{"id":"W2021035483","doi":"10.1007/s40596-014-0269-6","title":"Factors Affecting Recruitment into Psychiatry: a Canadian Experience","year":2015,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Université Laval; University of Saskatchewan; University of Manitoba; NOSM University; University of British Columbia; Université de Sherbrooke; University of Toronto; Memorial University of Newfoundland; University of Calgary; McMaster University; Queen's University; McGill University; University of Ottawa","funders":"","keywords":"Economic shortage; Medicine; Medical school; Medical education; Family medicine; Matching (statistics); Psychology; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.001408053,0.0001684686,0.00018424,0.0001732366,0.0007553508,0.00005272522,0.0009226121,0.0003468552,0.0001648498],"category_scores_gemma":[0.000347292,0.0001603981,0.00007228524,0.000545122,0.0003028143,0.0003261931,0.00007133184,0.0006271221,0.0001042772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005198084,"about_ca_system_score_gemma":0.00242773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1961699,"about_ca_topic_score_gemma":0.3088875,"domain_scores_codex":[0.9977699,0.0001739553,0.0002149578,0.0003403588,0.0008630764,0.0006377666],"domain_scores_gemma":[0.9983375,0.00004808366,0.00009899553,0.0002207865,0.00007474797,0.001219858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000741851,0.00001661647,0.7354614,0.00000840031,0.000017118,0.000001395951,0.1445738,0.000002203069,0.000003027243,0.01458868,0.1035456,0.001774289],"study_design_scores_gemma":[0.0004268679,0.00007551462,0.01595663,0.0001062634,0.00003145072,0.000001401173,0.6298509,0.000002890148,0.000007799681,0.01129606,0.3419474,0.0002968438],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9118727,0.001809071,0.00002946589,0.02093255,0.01299316,0.0004189404,0.000005310568,0.0001416262,0.05179717],"genre_scores_gemma":[0.9919419,0.0001177289,0.0007090659,0.004844801,0.001523337,0.00001653636,0.000009058803,0.00001371068,0.0008238786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7195048,"threshold_uncertainty_score":0.8091829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1685281799439483,"score_gpt":0.3880850819222753,"score_spread":0.219556901978327,"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."}}