{"id":"W4311654207","doi":"10.1038/s41575-022-00723-6","title":"Advancing alcohol-related liver disease: from novel biomarkers to refining selection for liver transplantation","year":2022,"lang":"en","type":"review","venue":"Nature Reviews Gastroenterology & Hepatology","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Liver transplantation; Liver disease; Alcoholic hepatitis; Alcoholic liver disease; Biomarker discovery; Disease; Bioinformatics; Hepatitis; Biomarker; Transplantation; Computational biology; Proteomics; Internal medicine; Cirrhosis; Biology; Biochemistry; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001229687,0.0008683313,0.004117427,0.0008465399,0.0003205121,0.00001384949,0.0003169484,0.001368938,0.0009440827],"category_scores_gemma":[0.0006759643,0.0007675266,0.001273888,0.0005483751,0.0000998288,0.00009201653,0.00009636917,0.00268792,0.0001591861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008094322,"about_ca_system_score_gemma":0.0004872665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007848861,"about_ca_topic_score_gemma":0.0005637107,"domain_scores_codex":[0.9940917,0.001335209,0.001759315,0.001479023,0.0002849951,0.001049693],"domain_scores_gemma":[0.9966637,0.0008938347,0.001108266,0.0005629504,0.0001264641,0.0006447898],"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":[0.002691269,0.000316066,0.005138525,0.05969085,0.001240408,0.000391455,0.0001057399,0.000001336166,0.0000188586,0.00009899589,0.01168423,0.9186223],"study_design_scores_gemma":[0.001948782,0.0008673111,0.001120879,0.007768665,0.007148095,0.001624882,0.000002181483,0.0001553015,3.713003e-7,0.000003298442,0.979039,0.0003213069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000417811,0.9886317,0.00232931,0.0008885984,0.001674165,0.005390309,0.0004710325,0.0001639856,0.00003308423],"genre_scores_gemma":[0.0000734787,0.9769188,0.005119985,0.009507862,0.0002760413,0.002893798,0.004975627,0.000142861,0.0000915184],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9673547,"threshold_uncertainty_score":0.9999692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09126452951370177,"score_gpt":0.4059632697730216,"score_spread":0.3146987402593198,"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."}}