{"id":"W4389620811","doi":"10.12927/hcpol.2023.27234","title":"Distribution and Migration of Recent Healthcare Graduates in Canada","year":2023,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Jurisdiction; Workforce; Health human resources; Health care; Distribution (mathematics); Registered nurse; Demographic economics; Medicine; Geography; Political science; Nursing; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006409398,0.0001875719,0.000439813,0.0002359257,0.0004014287,0.000003441278,0.0001209557,0.0001928415,0.00003430072],"category_scores_gemma":[0.0004913821,0.0001868611,0.00002314678,0.001905917,0.00004370378,0.00007795993,0.00009971972,0.0005369287,0.00003392416],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003295559,"about_ca_system_score_gemma":0.00835927,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9973726,"about_ca_topic_score_gemma":0.9979529,"domain_scores_codex":[0.9963285,0.0007933429,0.001046337,0.0003371943,0.0003870371,0.001107614],"domain_scores_gemma":[0.9981359,0.0004255535,0.0003353722,0.0003149803,0.0003530377,0.0004351205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008147097,0.00001508925,0.9179174,0.002597519,0.000004554178,0.00001006485,0.00350787,0.00001227306,0.000008911147,0.02116998,0.02498846,0.0296864],"study_design_scores_gemma":[0.0005965972,0.000121341,0.87513,0.001001638,0.000003321691,0.000002599506,0.01004785,0.0003636272,0.00003105445,0.004215297,0.1083048,0.0001818477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7452539,0.0008721651,0.000002079258,0.2517516,0.0003657524,0.0009592207,0.0004958092,0.00008682721,0.0002126174],"genre_scores_gemma":[0.9831312,0.01121596,0.00003275876,0.004314845,0.0002346561,0.0001612586,0.000700765,0.00002508152,0.0001835053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2474367,"threshold_uncertainty_score":0.9972624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08519184493888773,"score_gpt":0.4532244467797625,"score_spread":0.3680326018408747,"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."}}