{"id":"W4324020747","doi":"10.1001/jamainternmed.2023.0116","title":"Universal Precautions for People at Risk of Opioid Overdose in North America","year":2023,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute on Drug Abuse; Canada Research Chairs","keywords":"Medicine; Opioid overdose; Opioid epidemic; Psychological intervention; Opioid; Drug overdose; Opioid-Related Disorders; Intensive care medicine; Medical emergency; MEDLINE; Emergency medicine; Poison control; Psychiatry; (+)-Naloxone; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000125917,0.0001626188,0.0004892625,0.0003728418,0.00003918674,0.000002768307,0.0001229663,0.00006119556,0.0002896552],"category_scores_gemma":[0.0007010491,0.000126045,0.0001141021,0.0007122057,0.000115571,0.000057539,0.00008969566,0.0001754855,0.00007386287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003049227,"about_ca_system_score_gemma":0.00008396615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003991883,"about_ca_topic_score_gemma":0.002426163,"domain_scores_codex":[0.9987512,0.00003620725,0.0003824629,0.0002616911,0.0002970341,0.0002714417],"domain_scores_gemma":[0.9989007,0.0003757534,0.0001771335,0.0002947723,0.0001138357,0.0001378727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001705561,0.000382419,0.9559888,0.0003572055,0.0002940207,0.00009352239,0.01284044,0.0001507301,0.0006570035,0.00008203823,0.0166896,0.01075866],"study_design_scores_gemma":[0.008811127,0.002014703,0.9622762,0.0005982154,0.0002860308,0.00001625409,0.002742421,0.003172502,0.0004249307,0.000123854,0.01942434,0.0001093982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99247,0.0003362689,0.000346456,0.003860317,0.000358083,0.0007210132,0.0001936487,0.00007275659,0.001641415],"genre_scores_gemma":[0.9944317,0.001300066,0.0003112763,0.0002319564,0.0001992088,0.00008152434,0.0003690734,0.00002847012,0.003046712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01064926,"threshold_uncertainty_score":0.603456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164062384159897,"score_gpt":0.2794624902748732,"score_spread":0.2678218664332743,"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."}}