{"id":"W4400930308","doi":"10.1111/add.16625","title":"Alcohol‐Specific Inpatient Diagnoses in Germany: A Retrospective Cross‐Sectional Analysis of Primary and Secondary Diagnoses from 2012 to 2021","year":2024,"lang":"en","type":"article","venue":"Addiction","topic":"Alcoholism and Thiamine Deficiency","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Medical diagnosis; Medicine; Retrospective cohort study; Alcohol; Pediatrics; Emergency medicine; Internal medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008845103,0.0003504847,0.0005087449,0.002234488,0.0003370408,0.0007485682,0.000543437,0.0004025894,0.001128348],"category_scores_gemma":[0.001950091,0.0004049821,0.0006426228,0.002945712,0.0002783588,0.0007725797,0.0009257226,0.0003197662,0.0003062863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001318282,"about_ca_system_score_gemma":0.0007595077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02986064,"about_ca_topic_score_gemma":0.03591681,"domain_scores_codex":[0.9986754,0.0002217273,0.0002290202,0.000335846,0.0002376721,0.0003002709],"domain_scores_gemma":[0.9985929,0.0001334665,0.0008707812,0.00007662801,0.0001590666,0.0001671971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000476246,0.00001776569,0.9979086,0.00004586381,0.00007835721,0.00008350561,0.00007376291,0.00005090774,0.00008413399,0.00001879381,0.0003696444,0.001221185],"study_design_scores_gemma":[0.000002234437,0.00001584643,0.9994273,0.0000155643,0.00002311115,0.00009104575,0.0001118028,0.0000665842,0.0000311505,0.000004503077,0.000208862,0.000002073472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918527,0.0009273767,0.0001245717,0.00006652178,0.00001177072,0.00002976642,0.006490157,0.000009193055,0.0004879805],"genre_scores_gemma":[0.9939271,0.0004823961,0.0001256331,0.00007845808,0.00001178017,0.00003998981,0.005173862,0.000003196527,0.0001577264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02986064,"threshold_uncertainty_score":0.05937368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620884978944739,"score_gpt":0.2852295008777724,"score_spread":0.2690206510883251,"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."}}