{"id":"W3018215236","doi":"10.1001/jamainternmed.2020.1091","title":"Challenges in Prediction, Diagnosis, and Treatment of Alcohol Withdrawal in Medically Ill Hospitalized Patients","year":2020,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Alcoholism and Thiamine Deficiency","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Centre on Substance Use; University of British Columbia; St. Paul's Hospital; Dalhousie University","funders":"National Institute on Drug Abuse","keywords":"Medicine; Otorhinolaryngology; Neurology; Family medicine; Psychiatry","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":[0.000189034,0.0002160337,0.0007049236,0.0002175848,0.00001219462,0.000002868936,0.00009858503,0.0001211572,0.0001081694],"category_scores_gemma":[0.001275264,0.0001433671,0.00004740392,0.0002245493,0.000226751,0.00009619566,0.00004320762,0.0001885429,0.000004384086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008951971,"about_ca_system_score_gemma":0.00003637417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005379466,"about_ca_topic_score_gemma":0.00007907254,"domain_scores_codex":[0.9981778,0.00005900365,0.0006750464,0.0003811508,0.000478385,0.0002286325],"domain_scores_gemma":[0.9991376,0.0001498664,0.0001469357,0.0001701265,0.0001259555,0.0002694466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008790735,0.0006210445,0.9502021,0.0001468144,0.00004894195,0.0001961399,0.006769584,6.943314e-7,0.00004802603,0.0000811872,0.0003830008,0.0406234],"study_design_scores_gemma":[0.02189063,0.01021647,0.962895,0.001188755,0.00007883351,0.0000263358,0.0005961254,0.0002541463,0.0002330128,0.00004291761,0.002482191,0.00009562922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663127,0.006976985,0.00001078494,0.02167912,0.0002017187,0.0005706705,0.00001667833,0.00002471744,0.004206617],"genre_scores_gemma":[0.9873088,0.01127588,0.00004648751,0.0008635522,0.0003416973,0.00007981655,0.00003374215,0.00001851369,0.00003150606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04052777,"threshold_uncertainty_score":0.5846342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04328920374700736,"score_gpt":0.294857928287662,"score_spread":0.2515687245406547,"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."}}