{"id":"W2106430750","doi":"10.1136/ebm.12.6.162-a","title":"Life after the EBM workshop","year":2007,"lang":"en","type":"article","venue":"Evidence-Based Medicine","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre","funders":"","keywords":"History","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":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01052453,0.001214746,0.001027037,0.000997359,0.01005816,0.01490357,0.002681633,0.01157068,0.1110056],"category_scores_gemma":[0.03525379,0.0007815586,0.001630735,0.000576595,0.003064178,0.008257298,0.0144579,0.0264962,0.08484449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004753143,"about_ca_system_score_gemma":0.006196381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001664107,"about_ca_topic_score_gemma":0.004077065,"domain_scores_codex":[0.9885804,0.004836605,0.0004181053,0.0009298262,0.002722567,0.002512545],"domain_scores_gemma":[0.9597186,0.00219226,0.001124181,0.001170082,0.004795805,0.03099902],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004555387,0.00008717368,0.00008297547,0.00009352657,0.000005616777,0.0003619127,0.001541352,0.00001845061,0.0001559986,0.002403038,0.9795447,0.01565972],"study_design_scores_gemma":[0.00001936311,0.00006373945,0.0003137566,0.0002842061,0.000002532167,0.0002080387,0.004273659,0.0000137352,0.00008063971,0.001815529,0.9929011,0.00002375483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003312988,0.008763807,0.001845963,0.6168282,0.2545547,0.0002291424,0.0005526228,0.0007015985,0.1132111],"genre_scores_gemma":[0.04662547,0.007599273,0.004267219,0.3599794,0.05885978,0.000800591,0.001507584,0.001226519,0.5191342],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9894755,"threshold_uncertainty_score":0.3713506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3449855515632234,"score_gpt":0.5539738396796959,"score_spread":0.2089882881164725,"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."}}