{"id":"W3135517093","doi":"10.12927/hcpol.2021.26428","title":"Evaluation of Rheumatology Workforce Supply Changes in Ontario, Canada, from 2000 to 2030","year":2021,"lang":"fr","type":"article","venue":"Healthcare policy","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System; Women's College Hospital; Southlake Regional Health Center; Research Canada; Sunnybrook Health Science Centre; McGill University Health Centre; Sinai Health System; University of Toronto; Canadian Patient Safety Institute; St Joseph's Health Care; Western University","funders":"Institute of Musculoskeletal Health and Arthritis; Alberta Medical Association; University of Toronto; Ontario Ministry of Health and Long-Term Care; Arthritis Society; Canadian Institutes of Health Research; Sunnybrook Research Institute","keywords":"Rheumatology; Workforce; Medicine; Specialty; Internal medicine; Health care; Population; Family medicine; Physical therapy; Business; Economic growth; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002178325,0.0003102592,0.0002974799,0.002295526,0.002276427,0.001593448,0.001621083,0.0004829694,0.001611495],"category_scores_gemma":[0.00809427,0.0003536412,0.0006253842,0.007314066,0.0006632449,0.0007178112,0.001169453,0.0005456679,0.0002034541],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07641277,"about_ca_system_score_gemma":0.09578214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957702,"about_ca_topic_score_gemma":0.9973469,"domain_scores_codex":[0.9976494,0.0001347982,0.0001932622,0.0001705511,0.001171254,0.0006807721],"domain_scores_gemma":[0.9914153,0.0003153128,0.001353538,0.0000931796,0.005474271,0.0013483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008627414,0.00004937284,0.9782401,0.000226732,0.00007953952,0.0001057562,0.001636255,0.0006911366,0.0001326462,0.0002144379,0.00609401,0.01244386],"study_design_scores_gemma":[0.000005681938,0.0000318725,0.9937961,0.0000563047,0.00001448094,0.00002380368,0.002046505,0.0005585162,0.00003254701,0.00002172138,0.003404922,0.00000761145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9328885,0.002611971,0.000537981,0.00452105,0.00007106522,0.0004188204,0.04881319,0.00007327116,0.0100641],"genre_scores_gemma":[0.9875671,0.001063161,0.0006210587,0.00068227,0.00001907156,0.0001874058,0.007950449,0.00001002168,0.001899565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9235872,"threshold_uncertainty_score":0.5544161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03941917231648382,"score_gpt":0.3498586468164743,"score_spread":0.3104394744999905,"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."}}