{"id":"W4310709738","doi":"10.1007/s11695-022-06380-7","title":"Reliability of Non-invasive Liver Fibrosis Assessment Tools Versus Biopsy in Pre- and Post-bariatric Surgery Patients with Non-alcoholic Fatty Liver Disease","year":2022,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Fatty liver; Gastroenterology; Internal medicine; Gold standard (test); Fibrosis; Liver biopsy; Biopsy; Body mass index; Prospective cohort study; Nonalcoholic fatty liver disease; Surgery; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003603696,0.0004435505,0.0006935056,0.0008072797,0.0002586682,0.001064163,0.0004183948,0.0006795064,0.0009030405],"category_scores_gemma":[0.02146597,0.0003029861,0.0008836035,0.0005955225,0.0004609808,0.0009566137,0.0008556393,0.0008282315,0.000287696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002920358,"about_ca_system_score_gemma":0.0003637485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001955469,"about_ca_topic_score_gemma":0.003493398,"domain_scores_codex":[0.9974764,0.001064728,0.0003795184,0.0003215186,0.0004631585,0.0002945866],"domain_scores_gemma":[0.9844902,0.009334192,0.003296427,0.0006798069,0.001582176,0.0006172617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002981969,0.00003286922,0.997424,0.00001665059,0.00005939831,0.00002797567,0.0001406864,0.00005071143,0.00009216862,0.00001316544,0.00005066773,0.001793512],"study_design_scores_gemma":[0.00001289174,0.0003805417,0.9978912,0.00002374051,0.00006544566,0.0001922788,0.0004827113,0.0006092866,0.0001356967,0.00004547144,0.0001531357,0.000007626484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983433,0.0004880218,0.000208542,0.00009237453,0.00003689775,0.00001097197,0.0001268446,0.000004344979,0.0006887274],"genre_scores_gemma":[0.9995135,0.00008110415,0.0001276091,0.00003662096,0.00002115757,0.000005431697,0.0001105078,0.000001564427,0.0001024475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003603696,"threshold_uncertainty_score":0.01905841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494673038432147,"score_gpt":0.2417236687810712,"score_spread":0.2267769383967497,"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."}}