{"id":"W4220803112","doi":"10.3899/jrheum.210938","title":"Healthcare Utilization and Costs for Musculoskeletal Disorders in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Ambulatory care; Specialty; Health care; Emergency department; Ambulatory; Emergency medicine; Population; Family medicine; Indirect costs; Total cost; Diagnosis code; Medical emergency; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004016686,0.0003562372,0.0003252178,0.002270309,0.001742932,0.001292659,0.0008816688,0.0003026607,0.002984833],"category_scores_gemma":[0.002947039,0.0002766096,0.0006281389,0.005099608,0.0003867393,0.0003767681,0.000638184,0.0005067789,0.0002125507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05366179,"about_ca_system_score_gemma":0.06611232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.996872,"about_ca_topic_score_gemma":0.9979675,"domain_scores_codex":[0.9985867,0.00007465492,0.0001361474,0.0001020512,0.0007381476,0.0003622714],"domain_scores_gemma":[0.9973785,0.00009862305,0.0006919844,0.00003415969,0.001205235,0.000591569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009827458,0.00005563927,0.9530426,0.0004333949,0.0002448457,0.0002093833,0.0004053649,0.0008845523,0.0001503848,0.0004017919,0.02526158,0.01881221],"study_design_scores_gemma":[0.00002754419,0.00002034245,0.9927185,0.0001733993,0.00005322057,0.0000961371,0.0003733153,0.0005985704,0.00003258959,0.00005388428,0.0058407,0.00001168187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8299902,0.01480711,0.0003818147,0.006256938,0.0001601738,0.0002949277,0.1241986,0.000119966,0.02379029],"genre_scores_gemma":[0.9683282,0.005963583,0.0006509565,0.0006555832,0.00006210232,0.00009619587,0.02023113,0.00001600722,0.003996145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05366179,"threshold_uncertainty_score":0.3893454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201527919110581,"score_gpt":0.2746014984297375,"score_spread":0.2625862192386317,"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."}}