{"id":"W4388509547","doi":"10.58931/cibdt.2023.1317","title":"Practical approach to abnormal liver enzymes in patients with inflammatory bowel disease","year":2023,"lang":"en","type":"article","venue":"Canadian IBD Today","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Inflammatory bowel disease; Medicine; Gastrointestinal tract; Ulcerative colitis; Disease; Inflammatory Bowel Diseases; Gastroenterology; Liver disease; Primary sclerosing cholangitis; Internal medicine","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":[0.0000996223,0.0001322738,0.000139904,0.0003245268,0.00008458005,0.00002675716,0.00008725108,0.00005346154,0.0001665754],"category_scores_gemma":[0.0001547308,0.0001135597,0.0000411007,0.0003512205,0.00005208817,0.0001680969,0.00003939008,0.000194849,0.0003465253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000270494,"about_ca_system_score_gemma":0.001258459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01565599,"about_ca_topic_score_gemma":0.008144915,"domain_scores_codex":[0.9989014,0.00004767451,0.0001364972,0.0002246553,0.0002331726,0.0004566408],"domain_scores_gemma":[0.9978046,0.0000293647,0.00002241119,0.0003404926,0.00007748363,0.001725595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003353405,0.0001491955,0.9675838,0.00008964448,0.0000311468,0.0004279791,0.0003810432,0.00002392664,3.407684e-7,0.001158993,0.02940482,0.0004137843],"study_design_scores_gemma":[0.001071107,0.0001084582,0.9835654,0.00006111518,0.00004848408,0.000001935643,0.0001588196,0.0002324949,0.000003846561,0.000006660788,0.01458922,0.0001524755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938143,0.00007821059,0.000005705693,0.001165812,0.00007724151,0.0006339064,0.00009637379,0.00004972025,0.004078722],"genre_scores_gemma":[0.9968776,0.000007439846,0.0001327116,0.00160799,0.00007224742,0.00005096085,0.0002222328,0.00002631774,0.001002487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01598159,"threshold_uncertainty_score":0.9908988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01465576574461647,"score_gpt":0.2320858865555291,"score_spread":0.2174301208109126,"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."}}