{"id":"W3199486974","doi":"10.1101/2021.09.15.21263635","title":"The Geography of Chronic Pain in the United States and Canada","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute on Aging","keywords":"Demography; Socioeconomic status; Geographic variation; Geography; Population; Chronic pain; Epidemiology; Indigenous; Proxy (statistics); Regional variation; Medicine; Physical therapy; Political science; Sociology; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003897565,0.0002639551,0.0003606543,0.004207499,0.003653431,0.002673218,0.0007291384,0.0002231626,0.004221918],"category_scores_gemma":[0.003098352,0.0002062708,0.0005005498,0.01081841,0.001206425,0.0004724341,0.001819138,0.0004631229,0.0002358507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02681621,"about_ca_system_score_gemma":0.04456054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9961468,"about_ca_topic_score_gemma":0.9973997,"domain_scores_codex":[0.9991004,0.0001031339,0.00005723321,0.000101279,0.0003004566,0.0003374247],"domain_scores_gemma":[0.9978257,0.0001516424,0.0003403062,0.00004971196,0.001071117,0.0005615288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006348895,0.000035774,0.946936,0.0002953926,0.0001722865,0.0003681461,0.003435044,0.0008792546,0.0002111948,0.004246054,0.0127926,0.03056478],"study_design_scores_gemma":[0.000006683008,0.00000987177,0.9861398,0.0001900881,0.0000296705,0.0001256657,0.006289749,0.0002904826,0.00003432772,0.0003954608,0.006464659,0.00002356096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.893559,0.01171517,0.0007482847,0.0061071,0.0001418077,0.0002177911,0.03527501,0.00005385466,0.05218194],"genre_scores_gemma":[0.9905228,0.004235777,0.0004754613,0.0003154889,0.00002577824,0.00004778908,0.002801396,0.00001169596,0.001563829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02681621,"threshold_uncertainty_score":0.1945661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007015287139655007,"score_gpt":0.2420335102499766,"score_spread":0.2350182231103216,"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."}}