{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008865247,0.0006596143,0.0008348002,0.002057497,0.0004873161,0.0009900753,0.0006854185,0.0009587689,0.004487449],"category_scores_gemma":[0.002021961,0.0001719835,0.0004747665,0.001233099,0.0004771625,0.000873411,0.0009728599,0.002099895,0.002143526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116015,"about_ca_system_score_gemma":0.00245164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00702429,"about_ca_topic_score_gemma":0.01524018,"domain_scores_codex":[0.999395,0.0001676064,0.0001158327,0.00005917741,0.000215916,0.00004647077],"domain_scores_gemma":[0.9993717,0.000158559,0.0000597298,0.0000199032,0.0003198934,0.00007026496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001132062,0.00009623824,0.007193829,0.003730208,0.00006529765,0.004150609,0.0008281809,0.0002585953,0.002415718,0.004466178,0.09445727,0.8822245],"study_design_scores_gemma":[0.00005681076,0.0001614011,0.02184834,0.007053976,0.0001521208,0.02171051,0.00119398,0.0002747494,0.001016624,0.006644293,0.9398009,0.00008635683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004486301,0.9015926,0.01180639,0.0300085,0.003052122,0.0002344052,0.0004164438,0.0004203233,0.04798305],"genre_scores_gemma":[0.03879507,0.9073858,0.02367062,0.0113465,0.004925968,0.0002775814,0.0007902988,0.00005433424,0.01275369],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00702429,"threshold_uncertainty_score":0.01501203,"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."}}