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"Clinical reasoning"

Original Research

Effect of structured preceptorship on clinical reasoning of pediatric residents in Indonesia: a randomized controlled trial
Retno Asih Setyoningrum, Astrid Pratidina Susilo, Helmia Hasan, Nancy Margarita Rehatta
Korean J Med Educ 2026;38(2):181-189.
Published online May 20, 2026
DOI: https://doi.org/10.3946/kjme.2025.130
Purpose
Diagnostic errors contribute to patient safety risks, often arising from cognitive failures in clinical reasoning. Preceptorship is thought to improve residents’ clinical reasoning. The aim of this study was to evaluate the effect of a preceptorship program on clinical reasoning among pediatric residents.
Methods
This randomized controlled trial was conducted from March 2025 to May 2025 at Dr. Soetomo General Academic Hospital, Surabaya, Indonesia. All pediatric residents were randomly allocated into two groups. The intervention group received a scheduled preceptorship program, while the control group continued with standard supervision. After 8 weeks, clinical reasoning skills were assessed using the Script Concordance Test (SCT). Data were analyzed using comparation test. End-of-program questionnaires were also reported.
Results
Total 41 residents completed the study. Baseline characteristics did not differ between groups (p>0.05). Mean overall SCT scores ranged from 55% to 90% of the maximum possible score. Among 14 topics, hematology & oncology was the only topic that showed a significant difference in SCT scores between the intervention group (median, 14.28; interquartile range [IQR], 12.78–15.08) and the control group (median, 12.75; IQR, 11.49–13.63). Participants reported that preceptorship made learning more structured and interactive but noted barriers including busy preceptor schedules and lack of standardized teaching materials.
Conclusion
The preceptorship program resulted in a significant improvement in only one topic, which may reflect suboptimal implementation of the intervention. Despite this, participants reported positive perceptions, indicating good acceptability. More intensive and consistent preceptorship may be required to achieve measurable improvements in clinical reasoning.
  • 739 View
  • 41 Download

Review Article

Facilitating clinical reasoning for medical students in clinical settings: a scoping review
Yeny Dyah Cahyaningrum, Yoyo Suhoyo, Gandes Retno Rahayu
Korean J Med Educ 2025;37(2):163-186.
Published online May 29, 2025
DOI: https://doi.org/10.3946/kjme.2025.333
This scoping review describes the responsibilities of facilitators, especially clinical teachers, in facilitating clinical reasoning and factors affecting the implementation of the strategies. This review was conducted by collecting and identifying original data in peer-reviewed full English journals published between 2004 and 2021. It followed Arksey and O’Malley’s framework and adhered to the Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews guidelines. The process included formulating review questions, developing a comprehensive search strategy, selecting relevant studies, extracting data, and presenting findings. Initial searches were conducted on PubMed, EBSCO, Scopus, and EMBASE, with a research librarian ensuring the efficiency and comprehensiveness of the search. The search based on the PCC approach (population, concept, context approach) encompassed “clinical reasoning,” “facilitation,” and “clinical teachers.” Out of the initial 2,004 records retrieved from the four databases, a thorough screening process led to the 30 studies included in the review, revealing three primary themes and multiple strategies related to clinical reasoning facilitation in clinical settings. These themes involved the responsibilities of clinical teachers, strategies utilized, and factors influencing clinical reasoning learning in clinical settings. In the clinical settings, clinical teachers have crucial responsibilities in facilitating clinical reasoning learning, including creating a safe environment, demonstrating effective practices, using appropriate strategies, and assessing students’ abilities. While this review has explored the responsibilities of clinical teachers, specific strategies that enhance clinical reasoning abilities need further investigation. Additionally, the impacts of identified factors on strengthening clinical reasoning abilities require more analysis.

Citations

Citations to this article as recorded by  Crossref logo
  • An RQMN Integrated Teaching Model to Improve Clinical Competence in Undergraduate Internal Medicine Education: A Randomized Controlled Study
    Haoruo Zhang, Liqi Liao, Rui Cao, Chunlin Gong, Jiaoyue Zhong, Xindan Zhang, Siting Hong
    Journal of Medical Education and Curricular Development.2026;[Epub]     CrossRef
  • Helpful strategies identified and utilized by physiotherapy students from culturally and linguistically diverse backgrounds during clinical placements in Australia
    Stephen West-Newman, Martin Sale, Roma Forbes, Stacie Attrill
    Physiotherapy Theory and Practice.2025; 41(12): 2654.     CrossRef
  • Improving Large Language Model Applications in the Medical and Nursing Domains With Retrieval-Augmented Generation: Scoping Review
    Yiqun Miao, Yuhan Zhao, Yuan Luo, Huiying Wang, Ying Wu
    Journal of Medical Internet Research.2025; 27: e80557.     CrossRef
  • 3,197 View
  • 157 Download
  • Crossref
  • 2 Scopus

Short Communication

Purpose
This study developed and implemented case-based flipped learning using illness script worksheets and investigated the responses of preclinical students and professors to the intervention in terms of its effectiveness, design, and implementation.
Methods
The study was conducted at a medical school in Korea, where the “clinical reasoning method” course, originally a lecture-oriented course, was redesigned into a flipped learning. In total, 42 second-year medical students and 15 professors participated in this course. After the class, online surveys were conducted, and a focus group interview was held with seven students to explore the students’ experiences in more detail.
Results
In total, 37 students and seven professors participated in the survey. The mean score for all items is 3.12/4 for the student survey and 3.43/4 for the professor survey. The focus group interview results were categorized as the beneficial aspects and challenges for the development of clinical reasoning.
Conclusion
The findings indicated that their responses to the intervention were generally positive, and it is thought to be an effective instructional method for fostering clinical reasoning skills in preclinical medical students.
  • 3,947 View
  • 72 Download

Review Article

Teaching clinical reasoning: principles from the literature to help improve instruction from the classroom to the bedside
Steven J. Durning, Eulho Jung, Do-Hwan Kim, Young-Mee Lee
Korean J Med Educ 2024;36(2):145-155.
Published online May 30, 2024
DOI: https://doi.org/10.3946/kjme.2024.292
Clinical reasoning has been characterized as being an essential aspect of being a physician. Despite this, clinical reasoning has a variety of definitions and medical error, which is often attributed to clinical reasoning, has been reported to be a leading cause of death in the United States and abroad. Further, instructors struggle with teaching this essential ability which often does not play a significant role in the curriculum. In this article, we begin with defining clinical reasoning and then discuss four principles from the literature as well as a variety of techniques for teaching these principles to help ground an instructors’ understanding in clinical reasoning. We also tackle contemporary challenges in teaching clinical reasoning such as the integration of artificial intelligence and strategies to help with transitions in instruction (e.g., from the classroom to the clinic or from medical school to residency/registrar training) and suggest next steps for research and innovation in clinical reasoning.

Citations

Citations to this article as recorded by  Crossref logo
  • Reconsidering the Linearity of Cause and Effect Thinking in Teaching Clinical Reasoning
    Zara Aayat Adil, Vinay Saini
    The Clinical Teacher.2026;[Epub]     CrossRef
  • Script concordance test issues, the trail of expert calibration
    Yannick Perdrix, Nicolas Pinsault, Eric Dionne
    BMC Medical Education.2026;[Epub]     CrossRef
  • Developing and Validating a Coding Scheme for Clinical Reasoning in History Taking Using Generative AI–Based Virtual Patients: Systematic Text Condensation Approach
    Naping Chen, Luzhen Tang, Yang Liu, Changmin Lin, Zijian Li, Chujun Shi, Mengyu Xia, Dragan Gasevic, Danijela Gasevic, Jinbin Zheng, Yizhou Fan, Xinyu Li
    JMIR Medical Education.2026; 12: e84347.     CrossRef
  • AI Use for Medical Students: Impact on Clinical Skill Acquisition and Retention. A Systematic Review
    Jonathan Turney, Tim Young, Dhyana Chauhan, Roshni Beeharry, Mohammad Mahmud
    Advances in Medical Education and Practice.2026; Volume 17: 1.     CrossRef
  • Pattern Disruption in GP speciality training: a practical intervention to enhance cognitive flexibility and diagnostic reasoning
    Waseem Jerjes, Azeem Majeed
    Education for Primary Care.2026; 37(3-4): 180.     CrossRef
  • Enhancing diagnostic logic in high-acuity care: evidence from an online flipped classroom intervention in emergency medicine
    Ali Delirrooyfard, Mehdi Sayyah, Soleiman Ahmady, Noushin Kohan
    BMC Medical Education.2026;[Epub]     CrossRef
  • The educational potential of Microsoft Teams in developing the professional competencies of future doctors
    Bogdan Orestovych Migenko, Oksana Ivanivna Khlibovska, Anna Zakharivna Mykolenko, Yana Vyacheslavivna Rohalska, Ihor Horishnyi, Iryna Olehivna Stakhurska
    Academic Visions.2026;[Epub]     CrossRef
  • The PAPER heuristic: a structured cognitive aid to reduce intrinsic cognitive load in early clinical reasoning training
    Marius Gebauer, Frank Herbstreit, Thorsten Brenner, Sven Benson, Cynthia Szalai
    BMC Medical Education.2026;[Epub]     CrossRef
  • A Luddite bemoans the death of bedside education
    Jeffrey H Lipton
    Canadian Journal of General Internal Medicine.2026; 21(2): 164.     CrossRef
  • An RQMN Integrated Teaching Model to Improve Clinical Competence in Undergraduate Internal Medicine Education: A Randomized Controlled Study
    Haoruo Zhang, Liqi Liao, Rui Cao, Chunlin Gong, Jiaoyue Zhong, Xindan Zhang, Siting Hong
    Journal of Medical Education and Curricular Development.2026;[Epub]     CrossRef
  • Navigating the Neurological Fog: A Framework for Understanding and Managing Clinical Uncertainty in Adult Medical Education
    Angelica Lee, Eulho Jung
    New Directions for Adult and Continuing Education.2026;[Epub]     CrossRef
  • Artificial intelligence in the Otorhinolaryngology class
    Alejandro Carías, Jhossmar Cristians Auza-Santivañez, Pablo Carías, Vilma Díaz Bonilla, Freddy Ednildon Bautista-Vanegas, Daniel Ramiro Elías Vallejos-Rejas, Jorge Márquez-Molina
    Seminars in Medical Writing and Education.2025; 4: 160.     CrossRef
  • Undergraduate medical students’ perceptions and perspectives on their clinical reasoning learning experiences
    Mohamed Hesham Sayed, Moustafa Abdelaal Hegazi, Nadeem Alam Zubairi, Turki Saad Alahmadi, Fajr Adel Saeedi
    Scientific Reports.2025;[Epub]     CrossRef
  • Medical reasoning in LLMs: an in-depth analysis of DeepSeek R1
    Birger Moëll, Fredrik Sand Aronsson, Sanian Akbar
    Frontiers in Artificial Intelligence.2025;[Epub]     CrossRef
  • Clinical Reasoning Profiles in Nursing Students: Associations With Academic Performance, Encouragement for Questioning, and Access to Relevant Literature
    Nannan Li, Lin Wang, Qiong Fang, Lili Hou
    Nurse Educator.2025; 50(6): E390.     CrossRef
  • Concept mapping to promote clinical reasoning in multimorbidity: a mixed methods study in undergraduate family medicine
    Marta Fonseca, Paula Broeiro-Gonçalves, Mariana Barosa, Pedro Marvão, Marta Carreira, Sofia Azeredo-Lopes, Joana Pires, António Rendas, Patrícia Rosado-Pinto, Bruno Heleno
    BMC Medical Education.2024;[Epub]     CrossRef
  • 6,888 View
  • 207 Download
  • Crossref
  • 13 Scopus

Original Research

Purpose
Developing clinical reasoning across the medical curriculum requires valid, reliable, and feasible assessment tools. However, few validated tools are available for the convenient and efficient quantification of clinical reasoning. Thus, this study aimed to create a shorter version of the Diagnostic Thinking Inventory (DTI) and validate it in the Korean medical education context (DTI-SK).
Methods
The DTI-SK was constructed using content validity and a translation and back-translation process. It comprises two subcategories and 14 items. Its validity and reliability were explored using exploratory and confirmatory factor analyses, mean comparisons of four medical student groups (med 1 to med 4), and internal consistency using Cronbach’s α. Two hundred medical students were invited to participate through email, and the survey was administered for 2 weeks.
Results
Data from 136 students were analyzed. Exploratory factor analysis revealed two factors with eigenvalues greater than 1.0 and they together explained 54.65% of the variance. Confirmatory factor analysis demonstrated that the model had acceptable level of fit and convergent validity. Discriminant validity was confirmed using heterotrait-monotrait criterion. Group comparisons demonstrated that the med 4 students showed significantly higher scores than the med 1 and 2 students. The inventory exhibited strong internal consistency for all items (Cronbach’s α=0.906).
Conclusion
The findings indicated that the DTI-SK is a reliable and valid tool for measuring medical students’ clinical reasoning in the context of Korean medical education.
  • 4,327 View
  • 97 Download
Promoting medical student’s clinical reasoning during COVID-19 pandemic
Bulan Kakanita Hermasari, Dian Nugroho, Atik Maftuhah, Eti Poncorini Pamungkasari, Veronika Ika Budiastuti, Adaninggar Angesti Laras
Korean J Med Educ 2023;35(2):187-198.
Published online June 1, 2023
DOI: https://doi.org/10.3946/kjme.2023.259
Purpose
The development of students’ clinical reasoning skills should be a consideration in the design of instruction and evaluation in medical education. In response to the coronavirus disease 2019 (COVID-19) pandemic, several changes in the medical curriculum have been implemented in promoting clinical reasoning. This study aims to explore medical students’ perceptions and experiences with the clinical reasoning curriculum during the COVID-19 pandemic and determine their skills development.
Methods
The study used a mixed-method design with a concurrent approach. A cross-sectional study was conducted to compare and examine the relationship between the outcomes of the structured oral examination (SOE) and the Diagnostic Thinking Inventory (DTI). Then, the qualitative method was used. A focus group discussion using a semi-structured interview guide with open-ended questions was conducted, then the verbatim transcript was subjected to thematic analysis.
Results
There is an increase in SOE and DTI scores between second-year to fourth-year students. The diagnostic thinking domains and SOE are significantly correlated (r=0.302, 0.313, and 0.241 with p<0.05). The three primary themes from the qualitative analysis are perceptions regarding clinical reasoning, clinical reasoning activities, and the learning component.
Conclusion
Even if students are still studying throughout the COVID-19 pandemic, their clinical reasoning skills can improve. The clinical reasoning and diagnostic thinking skills of medical students increase as the length of the school year increases. Online case-based learning and assessment support the development of clinical reasoning skills. The skills are supported in their development by positive attitudes toward faculty, peers, case type, and prior knowledge.

Citations

Citations to this article as recorded by  Crossref logo
  • Clinical prediction methods as a learning tool in medical education
    Tetiana Sviatenko, Inna Gogunska, Kostyantyn Prockopets, Olga Moroziuk, Natalia Dub
    Perspectivas em Diálogo: Revista de Educação e Sociedade.2026; 13(34): 79.     CrossRef
  • Empowering undergraduate medical students with clinical reasoning skills
    Saurabh RamBihariLal Shrivastava, Prateek Sudhakar Bobhate, Jagadish Makade
    Journal of Clinical Sciences.2025; 22(3): 199.     CrossRef
  • Qualitative Descriptive Analysis of Clinical Case Presentations: A Pilot Study on the Importance of Moving from Intuition to Educational Action in Supervision
    Hayet Saida Ladida Naima Debbache, Daoud Roula, Marie-Claude Audetat
    Creative Education.2025; 16(02): 180.     CrossRef
  • Lost in translation: Unveiling medical students' untold errors of medical history documentation
    Silvan Lange, Nils Krüger, Maximilian Warm, Johanna Buechel, Orsolya Genzel‐Boroviczény, Martin R. Fischer, Konstantinos Dimitriadis
    The Clinical Teacher.2024;[Epub]     CrossRef
  • Clinical reasoning skills of German and Dutch manual therapists: a cross-sectional study
    Myrthe Veenstra, Riccarda Klemm, Tibor M Szikszay, Kerstin Luedtke, Andres Jung
    Journal of Manual & Manipulative Therapy.2024; 32(5): 531.     CrossRef
  • 4,990 View
  • 119 Download
  • Crossref
  • 2 Scopus
Review Article
Clinical reasoning training in the pre-clinical phase has recently been considered important; however, when it comes to specific instructional methods for pre-clinical students, much is unknown. Thus, the aim of this review is to explore learning and teaching methods for pre-clinical students’ clinical reasoning development based on illness script formation, their results, and strategies. A systematic review was conducted in accordance with the guidelines of the Association for Medical Education in Europe. The literature search was performed using the Cochrane Library, PubMed, EMBASE, Web of Science, and ERIC databases based on keywords, including “illness script*” AND (“medical student*” OR pre-clinical OR undergraduate). Then, 10 studies among the 91 studies were included in the final analysis. The quality of the selected studies was also appraised using the Medical Education Research Study Quality Instrument. Diverse teaching and learning methods were used to support the integration of biomedical and clinical knowledge working with patient cases, and their effects were assessed through diverse methods, including illness script richness and maturity, to learner responses. The effects of these interventions were effective in terms of the clinical reasoning development of pre-clinical students. Learning and teaching strategies were synthesized and described. This review found that explicit attempts to promote illness script formation with a structured program rather than informal training lead to positive results, and such formal clinical reasoning programs can provide smooth transition from pre-clinical to clinical experience.

Citations

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  • Optimizing use of illness script builder templates in medical education
    Erin H. Yang, Joseph Rencic, Alec B. Rezigh, Prathit A. Kulkarni
    Diagnosis.2026; 13(1): 34.     CrossRef
  • 10 tips for clinical educators in designing and delivering learning experiences to improve clinical reasoning for medical students.
    Kelvin Le, Charlotte Deng, Khang Duy Ricky Le
    MedEdPublish.2026; 15: 272.     CrossRef
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    O. M. Козар
    Likarska sprava.2026;[Epub]     CrossRef
  • From “Form” to “Essence”: Guiding Students to Achieve Deep Cognitive Transition in Morphological Experiments
    Xiaorun Zhai, Gaoshang Chai
    Advances in Medical Education and Practice.2026; Volume 17: 1.     CrossRef
  • Enhancing Clinical Reasoning for Speech Sound Disorders: A Randomized Trial of Online Learning Modules
    Li‐Li Yeh, Ting‐Fang Chan
    International Journal of Language & Communication Disorders.2026;[Epub]     CrossRef
  • The Effectiveness of Study Strategies Training on Research Self-Efficacy, Cognitive Fusion, and Resilience among Nursing Students with Impostor Syndrome: A Quasi-Experimental Study
    Farzin Bagheri Sheykhangafshe, Soofia Heidari, Fariborz Doustipoor, Mostafa Asgari Tapeh, Hojjatollah Farahani
    Journal of Rafsanjan University of Medical Sciences.2026; 24(12): 1133.     CrossRef
  • Ingenium de formation lors de la mise en place de formations transversales en santé Illustration par une séquence d’apprentissage du raisonnement clinique
    Delphine Guyet, Pauline Lenesley, Christelle Robiolle, Anne-Sophie Delair, Céline Menin, Félix-Benjamin Zalabo, Anne-Christine Rat
    Médiations et médiatisations.2025; (20): 12.     CrossRef
  • Diagnostic Reasoning for APRN Learners: Overview of Teaching Strategies
    Lauren A. Petersen, Stephanie Delkoski, Sarah McCarthy
    AACN Advanced Critical Care.2025; 36(2): 131.     CrossRef
  • Clinical reasoning education: evaluating the effect of script strategy and reflective practice on nursing students’ reasoning development
    Fatemeh Bahramnezhad, Fatemeh Keshmiri
    BMC Research Notes.2025;[Epub]     CrossRef
  • PENSAMENTO CRÍTICO E RACIOCÍNIO CLÍNICO ENTRE ESTUDANTES DE MEDICINA: REVISÃO DE LITERATURA
    Abrão José Jr Melhem, Gustavo Bianchini Porfírio, Danielle Soraya da Silva Figueiredo, Felipe Dunin dos Santos, David Livingstone Alves Figueiredo
    Arquivos Catarinenses de Medicina.2025; 53(4): 31.     CrossRef
  • Trends in the Acquisition of Clinical Reasoning in the Assessment of Speech Sound Disorders: Using the Script Concordance Test
    Ting‐Fang Chan, Li‐Li Yeh
    International Journal of Language & Communication Disorders.2025;[Epub]     CrossRef
  • Eight practical strategies for designing case-based flipped learning to foster clinical reasoning in preclinical medical students
    Jihyun Si
    Annals of Medicine.2025;[Epub]     CrossRef
  • 10 tips for clinical educators in designing and delivering learning experiences to improve clinical reasoning for medical students.
    Kelvin Le, Charlotte Deng, Khang Duy Ricky Le
    MedEdPublish.2025; 15: 272.     CrossRef
  • Analysis of Patient Information and Differential Diagnosis with Clinical Reasoning in Pre-Clinical Medical Students
    Dichitchai Mettarikanon, Weeratian Tawanwongsri
    International Medical Education.2024; 3(1): 23.     CrossRef
  • Exploring the responses of preclinical medical students and professors to flipped learning for the development of clinical reasoning
    Jihyun Si
    Korean Journal of Medical Education.2024; 36(2): 213.     CrossRef
  • Fostering clinical reasoning ability in preclinical students through an illness script worksheet approach in flipped learning: a quasi-experimental study
    Jihyun Si
    BMC Medical Education.2024;[Epub]     CrossRef
  • Simulation effect on medical sciences students’ motivation: A systematic review study
    Mahdi Karimyar Jahromi, Narjes Nick, Shahpar Bagheri, Majid Najafi Kalyani
    Journal of Education and Health Promotion.2024;[Epub]     CrossRef
  • Using an experiential learning model to teach clinical reasoning theory and cognitive bias: an evaluation of a first-year medical student curriculum
    Justin J. Choi, Jeanie Gribben, Myriam Lin, Erika L. Abramson, Juliet Aizer
    Medical Education Online.2023;[Epub]     CrossRef
  • Nurse Faculty: Moving Away from the Script
    Teresa Hamilton
    Nursing Science Quarterly.2023; 36(1): 18.     CrossRef
  • Clinical reasoning in emergency medical technicians and its compliance with the illness script theory: A pilot study
    Hamidreza Miri, Elham Boushehri, Maryam Hoseini-Abardeh, Shahram Yazdani
    Journal of Education and Health Promotion.2023;[Epub]     CrossRef
  • 8,090 View
  • 228 Download
  • Crossref
  • 15 Scopus
Reasoning processes in clinical reasoning: from the perspective of cognitive psychology
Hyoung Seok Shin
Korean J Med Educ 2019;31(4):299-308.
Published online November 29, 2019
DOI: https://doi.org/10.3946/kjme.2019.140
Clinical reasoning is considered a crucial concept in reaching medical decisions. This paper reviews the reasoning processes involved in clinical reasoning from the perspective of cognitive psychology. To properly use clinical reasoning, one requires not only domain knowledge but also structural knowledge, such as critical thinking skills. In this paper, two types of reasoning process required for critical thinking are discussed: inductive and deductive. Inductive and deductive reasoning processes have different features and are generally appropriate for different types of tasks. Numerous studies have suggested that experts tend to use inductive reasoning while novices tend to use deductive reasoning. However, even experts sometimes use deductive reasoning when facing challenging and unfamiliar problems. In clinical reasoning, expert physicians generally use inductive reasoning with a holistic viewpoint based on a full understanding of content knowledge in most cases. Such a problem-solving process appears as a type of recognition-primed decision making only in experienced physicians’ clinical reasoning. However, they also use deductive reasoning when distinct patterns of illness are not recognized. Therefore, medical schools should pursue problem-based learning by providing students with various opportunities to develop the critical thinking skills required for problem solving in a holistic manner.

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    Advances in Health Sciences Education.2026; 31(2): 399.     CrossRef
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    Simulation in Healthcare: The Journal of the Society for Simulation in Healthcare.2026;[Epub]     CrossRef
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    The Journal of Mental Health Training, Education and Practice.2025; 20(2): 99.     CrossRef
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    Mary Mescher Benbenek
    AACN Advanced Critical Care.2025; 36(2): 123.     CrossRef
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    Rojin Adabdokht, Ida Kornerup, Fabiana Almeida, Hollis Lai
    Cureus Journal of Computer Science.2025;[Epub]     CrossRef
  • Unlocking effective decision-making and critical thinking in orthopaedics: Insights from a narrative review
    A.S.P.V.S. Saketh, Krishna Subramanyam, Satvik N. Pai, Karthika Padmavathy, Karthick Rangasamy, Purushothaman Muthukanagaraj
    Journal of Clinical Orthopaedics and Trauma.2025; 68: 103098.     CrossRef
  • Medical reasoning in LLMs: an in-depth analysis of DeepSeek R1
    Birger Moëll, Fredrik Sand Aronsson, Sanian Akbar
    Frontiers in Artificial Intelligence.2025;[Epub]     CrossRef
  • Development and implementation of an etiology-based diagnostic framework for acute abdominal pain in emergency settings
    Hui Guo, Xu-Rui Li, Yun-Lei Du, Yang-Juan Jia, Hong-Ling Li, Qian Zhao, Yan-Peng Li, Jian-Guo Li
    Hereditas.2025;[Epub]     CrossRef
  • Collaborative intelligence in AI: Evaluating the performance of a council of AIs on the USMLE
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    PLOS Digital Health.2025; 4(10): e0000787.     CrossRef
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    Ghazwan Altabbaa, Tanya Nathalie Beran, Marcia Clark, Elizabeth Oddone Paolucci
    BMJ Open Quality.2024; 13(2): e002647.     CrossRef
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