{"id":"W4401327834","doi":"10.1073/pnas.2401331121","title":"Sex bias in pain management decisions","year":2024,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, University of Missouri; National Institutes of Health; Ben-Gurion University of the Negev; Hebrew University of Jerusalem; National Institute on Aging; King's College London; University of Missouri; Hadassah Medical Organization; Azrieli Foundation; Israel Science Foundation","keywords":"Pain management; Psychology; Medicine; Physical therapy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001840688,0.00006431981,0.0001139988,0.0003301418,0.00004736097,0.00001652093,0.0002512888,0.00003697315,0.00001911824],"category_scores_gemma":[0.0004255526,0.00003790606,0.00006250676,0.001095933,0.0002149955,0.0001356258,0.00008526487,0.0001010844,0.000004348882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000601081,"about_ca_system_score_gemma":0.00003138466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004479023,"about_ca_topic_score_gemma":4.771113e-8,"domain_scores_codex":[0.9985072,0.000004939321,0.0002367476,0.0001953534,0.0009506083,0.000105152],"domain_scores_gemma":[0.9996408,0.0002071708,0.00006394533,0.000006011595,0.00005791017,0.00002417959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008414193,0.001102968,0.2156639,0.001709778,0.0003002976,9.314639e-7,0.004282949,0.0002455839,0.04563107,0.6169155,0.02415433,0.08990856],"study_design_scores_gemma":[0.0008530801,0.0002385985,0.6795677,0.003240152,0.0001016886,0.00002316423,0.003440924,0.01058929,0.06321549,0.2327455,0.005800589,0.0001838884],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535265,0.0008384648,0.000002143362,0.01424387,0.00002231739,0.0003726544,0.000006057325,0.00002100568,0.03096702],"genre_scores_gemma":[0.9964067,0.0001603137,0.002238987,0.0003327065,0.0000231088,0.000019751,1.351215e-7,0.000003404882,0.0008148779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4639038,"threshold_uncertainty_score":0.1545764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08339638671941633,"score_gpt":0.3565649589916774,"score_spread":0.273168572272261,"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."}}