{"id":"W4414296635","doi":"10.1111/add.70190","title":"Refining cause of death attribution among opioid, opioid‐stimulant and stimulant acute toxicity deaths","year":2025,"lang":"en","type":"article","venue":"Addiction","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"National Institute on Drug Abuse","keywords":"Fentanyl; Context (archaeology); Stimulant; Drug overdose; Cause of death; Poison control; Opioid; Opioid overdose; Injury prevention","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":[0.0001446397,0.0002119906,0.0003905758,0.000219266,0.0001319273,0.00001731471,0.00005192127,0.000157539,0.00003598531],"category_scores_gemma":[0.0000695963,0.0001889685,0.00008598835,0.0002652837,0.0000651041,0.0001251224,0.00006900529,0.0001763565,0.000008928136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257967,"about_ca_system_score_gemma":0.000127257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007161659,"about_ca_topic_score_gemma":0.00005126923,"domain_scores_codex":[0.9987295,0.00004421527,0.000375643,0.0003629414,0.0002328498,0.0002549016],"domain_scores_gemma":[0.9992228,0.00007931578,0.0001283703,0.0003274179,0.0001358276,0.0001062347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006489341,0.0006102246,0.9483059,0.000220559,0.001239132,0.00009265047,0.0006443836,0.000101423,0.01158895,0.002285078,0.0008547856,0.03340798],"study_design_scores_gemma":[0.003258337,0.001035661,0.9681543,0.0006496087,0.001602827,0.00003212841,0.00009922936,0.004389948,0.01940916,0.0001994287,0.0009989692,0.0001704033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928855,0.001285791,0.004122948,0.000140421,0.0002583806,0.0004240717,0.0001186272,0.0001256974,0.0006385815],"genre_scores_gemma":[0.997065,0.0006665729,0.001009154,0.0001124817,0.00004583688,0.00005250642,0.0004103874,0.00001787686,0.0006201552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03323758,"threshold_uncertainty_score":0.7705913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0164384560873831,"score_gpt":0.2936530548589814,"score_spread":0.2772145987715983,"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."}}