{"id":"W3188621347","doi":"10.3899/jrheum.201611","title":"Variations in Pediatric Rheumatology Workforce and Care Processes Across Canada","year":2021,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of Calgary; Western University; SickKids Foundation","funders":"","keywords":"Medicine; Workforce; Triage; Multidisciplinary approach; Family medicine; Ambulatory; Health care; Pediatrics; Physical therapy; Internal medicine; Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003782714,0.00009551505,0.0005098376,0.00006146812,0.0001251157,0.00001087657,0.0001388442,0.00008980604,0.00004923649],"category_scores_gemma":[0.001222037,0.00006617004,0.00002996926,0.0004259312,0.0000965964,0.00007384364,0.00007847672,0.0004388872,0.000002381416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000695396,"about_ca_system_score_gemma":0.003751462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02713039,"about_ca_topic_score_gemma":0.2787713,"domain_scores_codex":[0.998623,0.000175168,0.0006114185,0.00008934298,0.0002101428,0.0002909081],"domain_scores_gemma":[0.9984645,0.0004765684,0.0002742503,0.000164623,0.0005452748,0.00007479846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001294903,0.0000339466,0.9907936,0.0005207489,0.00004158831,0.0001187127,0.004708124,0.00003560832,0.00001183623,0.0002137324,0.0009111154,0.002481524],"study_design_scores_gemma":[0.009150328,0.0005051788,0.8101213,0.0008149329,0.0002593299,0.07960405,0.07530712,0.0002247671,0.0003169032,0.0007502771,0.02250684,0.0004389531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714416,0.0246601,0.00009157906,0.00328024,0.0001435089,0.00008282515,0.000002392753,0.000004171534,0.000293595],"genre_scores_gemma":[0.9828669,0.01685399,0.00007198566,0.00009558235,0.000005124476,0.000002704466,0.000003344345,0.00001040904,0.00008998755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2516409,"threshold_uncertainty_score":0.9793481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424901124306323,"score_gpt":0.2893694254910745,"score_spread":0.2751204142480113,"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."}}