{"id":"W2110689698","doi":"10.1503/cmaj.071823","title":"Canada increasingly reliant on foreign-trained health professionals","year":2007,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Blame; Workforce; Health professionals; Human resources; Medicine; Economic growth; Workforce planning; Brain drain; Nursing; Business; Political science; Health care; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001708908,0.0003998716,0.0003994272,0.001757639,0.009964547,0.00427802,0.001748538,0.002617979,0.04877183],"category_scores_gemma":[0.005953049,0.0004883238,0.0005693156,0.002898458,0.003537189,0.001293629,0.003542512,0.005114239,0.003127269],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06662853,"about_ca_system_score_gemma":0.2639122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.988335,"about_ca_topic_score_gemma":0.9959738,"domain_scores_codex":[0.9956655,0.0003311395,0.00009222443,0.0003609383,0.00161953,0.001930679],"domain_scores_gemma":[0.9846111,0.0005623522,0.0004955658,0.0001778427,0.003635455,0.01051774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001144103,0.00009706414,0.02569771,0.0005557892,0.00004792854,0.001222519,0.002989386,0.0002834876,0.0009948186,0.03228026,0.8512201,0.08449651],"study_design_scores_gemma":[0.00006012751,0.00005273489,0.04819017,0.0007599615,0.00003908287,0.000457056,0.006622226,0.000225333,0.00020448,0.001738079,0.9415906,0.00006015762],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1012419,0.01897816,0.001536282,0.5579066,0.009392535,0.0002462759,0.003700074,0.0005145985,0.3064837],"genre_scores_gemma":[0.3548517,0.02898991,0.002772365,0.2778478,0.001507319,0.0001121681,0.002103668,0.0002986059,0.3315165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9333715,"threshold_uncertainty_score":0.4834261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193599448792627,"score_gpt":0.3799522219848405,"score_spread":0.3605922771055778,"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."}}