{"id":"W3136262608","doi":"10.1136/bmjebm-2020-111542","title":"Understanding of research results, evidence summaries and their applicability—not critical appraisal—are core skills of medical curriculum","year":2021,"lang":"en","type":"review","venue":"BMJ evidence-based medicine","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Terveyden Tutkimuksen Toimikunta; Sigrid Juséliuksen Säätiö; Helsingin ja Uudenmaan Sairaanhoitopiiri","keywords":"Critical appraisal; Rigour; Evidence-based medicine; Observational study; Systematic review; Medical education; Psychology; Medicine; Critical reading; Evidence-based practice; Psychological intervention; Medical literature; Curriculum; Reading (process); MEDLINE; Alternative medicine; Nursing; Pedagogy; Epistemology; Pathology","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":"methods","study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3134953,0.002212742,0.007019938,0.01334447,0.003916125,0.02638937,0.005500412,0.01231079,0.01010947],"category_scores_gemma":[0.5867774,0.002466782,0.003915356,0.008505732,0.02383832,0.0265178,0.008976283,0.02525024,0.009969677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01045681,"about_ca_system_score_gemma":0.04457637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002554778,"about_ca_topic_score_gemma":0.002743289,"domain_scores_codex":[0.6221094,0.2686529,0.04647188,0.007486236,0.05343013,0.001849626],"domain_scores_gemma":[0.2051428,0.6685175,0.03590088,0.03743497,0.04769779,0.005306019],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002627643,0.0004568284,0.001332144,0.0471973,0.001111699,0.0004258327,0.02013471,0.002258101,0.002157456,0.2139562,0.225832,0.4848749],"study_design_scores_gemma":[0.0002669138,0.0004685485,0.002026185,0.06129942,0.0003713251,0.001228,0.00436985,0.001876775,0.001042277,0.4693773,0.4573046,0.0003687459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002522998,0.1359446,0.29296,0.5151906,0.01701444,0.006317669,0.0009619126,0.001309651,0.02777821],"genre_scores_gemma":[0.0545845,0.1700573,0.6712,0.0667123,0.02028038,0.009421028,0.0008916821,0.0008085232,0.006044323],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6865047,"threshold_uncertainty_score":0.8465825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8221500894503884,"score_gpt":0.6922985889787482,"score_spread":0.1298515004716402,"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."}}