{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0002474908,0.0004884662,0.0008494325,0.0004324436,0.00005698447,0.000008064345,0.0004741657,0.001358004,0.003693236],"category_scores_gemma":[0.0008478362,0.000427463,0.000171326,0.0006073437,0.00003967684,0.00003810784,0.00008080561,0.008529624,0.0005100527],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003089991,"about_ca_system_score_gemma":0.06743672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2577769,"about_ca_topic_score_gemma":0.1672995,"domain_scores_codex":[0.9963197,0.0001042903,0.0008136733,0.000941303,0.001010295,0.00081073],"domain_scores_gemma":[0.9976833,0.000136692,0.0002308772,0.0007916369,0.0001123389,0.001045177],"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":[0.00004925545,0.00006598204,0.02152967,0.0002580973,0.00007755468,0.00003175259,0.0002678493,0.000001040255,0.000004414438,0.0003890996,0.9770344,0.0002908774],"study_design_scores_gemma":[0.001098561,0.0001153874,0.01103518,0.00225127,0.0001224441,0.0000898719,0.002327285,0.00001102581,0.000001253455,0.0008698273,0.9816319,0.0004460099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003507583,0.004040311,0.00000649836,0.9626554,0.01661508,0.002175658,0.00006938193,0.00005051161,0.01087953],"genre_scores_gemma":[0.000794651,0.0003340446,0.001133563,0.9683001,0.01006528,0.0002744626,0.0001933371,0.00009386125,0.01881071],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09047741,"threshold_uncertainty_score":0.9999384,"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."}}