{"id":"W4401232084","doi":"10.33137/utmj.v101i2.41857","title":"Advancements in Non-Alcoholic Fatty Liver Disease and Nonalcoholic Steatohepatitis Treatment: From Lifestyle Interventions to Novel Therapies","year":2024,"lang":"en","type":"article","venue":"University of Toronto Medical Journal","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Steatohepatitis; Medicine; Fatty liver; Nonalcoholic fatty liver disease; Nonalcoholic steatohepatitis; Disease; Diabetes mellitus; Metabolic syndrome; Bioinformatics; Internal medicine; Intensive care medicine; Endocrinology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002565348,0.0004425949,0.0007687847,0.001013814,0.0004403487,0.001788725,0.0004727792,0.001226138,0.005346301],"category_scores_gemma":[0.002712322,0.000155838,0.0007015447,0.0007117935,0.0009214476,0.001565648,0.001086106,0.003032139,0.0008890151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001568264,"about_ca_system_score_gemma":0.002395779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038837,"about_ca_topic_score_gemma":0.007886285,"domain_scores_codex":[0.9989514,0.0004169677,0.0001086596,0.00009975764,0.0003295701,0.0000935671],"domain_scores_gemma":[0.9983724,0.000685952,0.0002296198,0.00006877704,0.000384514,0.0002587882],"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":[0.0004197155,0.0005273429,0.002193795,0.003998393,0.000172597,0.0002144829,0.0002911822,0.0003636262,0.001481085,0.01596897,0.03130297,0.9430659],"study_design_scores_gemma":[0.0005638748,0.001476337,0.01651672,0.01210841,0.0004142394,0.001134017,0.000816624,0.001086116,0.001588315,0.02309177,0.941136,0.0000675371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005331331,0.9156349,0.001010705,0.06635974,0.002112523,0.00002144782,0.00005975881,0.00005165916,0.00941809],"genre_scores_gemma":[0.05584218,0.9110553,0.004997353,0.01795694,0.005460701,0.00005230432,0.0001221802,0.00002379968,0.004489193],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005346301,"threshold_uncertainty_score":0.01788515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02046239180734639,"score_gpt":0.2885302986085946,"score_spread":0.2680679068012483,"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."}}