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Record W2008368750 · doi:10.1097/acm.0b013e3181d4152f

What Are the Barriers to Residentsʼ Practicing Evidence-Based Medicine? A Systematic Review

2010· review· en· W2008368750 on OpenAlexaboutno aff
Nynke van Dijk, Lotty Hooft, Margreet Wieringa‐de Waard

Bibliographic record

VenueAcademic Medicine · 2010
Typereview
Languageen
FieldHealth Professions
TopicHealth Sciences Research and Education
Canadian institutionsnot available
Fundersnot available
KeywordsCINAHLMEDLINECochrane LibraryMedicineEvidence-based medicineMedical educationHealth careSystematic reviewFamily medicineAlternative medicineNursingPsychological intervention

Abstract

fetched live from OpenAlex

PURPOSE: Insufficient time and lack of skills are important barriers to the practice of evidence-based medicine (EBM). Residents could have additional barriers because their practice can be strongly influenced by the educational system and clinical supervisors. The purpose of this study, therefore, was to systematically appraise and summarize the literature on the barriers that residents experience in the application of EBM in daily practice. METHOD: The authors searched MEDLINE, EMBASE, the Cochrane Library, CINAHL, and ERIC for publications preceding January 2008. Additionally, they manually screened the abstracts of relevant conferences (Association for Medical Education in Europe, Society of General Internal Medicine, Society of Medical Decision Making, Ottawa, and Evidence-Based Health Care Teachers & Developers) from January 2001 until January 2008. The search was extended by contacting experts in the field. Original studies on barriers to applying EBM in daily practice were included. Methodological quality was assessed and results were extracted by two reviewers using prespecified forms. RESULTS: The search resulted in 511 titles, 84 abstracts, and 3 studies suggested by experts, of which 9 were included in this review. The quality of the included studies was high. The most frequently mentioned barriers for residents were limited available time (28%-85%), attitude, and knowledge and skills. In four studies, specific barriers related to the position of residents, such as influences from staff members, lack of experience in EBM, and low possibilities to change conditions, were described. CONCLUSIONS: Residents experience specific barriers to practice EBM. These barriers should be recognized and integrated into EBM training programs for residents.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.039
metaresearch head score (Gemma)0.192
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.961
Threshold uncertainty score0.206

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0390.192
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0100.007
Bibliometrics0.0140.015
Science and technology studies0.0010.002
Scholarly communication0.0050.007
Open science0.0030.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.510
GPT teacher head0.638
Teacher spread0.129 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designSystematic review
DomainMethods
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations200
Published2010
Admission routes1
Has abstractyes

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