{"id":"W4389670862","doi":"10.1097/hep.0000000000000720","title":"Defining an approach for therapeutic strategies in metabolic dysfunction–associated steatotic liver disease after liver transplantation","year":2023,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Liver transplantation; Medicine; Liver disease; Internal medicine; Disease; Transplantation; Fatty liver; Gastroenterology; Intensive care medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001089046,0.0001639805,0.0003079438,0.0002051288,0.00006050809,0.00002145513,0.00004196427,0.00009544335,0.00007570507],"category_scores_gemma":[0.00001469676,0.0001393749,0.0001139586,0.0002506163,0.00004680628,0.0001563044,0.000008098035,0.0000782735,0.00005198385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005722943,"about_ca_system_score_gemma":0.00016085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001915533,"about_ca_topic_score_gemma":0.0002180381,"domain_scores_codex":[0.9988959,0.0001304703,0.0001979032,0.0003387024,0.0001252482,0.0003117277],"domain_scores_gemma":[0.9994611,0.0001262921,0.00004497507,0.000164063,0.00005514371,0.0001484744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001301383,0.001145991,0.9845666,0.0003614611,0.0002854253,0.0009885688,0.001299784,0.0001017144,0.00001083127,0.007255515,0.00005623489,0.002626472],"study_design_scores_gemma":[0.002734006,0.0001863019,0.9637372,0.00003468966,0.00113418,0.00001676597,0.0003396518,0.03109318,0.00002942993,0.0004686796,0.0000882778,0.0001375925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935844,0.004576389,0.0004472873,0.0001409259,0.00008813368,0.0007396488,0.0001174284,0.0001341871,0.0001716119],"genre_scores_gemma":[0.9949697,0.001884431,0.000171255,0.000381808,0.00002858227,0.001119817,0.001362382,0.0000279952,0.00005399847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03099146,"threshold_uncertainty_score":0.5683542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03057413812557788,"score_gpt":0.2832287971184175,"score_spread":0.2526546589928396,"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."}}