{"id":"W7161479032","doi":"10.23889/ijpds.v9i5.2705","title":"Integrating multiple administrative databases to improve the validation and ascertainment of alcohol-related hepatitis","year":2024,"lang":"en","type":"article","venue":"PubMed Central","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Hepatitis C; Hepatitis; Data collection; MEDLINE; Hepatitis B","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":[0.06185625,0.001054365,0.004424104,0.02122243,0.001116426,0.005553163,0.003350952,0.001318928,0.00449114],"category_scores_gemma":[0.1842399,0.00131384,0.003171965,0.02902473,0.0004227069,0.003713293,0.004604934,0.001326612,0.0009462124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001564177,"about_ca_system_score_gemma":0.01318479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03068454,"about_ca_topic_score_gemma":0.05440864,"domain_scores_codex":[0.9020268,0.04538397,0.03728839,0.004895286,0.008472279,0.001933174],"domain_scores_gemma":[0.6923434,0.1621443,0.04717192,0.03652811,0.05868854,0.003123863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001301344,0.0005358956,0.7395851,0.02311535,0.01519952,0.000522504,0.001513631,0.00146035,0.001654895,0.003388299,0.03785867,0.1738645],"study_design_scores_gemma":[0.0009996998,0.0003895737,0.8957622,0.008217444,0.01473257,0.0007003415,0.001801832,0.005391722,0.002390506,0.003796109,0.06561157,0.0002063567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4000451,0.09538768,0.09478226,0.01459217,0.002997645,0.008504156,0.352005,0.001731742,0.02995431],"genre_scores_gemma":[0.7093767,0.0204112,0.1182711,0.003880659,0.001178735,0.004209103,0.1407277,0.0003376583,0.001607153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06185625,"threshold_uncertainty_score":0.327131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0850710451306465,"score_gpt":0.3653346821050014,"score_spread":0.2802636369743549,"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."}}