{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000702412,0.0001862749,0.0002028227,0.002322409,0.002003339,0.0009278335,0.001017495,0.000350408,0.00340112],"category_scores_gemma":[0.00237221,0.0001435149,0.0003408954,0.003920665,0.0007969182,0.000343318,0.001329727,0.0005568466,0.0002435217],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01671144,"about_ca_system_score_gemma":0.03990352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.989481,"about_ca_topic_score_gemma":0.9939967,"domain_scores_codex":[0.9993016,0.00004041904,0.00003798821,0.0001053612,0.0002058853,0.0003087841],"domain_scores_gemma":[0.9978175,0.0001173879,0.0004602188,0.00004840957,0.0008169096,0.0007394934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006922465,0.00002200894,0.97237,0.0001472875,0.00002908945,0.0001331415,0.004236064,0.0002290534,0.0002668984,0.0004070064,0.003823127,0.01826714],"study_design_scores_gemma":[0.000003141444,0.00001879833,0.9911607,0.0001076079,0.000007245523,0.000058659,0.005366642,0.0001763191,0.00005639163,0.00003767068,0.002995691,0.00001113535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875832,0.001130614,0.0001852937,0.001391873,0.00002814555,0.00004876383,0.006103999,0.00001850661,0.003509461],"genre_scores_gemma":[0.9943375,0.001308666,0.0002809341,0.0002146034,0.00001031038,0.00002263246,0.001706368,0.00000722227,0.002111731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9832886,"threshold_uncertainty_score":0.1212506,"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."}}