{"id":"W4253416351","doi":"10.1097/acm.0000000000003309","title":"McGill University Faculty of Medicine","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Medicine; MEDLINE; Higher education; Family medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00100757,0.001040874,0.0007054846,0.001687206,0.002400115,0.003909134,0.001551962,0.001831679,0.7046986],"category_scores_gemma":[0.004011482,0.0005371573,0.0003805101,0.001149814,0.0008727742,0.001210659,0.002817649,0.002297813,0.280661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00549496,"about_ca_system_score_gemma":0.01019993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03860227,"about_ca_topic_score_gemma":0.097662,"domain_scores_codex":[0.9982035,0.0001543908,0.0000651431,0.000385886,0.0009041633,0.0002869647],"domain_scores_gemma":[0.9968154,0.0002057371,0.00009848937,0.0001535379,0.001113018,0.001613725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003201932,0.0000374111,0.0004396851,0.0001119413,0.0000040389,0.0002102362,0.00005591697,0.00003510421,0.0002320505,0.004368474,0.9169714,0.07750163],"study_design_scores_gemma":[0.00001361408,0.00002215518,0.001109622,0.0001885032,0.00000232122,0.0001238044,0.00005155131,0.00005040195,0.00007514905,0.0004999213,0.9978523,0.00001070873],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001303518,0.00535985,0.0006850282,0.01904011,0.007295805,0.0002364384,0.004011949,0.0006955418,0.9613718],"genre_scores_gemma":[0.006650023,0.00327689,0.0007657973,0.00578181,0.001206024,0.0001347069,0.00122126,0.0001993524,0.980764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7046986,"threshold_uncertainty_score":0.4212115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2150511133941296,"score_gpt":0.4736901348097134,"score_spread":0.2586390214155838,"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."}}