{"id":"W2809788330","doi":"10.1136/bmjebm-2018-111014","title":"Don’t just blame the evidence: considering the role of medical education in the poor uptake of evidence-based medicine in clinical practice","year":2018,"lang":"en","type":"article","venue":"BMJ evidence-based medicine","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Blame; Critical appraisal; Evidence-based medicine; Medical education; Curriculum; Manifesto; Quality (philosophy); Psychology; Health care; Evidence-based practice; Medicine; Alternative medicine; Nursing; Pedagogy; Political science; Epistemology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"incentives","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1237407,0.000318625,0.0008793923,0.0005280445,0.0007205507,0.00001761686,0.002311342,0.0004169067,0.002601508],"category_scores_gemma":[0.4055691,0.0001327726,0.0001124596,0.002959275,0.005152192,0.0008274508,0.0001694652,0.002487596,0.00007077067],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003824369,"about_ca_system_score_gemma":0.03852569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02781107,"about_ca_topic_score_gemma":0.006880348,"domain_scores_codex":[0.9771532,0.0116124,0.004247976,0.0007086786,0.005173747,0.001104007],"domain_scores_gemma":[0.8542395,0.1379043,0.002360888,0.002088877,0.002693179,0.000713299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004435246,0.001324639,0.4443803,0.003298631,0.00005094575,0.00003787352,0.05384491,0.00006791754,0.001111755,0.004919442,0.3163565,0.1701719],"study_design_scores_gemma":[0.003405536,0.004410367,0.4930663,0.133686,0.0002299259,0.00003409442,0.2490943,0.01258913,0.0002482418,0.001741876,0.1011494,0.0003447742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2677071,0.01759614,0.0002551115,0.7073939,0.002257206,0.003969146,0.000001905711,0.00002150208,0.0007980067],"genre_scores_gemma":[0.9315063,0.006422373,0.0005460199,0.05581865,0.004790308,0.0007778229,0.000005946969,0.00002124564,0.0001112715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6637993,"threshold_uncertainty_score":0.9998137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5347146743972018,"score_gpt":0.6382019501777273,"score_spread":0.1034872757805255,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}