{"id":"W3025376852","doi":"10.2196/19081","title":"The Kaiser Permanente Northern California Adult Alcohol Registry, an Electronic Health Records-Based Registry of Patients With Alcohol Problems: Development and Implementation","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism","keywords":"Medicine; Alcohol use disorder; Disease registry; Population; Health care; Alcohol abuse; Cohort; Specialty; Family medicine; Disease; Environmental health; Psychiatry; Alcohol","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002212312,0.000206608,0.0003264114,0.00003799703,0.0001659026,0.00002440884,0.0001560009,0.00008252826,0.00004965519],"category_scores_gemma":[0.00005454946,0.000119783,0.00004187502,0.0001729682,0.0001340461,0.0001376552,0.00002760159,0.000264289,0.0000109889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172837,"about_ca_system_score_gemma":0.001063988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002733583,"about_ca_topic_score_gemma":0.001417612,"domain_scores_codex":[0.9977365,0.00003411428,0.0007997017,0.0001379501,0.000888717,0.0004030843],"domain_scores_gemma":[0.9985481,0.00005397175,0.0004874608,0.0002784003,0.0001994753,0.0004325905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007516806,0.0002375892,0.9223586,0.0006606868,0.0001999265,0.000005275657,0.01798401,0.000003740388,0.000001588868,0.00004871084,0.002028367,0.0557198],"study_design_scores_gemma":[0.08206699,0.0104855,0.662827,0.002604801,0.0005274186,0.00005553493,0.06058307,0.01165769,0.001574412,0.00004696563,0.1660286,0.001541996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944432,0.00008889206,0.0001940517,0.003859969,0.00002334613,0.001245825,0.00001745347,0.00005571546,0.00007158343],"genre_scores_gemma":[0.9932886,0.0001400004,0.001234737,0.004237835,0.00004284411,0.0001393582,0.0008642543,0.00002374985,0.00002866338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2595316,"threshold_uncertainty_score":0.4884609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181008180514132,"score_gpt":0.3014036902268054,"score_spread":0.2833028721753922,"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."}}