{"id":"W2023263887","doi":"10.1097/00001888-200410000-00005","title":"The Need for Evidence in Medical Education: The Development of Best Evidence Medical Education as an Opportunity to Inform, Guide, and Sustain Medical Education Research","year":2004,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medical Council of Canada","funders":"","keywords":"Context (archaeology); Accountability; Medical education; Best evidence; Best practice; Quality (philosophy); Political science; Public relations; Psychology; Pedagogy; Engineering ethics; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4322772,0.001941042,0.01068072,0.02063098,0.004717529,0.0260282,0.009018937,0.04218066,0.002897136],"category_scores_gemma":[0.7248622,0.002854408,0.005349516,0.01108203,0.03370611,0.03950478,0.01642094,0.03150766,0.001201662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01653402,"about_ca_system_score_gemma":0.08138794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004162511,"about_ca_topic_score_gemma":0.009151682,"domain_scores_codex":[0.4678319,0.3926792,0.06676058,0.007435935,0.06182032,0.003472055],"domain_scores_gemma":[0.0931792,0.8303266,0.02584356,0.01198801,0.03315863,0.00550401],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004013982,0.0001855024,0.00185178,0.0817854,0.001862887,0.001100988,0.01062476,0.001739082,0.0004730741,0.4392234,0.218799,0.2419528],"study_design_scores_gemma":[0.0003441133,0.000235719,0.001216164,0.1396279,0.0008757375,0.0007085455,0.004622324,0.001672378,0.0003609239,0.546635,0.3034092,0.0002919706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0004829554,0.2211447,0.0203146,0.7342891,0.02043572,0.0003250577,0.00006676474,0.00006800272,0.002873161],"genre_scores_gemma":[0.06554281,0.1779902,0.253354,0.4464193,0.04918092,0.004518749,0.0001767076,0.0001395461,0.002677748],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5677228,"threshold_uncertainty_score":0.7001033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1896269492046639,"score_gpt":0.5499635418973315,"score_spread":0.3603365926926677,"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."}}