{"id":"W3006030517","doi":"10.1097/aia.0000000000000275","title":"The opioid epidemic and how anesthesiologists can help","year":2020,"lang":"en","type":"article","venue":"International Anesthesiology Clinics","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Opioid epidemic; Opioid; MEDLINE; Anesthesia; Emergency medicine; Intensive care medicine; Medical emergency; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002625201,0.0001875194,0.0003249074,0.00003391976,0.0001244322,0.00002876784,0.000258304,0.0001683974,0.00002530106],"category_scores_gemma":[0.001334891,0.0001176203,0.0001087916,0.0000680627,0.0003308068,0.00003539744,0.00008177333,0.0002719982,0.00006087636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003971782,"about_ca_system_score_gemma":0.0001216637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001514315,"about_ca_topic_score_gemma":0.000009690629,"domain_scores_codex":[0.9987891,0.0001172173,0.0002902976,0.000391988,0.0001706863,0.0002406952],"domain_scores_gemma":[0.9983561,0.0009524513,0.0001593448,0.00022549,0.0001288224,0.0001778171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005324233,0.0001012907,0.9591344,0.00002508002,0.0001904866,0.0003064115,0.0005326348,0.00000680119,0.0001696558,0.002520435,0.004336973,0.03214339],"study_design_scores_gemma":[0.001494191,0.001406342,0.702933,0.00003261346,0.0000875695,0.0004397202,0.0006228613,0.001150328,0.0001622004,0.002367243,0.289107,0.0001969302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8215954,0.001354447,0.00001085007,0.1763058,0.0002125525,0.0002597579,0.000008413509,0.00007223015,0.0001805986],"genre_scores_gemma":[0.9766988,0.003527184,0.0005391383,0.01815762,0.0003444469,0.00004579877,0.00007130115,0.00002226881,0.0005934557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.28477,"threshold_uncertainty_score":0.4796416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03687222983689138,"score_gpt":0.3124353444171466,"score_spread":0.2755631145802552,"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."}}