{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007696213,0.0001981596,0.0005853653,0.0002462775,0.00005070752,0.000006574021,0.00007991201,0.0002643619,0.003442093],"category_scores_gemma":[0.001360998,0.0002166122,0.00007007218,0.0007123733,0.00006555207,0.00004133469,0.00004523069,0.0003394998,0.00002753264],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005566187,"about_ca_system_score_gemma":0.03982648,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9998348,"about_ca_topic_score_gemma":0.999979,"domain_scores_codex":[0.9967152,0.0008373309,0.000605404,0.000411878,0.000804834,0.000625278],"domain_scores_gemma":[0.9979652,0.0002543823,0.0001375883,0.0004079871,0.0008580421,0.0003768558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001059833,0.0002880016,0.483664,0.001521808,0.00008631871,0.00002180622,0.02145632,0.0004034378,0.0002214961,0.005969808,0.009701873,0.4765591],"study_design_scores_gemma":[0.001503346,0.0003025872,0.9596371,0.002586795,0.00009865526,0.00001453889,0.003910172,0.0005443565,0.0001214112,0.002302477,0.02878939,0.0001891445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7024673,0.03652345,0.000006038362,0.2577856,0.00121574,0.0006729227,0.0001475537,0.000005176243,0.001176228],"genre_scores_gemma":[0.9905305,0.001113435,0.000322504,0.003768304,0.0002112517,0.00009489535,0.0003321841,0.00002608527,0.00360084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.47637,"threshold_uncertainty_score":0.9982513,"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."}}