{"id":"W2296179073","doi":"10.14288/1.0075929","title":"Critical review of Canadian workforce policy models : draft pre-conference paper for discussant : 6th Invitational International Physician Workforce Conference","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Political science; Public relations; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.1265941,0.001685381,0.001721082,0.01304921,0.007325268,0.0107151,0.005723071,0.006149249,0.01280287],"category_scores_gemma":[0.3579035,0.001335641,0.002667493,0.01268094,0.005964429,0.00471793,0.003226047,0.008099164,0.002112353],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1151777,"about_ca_system_score_gemma":0.3241117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7628722,"about_ca_topic_score_gemma":0.8037232,"domain_scores_codex":[0.9337578,0.02174246,0.006268893,0.002204912,0.03300697,0.003018834],"domain_scores_gemma":[0.5128862,0.1028147,0.009199968,0.008159203,0.36273,0.004209817],"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":[0.00007818151,0.00001533636,0.0005673657,0.005789341,0.0001095971,0.0001365752,0.002722516,0.001124757,0.0001534387,0.02880519,0.9246962,0.03580154],"study_design_scores_gemma":[0.00004168205,0.00001803462,0.001219358,0.02081512,0.0002151676,0.00004810233,0.003045564,0.0005053536,0.0003717753,0.006594926,0.9670107,0.0001141308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002462389,0.1153218,0.009544819,0.7751242,0.05177962,0.002874062,0.00617869,0.000226772,0.03648757],"genre_scores_gemma":[0.2023586,0.3289369,0.08133163,0.2983117,0.02517509,0.0103912,0.00660706,0.0008196377,0.04606824],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8848224,"threshold_uncertainty_score":0.8356763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05092021297072856,"score_gpt":0.3318957434385769,"score_spread":0.2809755304678483,"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."}}