{"id":"W2986957878","doi":"10.1007/s40596-019-01139-2","title":"Recruitment to Psychiatry in Canada: a COUPE Perspective","year":2019,"lang":"en","type":"letter","venue":"Academic Psychiatry","topic":"Medical Education and Admissions","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Manitoba; University of British Columbia; Université Laval; University of Saskatchewan; University of Alberta; Western University; University of Toronto; Université de Sherbrooke; Queen's University; McMaster University; Dalhousie University; University of Ottawa","funders":"","keywords":"Perspective (graphical); Psychology; Psychiatry; MEDLINE; Medicine; Medical education; Political science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0104461,0.000824468,0.001215881,0.002145831,0.04524705,0.02052975,0.005504477,0.1077509,0.0218939],"category_scores_gemma":[0.03279923,0.00164234,0.001650379,0.002566122,0.01344535,0.005249809,0.006792318,0.06753139,0.002660997],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1417844,"about_ca_system_score_gemma":0.3669861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.959868,"about_ca_topic_score_gemma":0.9870925,"domain_scores_codex":[0.9790124,0.002106348,0.000906389,0.001182321,0.004457771,0.01233485],"domain_scores_gemma":[0.9326293,0.009333766,0.002423405,0.0004959509,0.01457916,0.04053839],"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":[0.00008448158,0.00009321458,0.005236961,0.0001599605,0.00004697491,0.002407397,0.002692126,0.0002286038,0.0003477354,0.01787905,0.960466,0.01035758],"study_design_scores_gemma":[0.000196804,0.0001152291,0.02260139,0.001708911,0.0001170819,0.001342309,0.03196117,0.00132218,0.0003571188,0.01437207,0.9255088,0.0003968927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001568168,0.0007451045,0.00003964923,0.9896728,0.002267292,0.00001665682,0.00004916534,0.00001068248,0.005630373],"genre_scores_gemma":[0.02038798,0.001257971,0.000203489,0.9491136,0.003382637,0.00002854564,0.00003494708,0.00004196134,0.02554878],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8582156,"threshold_uncertainty_score":0.9954085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05629649728058742,"score_gpt":0.364815469746315,"score_spread":0.3085189724657276,"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."}}