{"id":"W3138712723","doi":"10.1097/j.pain.0000000000002264","title":"Association of chronic pain with comorbidities and health care utilization: a retrospective cohort study using health administrative data","year":2021,"lang":"en","type":"article","venue":"Pain","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Newfoundland and Labrador Centre for Applied Health Research; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Chronic pain; Diagnosis code; Comorbidity; Health care; Emergency medicine; Odds; Odds ratio; Reimbursement; Poisson regression; Physical therapy; Internal medicine; Environmental health; Logistic regression; Population","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":[0.007425976,0.0001063308,0.0004105482,0.00004811125,0.000130304,0.00001399998,0.00003938001,0.00004056409,0.00003036085],"category_scores_gemma":[0.001128947,0.00008993386,0.00002285738,0.000267844,0.00005690482,0.00007403076,0.00003455008,0.0001234789,2.266898e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001123931,"about_ca_system_score_gemma":0.001456528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006075494,"about_ca_topic_score_gemma":0.004529261,"domain_scores_codex":[0.9965103,0.002299688,0.0003102601,0.0003349048,0.0003834694,0.0001613363],"domain_scores_gemma":[0.9985936,0.0003661354,0.0002863689,0.0003508182,0.0003171908,0.00008590729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000251145,0.0002777386,0.9854223,0.001335325,0.000176422,0.000002856905,0.00737935,0.00000347856,0.00002590284,0.00006718995,0.0008489072,0.004435414],"study_design_scores_gemma":[0.0009594918,0.003385358,0.953311,0.0004614812,0.00004881504,0.000002303355,0.03725978,0.004247276,0.00001588363,0.00001811911,0.0002055084,0.00008504032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.946551,0.009059702,0.02547152,0.01302435,0.0001537215,0.004885266,0.0002590666,0.00009316595,0.0005022197],"genre_scores_gemma":[0.9975381,0.0001184342,0.001088586,0.0004208559,0.00008293727,0.00001588237,0.0006175491,0.00001331914,0.0001042825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05098716,"threshold_uncertainty_score":0.3667396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07701691732963042,"score_gpt":0.390592755045165,"score_spread":0.3135758377155345,"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."}}