{"id":"W4391785767","doi":"10.1097/sla.0000000000006235","title":"Perioperative Changes in Serum Transaminase Levels","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Perioperative; Hepatocellular carcinoma; Internal medicine; Aspartate transaminase; Gastroenterology; Incidence (geometry); Complication; Adverse effect; Alanine transaminase; Logistic regression; Surgery; Cohort","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":[0.0007251045,0.0002571199,0.0003857908,0.0004423669,0.000113064,0.0005763856,0.0001690345,0.0001628584,0.000744782],"category_scores_gemma":[0.003869255,0.00008410328,0.0003253086,0.000694069,0.000209387,0.0003740467,0.0002147442,0.0003847747,0.0001749956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002734259,"about_ca_system_score_gemma":0.0005154787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007475794,"about_ca_topic_score_gemma":0.0008268181,"domain_scores_codex":[0.9995385,0.00008573035,0.0001219848,0.0000703636,0.0001181895,0.00006521132],"domain_scores_gemma":[0.9972262,0.000510009,0.001816928,0.00008291629,0.0002227873,0.000141184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007615327,0.00003615882,0.9796085,0.00009361895,0.0001073617,0.0002176513,0.00003855251,0.000421388,0.001379434,0.00009838636,0.0001522886,0.01708513],"study_design_scores_gemma":[0.00001523656,0.0006361933,0.9941655,0.00005667998,0.0001099708,0.001152041,0.00008920518,0.001020527,0.001836119,0.0001367039,0.0007708878,0.00001084643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909998,0.004437294,0.001890059,0.0001544063,0.00004142652,0.00003501746,0.0009634547,0.0000311205,0.00144738],"genre_scores_gemma":[0.9977039,0.0009311872,0.0007343396,0.00002961094,0.0000285377,0.00002114968,0.0004225335,0.000002816847,0.0001258949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007475794,"threshold_uncertainty_score":0.003834784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5656920171122936,"score_gpt":0.3618415557239427,"score_spread":0.2038504613883508,"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."}}