{"id":"W4229041679","doi":"10.1001/jamanetworkopen.2022.10724","title":"Effect of Mailing an At-home Disposal Kit on Unused Opioid Disposal After Surgery","year":2022,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute for Translational Medicine and Therapeutics; Hamilton Health Sciences Foundation; University of Pennsylvania","keywords":"Medicine; Opioid; Randomized controlled trial; Clinical trial; Anesthesia; Surgery; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001458099,0.0003463551,0.0008826408,0.0001227349,0.0002473877,0.00006941443,0.0004053471,0.00009583736,0.001284074],"category_scores_gemma":[0.00007207094,0.0002878168,0.0002623771,0.0004738285,0.00005544182,0.0001875542,0.0008428258,0.0003721929,0.00007908552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002839885,"about_ca_system_score_gemma":0.0001783563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001929659,"about_ca_topic_score_gemma":0.00005153123,"domain_scores_codex":[0.9969957,0.0007293504,0.0005009564,0.0005977755,0.0005943004,0.0005819123],"domain_scores_gemma":[0.9976215,0.001011734,0.0001991889,0.00088528,0.00003519432,0.0002470476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02770548,0.0009792917,0.9427713,0.0002267499,0.0003304056,0.000564121,0.0008662427,0.001550631,0.0001370109,0.0001206535,0.007547041,0.01720108],"study_design_scores_gemma":[0.007670136,0.006090227,0.9676604,0.0005632876,0.000477608,0.00005185631,0.0001628828,0.001083147,0.001223159,0.0001209732,0.01433701,0.0005593279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945408,0.0006761006,0.000005472947,0.0006791701,0.0007536944,0.001876958,0.00008908163,0.00007278519,0.001305957],"genre_scores_gemma":[0.995795,0.00005778122,0.0001621818,0.000710367,0.0004719029,0.0008652112,0.0008338328,0.0001026826,0.001001005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02488909,"threshold_uncertainty_score":0.9999574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132561113549479,"score_gpt":0.2817552277118785,"score_spread":0.2704296165763837,"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."}}