ReviewBMC medical education2019
Medical education trends for future physicians in the era of advanced technology and artificial intelligence: an integrative review.
Review in BMC medical education, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 164 papers, 4 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
164 citing papers in PubMed, 4 syntheses or guidelines pooled it, 375 citations in OpenAlex.
- Development of AI competencies within the medical curriculum.Frontiers in medicine · 2026Pooled it
- The Roles of Artificial Intelligence in Teaching Anatomy: A Systematic Review.Clinical anatomy (New York, N.Y.) · 2025Pooled it
- Learning by making - student-made models and creative projects for medical education: systematic review with qualitative synthesis.BMC medical education · 2025Pooled it
- Strategies to improve surgical technical competency: a systematic review.Acta neurochirurgica · 2023Pooled it
- Novel device for controlled dynamization of tibial fractures: randomized clinical trial.European journal of trauma and emergency surgery : official publication of the European Trauma Society · 2025Trial
- Can educational video resources improve learning when used to augment traditional teaching of clinical examination? A randomized control trial of novice medical students.BMC medical education · 2023Trial
- Elucidating the transformative role of large language models in advancing anesthesiology education.The Journal of international medical research · 2026Review
- Evaluation of the new Egyptian undergraduate medical program from the perspectives of faculty and institutional leadership: a nationwide, mixed-method study.BMC medical education · 2026Article
- Generative Artificial Intelligence Literacy Scale for Nurses: Development and Psychometric Evaluation.Journal of medical Internet research · 2026Article
- Artificial Intelligence for Assessment and Feedback in Medical Education: Bibliometric Mapping Study and Thematic Evidence Map.JMIR medical education · 2026Article
- Designing Self-Directed Learning Content for Medical Students: An AI-Driven Evaluation of Learning Outcomes.Cureus · 2026Article
- From traditional classroom to AI-enhanced flipped classroom: a three-year pedagogical evolution for international students in pharmacology.BMC medical education · 2026Article
- Healthcare Professionals' Emotions of Distance and Connection When Dealing With Patients' Vaccine Hesitancy: Interaction Styles, Values, and Implications.Qualitative health research · 2026Article
- Article
- AI-PACE: a framework for integrating AI into medical education.NPJ digital medicine · 2026Review
- Scientific Meetings in Medical Oncology: Are We Facing a Time- and Resource-Consuming Plethora?Current oncology (Toronto, Ont.) · 2026Article
- Co-Creating a Digital Learning Platform for Cross-Sectoral Virtual Consultations: An Action Research Study.Scandinavian journal of caring sciences · 2026Article
- Construction and implementation of an AI-enhanced progressive training model for clinical competency development in obstetrics and gynecology residents.BMC medical education · 2026Article
- Acceptability and feasibility of a faculty development programme for medical and dental academics in Ghana.BMC medical education · 2026Article
- Effectiveness of Informed AI Use on Clinical Competence of General Practitioners and Internists: Pre-Post Intervention Study.JMIR medical education · 2026Article
104 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 6 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMedical education must adapt to different health care contexts, including digitalized health care systems and a digital generation of students in a hyper-connected world. The aims of this study are to identify and synthesize the values that medical educators need to implement in the curricula and to introduce representative educational programs.
methodsAn integrative review was conducted to combine data from various research designs. We searched for articles on PubMed, Scopus, Web of Science, and EBSCO ERIC between 2011 and 2017. Key search terms were "undergraduate medical education," "future," "twenty-first century," "millennium," "curriculum," "teaching," "learning," and "assessment." We screened and extracted them according to inclusion and exclusion criteria from titles and abstracts. All authors read the full texts and discussed them to reach a consensus about the themes and subthemes. Data appraisal was performed using a modified Hawker 's evaluation form.
resultsAmong the 7616 abstracts initially identified, 28 full-text articles were selected to reflect medical education trends and suggest suitable educational programs. The integrative themes and subthemes of future medical education are as follows: 1) a humanistic approach to patient safety that involves encouraging humanistic doctors and facilitating collaboration; 2) early experience and longitudinal integration by early exposure to patient-oriented integration and longitudinal integrated clerkships; 3) going beyond hospitals toward society by responding to changing community needs and showing respect for diversity; and 4) student-driven learning with advanced technology through active learning with individualization, social interaction, and resource accessibility.
conclusionsThis review integrated the trends in undergraduate medical education in readiness for the anticipated changes in medical environments. The detailed programs introduced in this study could be useful for medical educators in the development of curricula. Further research is required to integrate the educational trends into graduate and continuing medical education, and to investigate the status or effects of innovative educational programs in each medical school or environment.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.