{"id":"W4200120817","doi":"10.1177/15589447211063585","title":"Opioid Medication Disposal Among Patients Following Hand Surgery","year":2021,"lang":"en","type":"article","venue":"Hand","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Opioid; Hand surgery; Anesthesia; Physical therapy; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007632347,0.0001152775,0.0002462779,0.00005886718,0.0001251439,0.00004571027,0.00002823679,0.00006543271,0.0001646712],"category_scores_gemma":[0.0002081868,0.0001006966,0.0001363492,0.000140757,0.00005246493,0.00008376077,0.00002953064,0.00007187887,0.00006074985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005895499,"about_ca_system_score_gemma":0.0001959223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005925719,"about_ca_topic_score_gemma":0.00003829714,"domain_scores_codex":[0.9990185,0.00003001554,0.0002013542,0.0002412353,0.0003149209,0.0001939838],"domain_scores_gemma":[0.9993961,0.00008613816,0.00005090162,0.0002543207,0.00007736866,0.0001351229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002772302,0.0004121815,0.9885256,0.00006049468,0.0001224324,0.0001552296,0.000922375,2.912166e-7,0.001471905,0.000009055119,0.002290372,0.006002283],"study_design_scores_gemma":[0.001874525,0.00004907076,0.967874,0.0002498935,0.0001872843,0.000004888559,0.0001463841,0.00002421615,0.02588242,0.00004376463,0.003553255,0.0001103169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969399,0.0009198589,0.0001413973,0.0003249417,0.0006375803,0.0001912747,0.000008106123,0.00003028242,0.0008066446],"genre_scores_gemma":[0.9978341,0.00008202046,0.00017775,0.0001750513,0.00008762888,0.00003471924,0.000640344,0.00002154013,0.0009468284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02441052,"threshold_uncertainty_score":0.410629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0106292773050941,"score_gpt":0.2494124554295953,"score_spread":0.2387831781245012,"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."}}