Transformation and articulation of clinical data to understand students’ clinical reasoning: a scoping review

Abstract Background Despite the importance of effective educational strategies to promote the transformation and articulation of clinical data while teaching and learning clinical reasoning, unanswered questions remain. Understanding how these cognitive operations can be observed and assessed is cru...

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Main Authors: Marie-France Deschênes, Nicolas Fernandez, Kathleen Lechasseur, Marie-Ève Caty, Busra Meryem Uctu, Yasmine Bouzeghrane, Patrick Lavoie
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Medical Education
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Online Access:https://doi.org/10.1186/s12909-025-06644-7
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author Marie-France Deschênes
Nicolas Fernandez
Kathleen Lechasseur
Marie-Ève Caty
Busra Meryem Uctu
Yasmine Bouzeghrane
Patrick Lavoie
author_facet Marie-France Deschênes
Nicolas Fernandez
Kathleen Lechasseur
Marie-Ève Caty
Busra Meryem Uctu
Yasmine Bouzeghrane
Patrick Lavoie
author_sort Marie-France Deschênes
collection DOAJ
description Abstract Background Despite the importance of effective educational strategies to promote the transformation and articulation of clinical data while teaching and learning clinical reasoning, unanswered questions remain. Understanding how these cognitive operations can be observed and assessed is crucial, particularly considering the rapid growth of artificial intelligence and its integration into health education. A scoping review was conducted to map the literature regarding educational strategies to support transformation and articulation of clinical data, the learning tasks expected of students when exposed to these strategies and methods used to assess individuals’ proficiency Methods Based on the Joanna Briggs Institute methodology, the authors searched 5 databases (CINAHL, MEDLINE, EMBASE, PsycINFO and Web of Science), ProQuest Dissertations & Theses electronic database and Google Scholar. The data were synthesized narratively using descriptive statistics. Results A total of 38 articles were included in the final synthesis. Most studies were conducted in North America and Europe (n = 30, 79%) focused primarily on medical students (n = 35, 92%) and mainly used observational (n = 17, 45%) or methodological (n = 8, 21%) designs. Various educational strategies were identified, the most common were resolution of written or computerized case-based scenarios (n = 13; 52%) and simulated or real patient encounters (n = 6; 24%). The learning tasks comprised, among others, identifying key findings, translating clinical information, synthesizing cases aloud, and writing a summary statement. Furthermore, the review included assessment methods and rubrics with assessment criteria for clinical data transformation and articulation. The narrative synthesis shows positive results when integrating various educational strategies within clinical reasoning curricula compared to a single strategy used episodically. Limitations and conclusions The varying objectives, diversity of educational strategies documented, and heterogeneity of the evaluation tools or rubrics limit our conclusions. However, insights gained will help educators develop effective approaches for teaching clinical reasoning. Additional research is needed to evaluate the impacts of educational strategies aimed at developing skills for the transformation and articulation of clinical data. Clinical trial number Not applicable.
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spelling doaj-art-ba0243d417e84e3192a3acc94260cb292025-01-12T12:28:18ZengBMCBMC Medical Education1472-69202025-01-0125111310.1186/s12909-025-06644-7Transformation and articulation of clinical data to understand students’ clinical reasoning: a scoping reviewMarie-France Deschênes0Nicolas Fernandez1Kathleen Lechasseur2Marie-Ève Caty3Busra Meryem Uctu4Yasmine Bouzeghrane5Patrick Lavoie6Faculté des sciences infirmières, Université de MontréalDepartment of Family Medicine and Emergency Medicine, Faculty of Medicine, Université de MontréalFaculté des sciences infirmières, Université LavalDépartement d’orthophonie, Université du Québec à Trois-RivièresFaculté des sciences infirmières, Université de MontréalFaculté des sciences infirmières, Université de MontréalFaculté des sciences infirmières, Université de MontréalAbstract Background Despite the importance of effective educational strategies to promote the transformation and articulation of clinical data while teaching and learning clinical reasoning, unanswered questions remain. Understanding how these cognitive operations can be observed and assessed is crucial, particularly considering the rapid growth of artificial intelligence and its integration into health education. A scoping review was conducted to map the literature regarding educational strategies to support transformation and articulation of clinical data, the learning tasks expected of students when exposed to these strategies and methods used to assess individuals’ proficiency Methods Based on the Joanna Briggs Institute methodology, the authors searched 5 databases (CINAHL, MEDLINE, EMBASE, PsycINFO and Web of Science), ProQuest Dissertations & Theses electronic database and Google Scholar. The data were synthesized narratively using descriptive statistics. Results A total of 38 articles were included in the final synthesis. Most studies were conducted in North America and Europe (n = 30, 79%) focused primarily on medical students (n = 35, 92%) and mainly used observational (n = 17, 45%) or methodological (n = 8, 21%) designs. Various educational strategies were identified, the most common were resolution of written or computerized case-based scenarios (n = 13; 52%) and simulated or real patient encounters (n = 6; 24%). The learning tasks comprised, among others, identifying key findings, translating clinical information, synthesizing cases aloud, and writing a summary statement. Furthermore, the review included assessment methods and rubrics with assessment criteria for clinical data transformation and articulation. The narrative synthesis shows positive results when integrating various educational strategies within clinical reasoning curricula compared to a single strategy used episodically. Limitations and conclusions The varying objectives, diversity of educational strategies documented, and heterogeneity of the evaluation tools or rubrics limit our conclusions. However, insights gained will help educators develop effective approaches for teaching clinical reasoning. Additional research is needed to evaluate the impacts of educational strategies aimed at developing skills for the transformation and articulation of clinical data. Clinical trial number Not applicable.https://doi.org/10.1186/s12909-025-06644-7Clinical reasoningSemantic qualifiersDiscourseLinguisticsEducationNatural language processing
spellingShingle Marie-France Deschênes
Nicolas Fernandez
Kathleen Lechasseur
Marie-Ève Caty
Busra Meryem Uctu
Yasmine Bouzeghrane
Patrick Lavoie
Transformation and articulation of clinical data to understand students’ clinical reasoning: a scoping review
BMC Medical Education
Clinical reasoning
Semantic qualifiers
Discourse
Linguistics
Education
Natural language processing
title Transformation and articulation of clinical data to understand students’ clinical reasoning: a scoping review
title_full Transformation and articulation of clinical data to understand students’ clinical reasoning: a scoping review
title_fullStr Transformation and articulation of clinical data to understand students’ clinical reasoning: a scoping review
title_full_unstemmed Transformation and articulation of clinical data to understand students’ clinical reasoning: a scoping review
title_short Transformation and articulation of clinical data to understand students’ clinical reasoning: a scoping review
title_sort transformation and articulation of clinical data to understand students clinical reasoning a scoping review
topic Clinical reasoning
Semantic qualifiers
Discourse
Linguistics
Education
Natural language processing
url https://doi.org/10.1186/s12909-025-06644-7
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