{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004811691,0.0000628007,0.0002242677,0.00008497859,0.000122329,0.000001830123,0.00005963668,0.00002542466,0.00007203312],"category_scores_gemma":[0.0001139068,0.00004338433,0.00005155842,0.00009173264,0.00004988992,0.00003247097,0.00002553674,0.0002552852,6.091803e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003417189,"about_ca_system_score_gemma":0.0007792817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8667378,"about_ca_topic_score_gemma":0.9929897,"domain_scores_codex":[0.9991549,0.0001748832,0.0003179037,0.00006295684,0.0001599748,0.0001294216],"domain_scores_gemma":[0.9994052,0.000238492,0.0001707523,0.00007263322,0.00006421969,0.00004872469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006712809,0.0001018501,0.9694164,0.000227391,0.00004514833,0.000001544254,0.001772317,0.0001415416,0.00002530217,0.001487954,0.00246261,0.02364671],"study_design_scores_gemma":[0.004063345,0.00228384,0.9592189,0.00009266715,0.00007028654,0.001233838,0.01035543,0.0006188998,0.000001634815,0.002195258,0.01974723,0.0001186501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817786,0.001128114,0.0001471324,0.01625991,0.0002710673,0.0003450961,0.000002876412,0.000001917831,0.00006524881],"genre_scores_gemma":[0.9993201,0.0003242446,0.00008310162,0.0001920682,0.000002167982,0.00001246594,0.000009808494,0.000007534263,0.00004849276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1262518,"threshold_uncertainty_score":0.1769162,"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."}}