | |||
| Personality ability | |||
| Inter-personal | • Engagement with experts and cases | [8,57,67,71-73] | |
| • Problem-solving ability | |||
| • Frequency of meeting with patients | |||
| Intra-personal | • Students learning style | [54] | |
| • Students learning activity | |||
| • Motivation | |||
| External | Environment | [8,57,58,62,63,72] | |
| Clinical settings | NA | ||
| Interaction with other people | NA | ||
| Clinical teacher | [8,57,58,62,63,72] | ||
| Teaching style | NA | ||
| Feedback | NA | ||
| Sustainability of the team/clinical theme | NA | ||
| The ability to recognize students | NA |
| Ref. | Author (year), country, methodology | Study population | Teaching strategy for clinical reasoning | Facilitating technique for clinical reasoning | Impact of facilitating clinical reasoning | Factor reported about clinical reasoning |
|---|---|---|---|---|---|---|
| [59] | Rizan et al. (2014), UK, qualitative | Clinician and medical students | Feedback within BST | Students were doing BST with the clinical teacher. Students were supposed to follow up the patients and when the clinical teacher has arrived, they will observe and pay attention on how the they treat and behave around the patients. Students may or may not get immediate feedback from the clinical teacher in front of patients. Feedback could be an immediate correction or a trigger for students to think about the patient’s condition (“face-saving” feedback) | Students: able to identify the source of their error and therefore can fix it and prepare more for the future encounters, trigger students to think and study more. | (1) Students’ psychology and perception (students may lose their face in front of the patient, and it may cause learning problems later on) |
| Educators: able to guide and correct students without embarrassing them in front of patient. | ||||||
| [60] | McBee et al. (2019), USA, qualitative | Medical students | Verbal case report | Using think-aloud protocol where the student given several cases to identify and consider the diagnosis then verbalize the clinical reasoning | Educator: knows medical students’ pattern on understanding the case and mitigate the diagnosis and therapeutic error. | Ecological psychology of each individual |
| Medical student: develop the ability to utilize their reasoning. | ||||||
| [48] | Schaye et al. (2019), USA, quantitative | Medical students, intern, resident | Education and training (interactive, cased based didactic, role play exercise) | Workshop on how to do clinical reasoning: In groups of 3–4 participants, guided by trained facilitators, participants engaged in role-play exercises with participants each taking turns playing the role of teacher and learners (student, intern, resident, and/or fellow) on ward rounds. | Educator: more confident about their ability to teach clinical reasoning using framework and clinical representation. | (1) Insufficient time of training; (2) logistical barrier; (3) forgetting |
| Reflection on the workshop and discussion of take-home points to be incorporated into practice completion | Student: able to create a plan to master clinical reasoning through that learning strategies. | |||||
| [44] | Koenemann et al. (2020), Germany, semi-qualitative | Medical students | Case-based collaborative learning in PBL format | (1) Peer teaching, (2) supervision from clinicians, (3) case-based presentation by students, (3) feedback to evaluate the learning strategies. | Student: experience the role of physician-lecturer, become a part, and participate directly in medical education activity in their university. | (1) Academic credits could affect students’ motivation; (2) classes held on evening |
| Moderator/clinicians: understanding the student, grow their role as lecturer. | ||||||
| [49] | Yoon et al. (2020), USA, mixed method, semi-qualitative | Medical students and radiologist | Verbal case report with direct feedback | Series of radiograph were chosen and given to medical students, residents, also radiograph. The medical students were giving their best interpretation while verbalizing their thought and then gets the feedback from the expert (radiograph) afterward. | Student: learned a lot from the experts such as gestalt interpretation, purposeful search, rule application, and reasoning from a prior case. | (1) Motivation between the students and experts are relatively different |
| [62] | Lee et al. (2010), Australia, semi quantitative | Medical students | Illness script | Students get a lecture for around 20 minutes then followed with 1–1/4 hour of small-group tutorial to represent and discuss about the case, and another 1–1/4 hour to develop and select a proper illness script | Students: students able to understand and prioritize a diagnosis by discriminating features of each diagnosis consideration. | (1) Short duration; (2) feedback wasn’t formally assessed; (3) different clinical reasoning skills baseline |
| [61] | Braun et al. (2019), Germany, quantitative | Medical students | Virtual patient case simulation | Students were given virtual cases they need to solve via e-learning platform, they could access the patient’s history, data, and physical examination. After getting the information needed, student must state their final diagnosis including the explanation as to why they chose that diagnosis. | Educator: knows that there was a well-thought-out diagnostic process behind almost all mentioned diagnoses by the students (it wasn’t guessed), few incorrect diagnoses are due to a complete lack of knowledge, teacher can find the solution how to fix this problem. | (1) Lack of pathophysiological knowledge; (2) lack of diagnostic skills; (3) incorrect causal relationships; (4) the inability to reduce the diagnostic uncertainty through the diagnostic process |
| [51] | Findyartini et al. (2016), Indonesia, quantitative and qualitative | Medical students | Case-based collaborative learning in PBL format | Observe clinical teacher intuition in clinical setting | Students: able to identify their weakness so they can develop a better clinical reasoning skill. | Different cultures |
| [58] | Houchens et al. (2017), USA, qualitative | Clinical educators | Exemplary attendings and explanation, organizing information, thinking aloud, literature research | (1) Emphasizing organizing information to ensure the diagnosis and learning process; (2) accessing prior knowledge; (3) using think aloud; (4) analyzing the literature: students were asked to read more clinical research to support their clinical reasoning. | Educators: know what kind of strategies they could use to teach their students, which strategies that could be used to make a future physician with good clinical reasoning. | The own style of educators on how to teach their students |
| [54] | Chamberland et al. (2015), Netherland, mixed method, semi-qualitative | Medical students | Self-explanation technique | Students were given a case they need to solve under certain time. When they have finished their assignment, students were asked to explain why they chose the diagnosis, two main arguments that support the diagnose, and list two plausible alternative diagnosis. After doing the self-explanation, students would hear the self-explanation from residents or educator. | Students: able to elaborate further on their idea, could get the idea and understanding which they cannot come up by themselves. | Students’ active learning |
| [70] | Hoshina et al. (2021), Japan, quasi randomized crossover | Medical students, facilitator, fellow, primary doctor, professor | Students-centere d teleconference | Live-style conference was organized in one room, and the learner-centered approach teleconference was held in a separate room, with a screen showing the real-time traditional, live-style conference. When students asked or answered any questions, they had a chance to self-explain their thinking process and were provided feedback by the facilitator. | Students: feel psychologically safe and able to speak their mind, and able to understand better. | Students afraid to be judged or criticized |
| [56] | Moghadami et al. (2021), USA, randomized control trial | Medical students | Illness script | Students were given a multiple-choice question to test their knowledge before and after given the main task. Students given the illness script to study with, then 4 weeks after that students were given a traditional lecture and small group discussion. | Students: able to differentiate each diagnosis much easily by understanding each key feature and standard diagnostic. | The ability to recognize the standard diagnostic criteria help students to discriminate the key feature of each diagnosis |
| [52] | Bartlett et al. (2015), UK, qualitative | Tutors | Experiencing clinical environment, clinical clerkship | Students develop their clinical reasoning by encountering many cases and learn from senior staff and doctor at the hospital. | Students: student able to practice their clinical reasoning more factual and accurate guided by the senior staff and doctors. educator: become more confident to teach their skill to the young generation. | Psychological condition of each individual |
| [54] | Chamberland et al. (2015), Canada, USA, mixed method | Medical students | Self-explanation technique | Students were given a series of cases they need to solve, then explain it in front of peer and expert. students will have a training phase before having the self-explanation. they would also get the chance to listen to other’s explanation in turn. | Students: listening to expert’s explanation help student’s knowledge construction therefore they could develop a better clinical reasoning. | Student’s cognitive and active involvement also experts who act too casually out of habit and not providing an ideal example |
| [63] | Audétat et al. (2012), Switzerland, qualitative | Clinical educators | Case discussion | Students encounter certain case which they will discuss it with the expert. Expert listen to student’s explanation about the case and their clinical reasoning, then correct them if students make error or mistakes. | Educator: fulfil their role as educators and able to guide the students to become a better doctor. | Environmental constraints (e.g., time pressures, discontinuity in the clinical team) |
| Students: not only gain knowledge but also have a better attitude. | ||||||
| [71] | Struyf et al. (2005), Belgium, quantitative | Medical students | Clinical seminars | Students were offered around 70 seminars in 28 weeks. For each seminar, students were prepared in groups of five students who worked on one or more clinical cases followed by half-open questions. Each group were assisted with 1 clinical teacher. | Students: boost student’s self-learning and self-confident, especially students who’s going to get final exam. | Student’s involvement and self-confident in solving problems |
| [47] | Chamberland et al. (2019), Canada, USA, semi-quantitative | Medical students | Self-explanation technique | Students were given few clinical cases to be solved and explained in front of the expert, and the expert will give feedbacks about their performance | Students: improve students’ ability to correctly diagnose similar cases, building proper clinical reasoning after given feedback and seeing the expert’s example. | (1) Ability to received feedback that were given by expert; (2) student’s cognitive process |
| [8] | Campbell et al. (2017), Australia, qualitative | Medical educators | Workshop | The component: patient’s story, the learners reasoning, context of learning, and the role of supervisor. Role of the supervisor: create a good atmosphere between patients and students. Supervisor should seek to demonstrate trust in the learner, including encouraging the learner to take responsibility for their patients. | Educators: understanding students’ behavior on learning and acquiring clinical reasoning (such as by understanding patients and copying their supervisor’s teaching). | (1) Frequency of student meeting patient; (2) student and teacher interaction; (3) clinician teaching technique |
| [69] | Radomski et al. (2009), Australia, qualitative | Medical students | Integrated case-based learning | A group of students and clinician were made to simulate a certain case in hospital setting. The role of doctors was played by 2 students and the patients’ role were played by clinician. the remaining students acted as observers. | Students: able to think more comprehensively, construct their clinical reasoning and knowledge before dealing with a real patient. | (1) Student’s individual capacity |
| [64] | Kiesewetter et al. (2016), Germany, semi-quantitative | Medical students | Think aloud method | Students were given a questionnaire before the session begin. students given a case theme and were allowed to re-study the specific content for given amount of time. After that, students were given a paper based clinical scenarios to work on using think aloud method. They were not explicitly asked to state a diagnosis. Only one student and the test instructor were present in the room during the case elaboration. The test instructor sat behind the participant to avoid any diversion of thought | Educator: able to understand student’s thinking pattern and build a better learning strategy. | (1) Student’s conceptual and strategic thinking process |
| Students: able to understand how to construct clinical reasoning by collaborating their pre-existing knowledge, conceptual thought, and metacognition. | ||||||
| [67] | Ryan et al. (2004), Australia, qualitative | Medical students | PBL tutorial | Case was given to the PBL group which consist of several students and one facilitator. The case will be read out by the students and the facilitator will role played as patient during anamnesis. Student were asked to formulate their diagnosis and differential diagnosis. Facilitator unpack their own clinical reasoning prior to students contact and to gain familiarity with the key issues of each case. | Students: gave student the opportunity to practice their clinical reasoning by acting as the clinician itself, help student to understand the diagnostic process | (1) Guide book; (2) tutor’s intervention |
| [45] | Djermester et al. (2021), Germany, short report | Medical students | Paper case as a substitute of bed site teaching | Student was given paper cases and survey in Microsoft Forms following the history and examination path used in live BST with the addendum of clinical reasoning table. The expert then sees it and give feedback. Feedback concerned the uploaded differential diagnoses and diagnostics tables. Feedback is emphasizing again the importance of clinical reasoning and— in absence of pattern recognition due to lack of expertise— system 2 reasoning. | Students: BST helps students recognize clinician's clinical reasoning pattern, gain expert's knowledge, and take them as a role model. Paper case system could help student to gain knowledge but missed the point of students need a role model to construct a proper clinical reasoning, how to implement it well while maintaining a good interaction with the patients. | (1) Opportunity to perform clinical skills |
| [46] | Brush et al. (2019), USA, quantitative | Medical students | Bayesian method learning | Learning by concept: students were shown an 18-minute instructional video in which they were introduced to the anchoring and adjusting heuristic as an intuitive equivalent to Bayesian reasoning. | Students: able to estimate the probability of each diagnosis, the conceptual learning help student to construct conceptual framework and reasoning which in turn able to help them solve the clinical problem | (1) Clinical education exposure; (2) prior knowledge |
| Learning by experience: students worked through 9 written cases for each of 3 diagnostic categories and a corresponding diagnostic test, also provided with a history of the presenting illness, medical history, physical examination, and the results of the diagnostic test. Each student will get feedback on their work | ||||||
| [50] | Ark et al. (2007), Canada, USA, quantitative | Medical students | Clinical training | Students’ participants were taught general information regarding the 12 leads in an ECG during one-to-one teaching sessions with the experimenter. In the training phase, participants were asked to compare and contrast the feature present on each example with those of a normal ECG with those of confusable differential. Participants were encouraged to self-generate the similarities and differences between categories as much as possible. after the training, students were being assessed using immediate test and delayed test (a week after training) | Students: able to compare and contrast the categories which in turn help them improve their diagnostic accuracy, better understood the diagnostic of each symptom. | (1) Learning instruction; (2) student’s critical thinking |
| Educators: able to give guidance and instruction that will trigger student’s learning process. | ||||||
| [53] | Carter et al. (2017), USA, qualitative | Medical students | Oral case presentation | Students were expected to make oral case presentation when they meet certain case using PBEAR (Problem Representation, Background Evidence, Analysis and Recommendation) format. | Students: improve their cognitive error, improve their diagnostic reasoning, able to filter and synthetize important data, comparing and prioritizing the diagnosis. | (1) Students’ cognitive; (2) ability to filter important data |
| Students will get feedback afterwards. | Educators: providing feedback and tools that could help students fixing their cognitive and reasoning error. | |||||
| [77] | Hammi et al. (2020), Tunisia, quantitative | Medical students | CRL session | Before the session begin, the teacher would act as the supervisor of the discussion, and give the pre- and post-test. Students were being grouped and given a topic to solve. Only one student was aware of the CRL and was chosen to be data custodian and provider. The other would play role as the doctors, each person could speak their opinion anytime they wished. The group will also choose one person to be a secretary to write down the diagnosis assumptions which arise from their discussion. | Students: improve students’ knowledge, improve clinical reasoning acquisition. | (1) Student’s excitement in learning and solving the problem; (2) students’ type of studying |
| [55] | Choi et al. (2020), South Korea, quantitative | Medical students | Lecture and feedback | Students given 10 cases to solve then were requested to write down a description of the patient’s skin lesion using abstract terms called semantic qualifiers. Students were asked to state the most likely diagnosis for the case. Every student had to present his or her own diagnosis. The correct diagnosis of the case was shown after all students arrived at their initial diagnoses and they will be given a feedback and short lecture from lecturer. | Students: improve dermatology knowledge, improve diagnosis making and clinical reasoning. | (1) Student’s absence of many relevant clinical cases during dermatology rotations |
| [73] | Vidyarthi et al. (2015), Singapore, semi-qualitative | Medical students | Clinical reasoning course | Students attending the clinical reasoning course. The course consisted of nine 2-hour sessions (two introduction sessions and seven clinical case presentations) delivered bimonthly. They were instructed to reveal the case in the first 75 minutes using interactive, teaching methods, encouraging the students to discuss question in small groups. In the second half of the session, students were asked to practice EBM steps. | Educators: able to create a more effective and efficient curriculum to improve student’s studying. | (1) Student’s behaviors; (2) capability of educators to directly attribute student behavior |
| Students: able to learn clinical reasoning based on EBM more effective and efficiently. | ||||||
| [57] | Aljarallah et al. (20151, Saudi Arabia, quantitative | Medical students | PBL and case-based learning | In a typical 5 working days, 3 days started with morning reports followed by bedside clinical teaching. The other two mornings devoted to self-learning time and other integrated courses (e.g., investigation session, lectures, and clinical reasoning session). | Students: maximize their learning strategy, able to do self-management, and improve learning strategy on understanding clinical reasoning. | (1) Students’ excitement in learning and solving the problem; (2) students’ type of studying |
| [68] | Anakin et al. (2019), New Zealand, qualitative | Medical students | NA | (11 Practicing with undifferentiated patients; (2) willing to make thinking explicit | NA | (1) Learning environment; (2) acceptance to work together; (3) ability to reconcile contradictions amongst different sources of information about a clinical condition |
NA: Not applicable.
BST: Bedside teaching, PBL: Problem-based learning, CRL: Clinical reasoning learning, EBM: Evidence-based medicine, NA: Not applicable.