{"id":"W4387700429","doi":"10.1097/txd.0000000000001547","title":"A Comprehensive Review of Liver Allograft Fibrosis and Steatosis: From Cause to Diagnosis","year":2023,"lang":"en","type":"review","venue":"Transplantation Direct","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"Banting and Best Diabetes Centre, University of Toronto; Mitacs","keywords":"Medicine; Nonalcoholic fatty liver disease; Cirrhosis; Liver transplantation; Fibrosis; Context (archaeology); Steatosis; Intensive care medicine; Disease; Diabetes mellitus; Fatty liver; Transplantation; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007338075,0.0004376936,0.002266721,0.0002336108,0.00003960513,0.00001551687,0.00009073064,0.0001441375,0.0002082702],"category_scores_gemma":[0.00002932314,0.0003368579,0.0005698404,0.0004507779,0.00004122552,0.00004969694,0.00002263069,0.0001144894,0.0001670448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006245299,"about_ca_system_score_gemma":0.0001141174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000702112,"about_ca_topic_score_gemma":0.00004299276,"domain_scores_codex":[0.9980289,0.0001964999,0.0006822365,0.0005550049,0.0003367981,0.0002005756],"domain_scores_gemma":[0.9980049,0.001025436,0.0002216309,0.0003508958,0.0001203139,0.0002768912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006025403,0.0003154852,0.001135988,0.5972623,0.003472127,0.0004421478,0.0003863338,1.813888e-7,9.785733e-7,0.00000596914,0.003486981,0.3934312],"study_design_scores_gemma":[0.0006585182,0.0002326475,0.01078092,0.5304608,0.03606918,0.00002211418,0.00001121631,4.60441e-7,0.0000351311,0.000001778298,0.4213977,0.0003295266],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004324524,0.9916914,0.000001806595,0.0000978532,0.00006811229,0.002706151,0.004809966,0.00009744003,0.00009485057],"genre_scores_gemma":[0.00005718525,0.9943029,0.0002238844,0.0004530729,0.00005452399,0.001844851,0.002947757,0.00007094167,0.00004490351],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4179108,"threshold_uncertainty_score":0.9999083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0865383449326887,"score_gpt":0.355776340175021,"score_spread":0.2692379952423323,"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."}}