{"id":"W2050899156","doi":"10.1002/acr.20064","title":"Health care utilization for musculoskeletal disorders","year":2010,"lang":"en","type":"article","venue":"Arthritis Care & Research","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Ambulatory; Ambulatory care; Emergency department; Population; Health care; Emergency medicine; Orthopedic surgery; Family medicine; Medical emergency; Environmental health; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005010304,0.0001481216,0.0002712414,0.000275497,0.0005209787,0.00004445275,0.000114122,0.0001574575,0.0001550709],"category_scores_gemma":[0.0004951055,0.0001366976,0.0002590844,0.0004185984,0.0003059955,0.00012103,0.000052513,0.0005317582,0.00004148501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001016,"about_ca_system_score_gemma":0.0004499558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004626143,"about_ca_topic_score_gemma":0.01061009,"domain_scores_codex":[0.9978401,0.0001323131,0.0002889922,0.0004613092,0.0006597551,0.0006175181],"domain_scores_gemma":[0.9981321,0.0001751729,0.00004000289,0.0004267346,0.0009513697,0.0002746597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006702301,0.0001077384,0.00630833,0.001371669,0.00001371037,0.000001367926,0.006729783,0.000001222349,0.001046344,0.00373052,0.003042259,0.97758],"study_design_scores_gemma":[0.01135467,0.008523918,0.2447384,0.0006668191,0.00002984971,0.00002009843,0.09985965,0.0002289534,0.0004800936,0.003019019,0.6303902,0.0006883162],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559903,0.01891462,0.000725213,0.009892544,0.0006656788,0.004285607,0.0000926476,0.0001471297,0.009286278],"genre_scores_gemma":[0.9954516,0.001299086,0.001528574,0.000140486,0.0002726799,0.0003850514,0.0006978208,0.00004975195,0.0001749119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9768917,"threshold_uncertainty_score":0.5920681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02838716610037095,"score_gpt":0.4145631543123929,"score_spread":0.3861759882120219,"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."}}