{"id":"W4388744801","doi":"10.1213/ane.0000000000006774","title":"Supply Demand Ratio: The Canadian Anesthesia Workforce","year":2023,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Workforce planning; Attrition; Demographics; Health care; Nursing; Family medicine; Demography; Economic growth","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002505177,0.0006273226,0.0003920874,0.006227339,0.003180217,0.003894279,0.001749375,0.001160516,0.01782495],"category_scores_gemma":[0.01254941,0.0002762095,0.0007776831,0.01279326,0.0009395847,0.002354368,0.00141213,0.001867832,0.001341614],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06478187,"about_ca_system_score_gemma":0.06665635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9849793,"about_ca_topic_score_gemma":0.9864469,"domain_scores_codex":[0.995836,0.0002013217,0.0001329118,0.0002492366,0.002934693,0.0006457741],"domain_scores_gemma":[0.9914104,0.0005995039,0.0004693994,0.0001192757,0.006615222,0.0007862475],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001065289,0.00005638393,0.1288152,0.00125817,0.0002066262,0.0005469924,0.003502122,0.001299321,0.0003815639,0.0271318,0.6176075,0.2190877],"study_design_scores_gemma":[0.00003853158,0.00004966254,0.3014736,0.001277141,0.0002085693,0.0007900074,0.01270856,0.002747578,0.0004432491,0.004369485,0.6757167,0.000176865],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.147286,0.06884858,0.003827835,0.3018045,0.005368451,0.0002981261,0.07061832,0.0005143259,0.4014338],"genre_scores_gemma":[0.8622912,0.04673233,0.003279067,0.03204067,0.002146797,0.0001783419,0.02039082,0.0002719382,0.03266884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9974948,"threshold_uncertainty_score":0.4700276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04262660650625795,"score_gpt":0.3693334564792529,"score_spread":0.326706849972995,"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."}}