{"id":"W2030768130","doi":"10.1097/mcg.0000000000000176","title":"Predictive Scores in Primary Biliary Cirrhosis","year":2014,"lang":"en","type":"article","venue":"Journal of Clinical Gastroenterology","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alberta Innovates - Health Solutions; Yale University","keywords":"Medicine; Primary biliary cirrhosis; Gastroenterology; Internal medicine; Ursodeoxycholic acid; Autoimmune hepatitis; Primary sclerosing cholangitis; Cirrhosis; Overlap syndrome; Liver disease; Cohort; Serology; Hepatitis; Antibody; Disease; Immunology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001587877,0.0001014771,0.0007884513,0.0001531068,0.00001611516,0.000005226608,0.0001633961,0.0001138033,0.00008582872],"category_scores_gemma":[0.001190225,0.00007349431,0.0003843103,0.00006329719,0.0002039611,0.0001016806,0.00007970465,0.0007563472,0.000008654765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003997414,"about_ca_system_score_gemma":0.0001125614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008975828,"about_ca_topic_score_gemma":0.000003979296,"domain_scores_codex":[0.997574,0.0005721673,0.00128048,0.0001360938,0.000206487,0.0002307521],"domain_scores_gemma":[0.9983578,0.0004584643,0.0005287168,0.000212231,0.000175341,0.00026743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008892849,0.0009924977,0.9838446,0.00003320364,0.0001344801,0.00006616121,0.00002563661,0.00001101319,0.00007138646,0.000006437544,0.001563765,0.004357926],"study_design_scores_gemma":[0.005935093,0.01094616,0.9813851,0.0001486815,0.0001730009,0.0002047532,0.00002570858,0.0001742017,0.000007140997,0.0002210724,0.0007488962,0.00003023454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956642,0.00009750968,0.0006864016,0.002256732,0.000591697,0.00009516576,0.0000032304,0.000006533725,0.0005985777],"genre_scores_gemma":[0.9926328,0.0002706682,0.0008799514,0.005538767,0.0006323971,0.000001526485,0.000003214746,0.000009914483,0.00003073454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009953665,"threshold_uncertainty_score":0.3285994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02931293478523738,"score_gpt":0.3416993067561162,"score_spread":0.3123863719708788,"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."}}