{"id":"W3019879730","doi":"10.3138/canlivj-2019-0025","title":"Optimizing patients with non-alcoholic fatty liver disease pre-transplant","year":2020,"lang":"en","type":"review","venue":"Canadian Liver Journal","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Steatohepatitis; Fatty liver; Liver transplantation; Cirrhosis; Metabolic syndrome; Intensive care medicine; Disease; Liver disease; Chronic liver disease; Transplantation; Diabetes mellitus; Alcoholic liver disease; Internal medicine; Malignancy; Obesity","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007123841,0.0007051613,0.001542247,0.0004501194,0.0003302819,0.0001713917,0.0002979192,0.0001957563,0.0007444872],"category_scores_gemma":[0.00002155362,0.0004836145,0.0008173558,0.00028371,0.00008156626,0.0001863277,0.00002966658,0.0008702531,0.0002870898],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00148767,"about_ca_system_score_gemma":0.005890233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003785316,"about_ca_topic_score_gemma":0.002262575,"domain_scores_codex":[0.9974824,0.0001131003,0.000534103,0.0005672659,0.0005559931,0.0007471683],"domain_scores_gemma":[0.9929477,0.00005966299,0.0003203092,0.0004021489,0.0002076339,0.006062576],"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":[0.0002631811,0.0007188048,0.0459207,0.01407753,0.004969972,0.06254867,0.0008654667,0.000007137118,8.872806e-9,0.00002148047,0.008512819,0.8620942],"study_design_scores_gemma":[0.002136658,0.0003963177,0.08604362,0.03150598,0.01678716,0.000471779,0.000007991581,0.00002340642,1.132698e-7,0.000001121166,0.8619841,0.0006417325],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004958417,0.9955985,0.00001830403,0.0001207696,0.0002509792,0.001681226,0.001464713,0.00002393132,0.0003457673],"genre_scores_gemma":[0.002869106,0.9943189,0.0003144821,0.0006716825,0.0006810003,0.00009859572,0.0008080829,0.000130764,0.0001073961],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8614525,"threshold_uncertainty_score":0.9997616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02229599308661636,"score_gpt":0.2577142142305434,"score_spread":0.235418221143927,"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."}}