{"id":"W4416351170","doi":"10.1002/edm2.70132","title":"Metabolic Dysfunction‐Associated Steatotic Liver Disease ( <scp>MASLD</scp> ): Mechanisms, Clinical Implications and Therapeutic Advances","year":2025,"lang":"en","type":"article","venue":"Endocrinology Diabetes & Metabolism","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Canadian Institutes of Health Research; Mitacs; Queen's University; Canada Foundation for Innovation","keywords":"Disease; Liver disease; Fatty liver; Metabolic syndrome; Metabolic disease; Steatosis; Nexus (standard); Oxidative stress; Precision 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":[0.0002048553,0.0004249805,0.001010058,0.0003287934,0.0003129196,0.00004798801,0.0001936664,0.0001555527,0.00007830143],"category_scores_gemma":[0.0006690262,0.0003532068,0.0003745296,0.0004494534,0.0003379398,0.0001629547,0.0001727197,0.0003552815,0.0001156127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005273405,"about_ca_system_score_gemma":0.0002056494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001631216,"about_ca_topic_score_gemma":0.00001025101,"domain_scores_codex":[0.9971321,0.0003899526,0.0006135755,0.0008286274,0.0002220263,0.000813666],"domain_scores_gemma":[0.9973372,0.001068013,0.0002015102,0.0006841685,0.0002262141,0.0004829253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003539623,0.001864823,0.7596938,0.00008961449,0.00301117,0.00004484678,0.0000620467,0.000003533942,0.0002417108,0.1502919,0.001305741,0.08335542],"study_design_scores_gemma":[0.003343582,0.00009577034,0.915489,0.00005586116,0.006119095,0.000003336312,0.00006695252,0.00008086075,0.0009855537,0.01830049,0.05534066,0.0001188049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7789724,0.2156369,0.0001158687,0.002388129,0.0008757724,0.0009790133,0.0001322753,0.0002394721,0.0006601449],"genre_scores_gemma":[0.9727597,0.02001975,0.0003005748,0.00424079,0.0001631348,0.0007242609,0.0001401217,0.00003803228,0.00161366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1956171,"threshold_uncertainty_score":0.999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799199749472754,"score_gpt":0.2984100257019575,"score_spread":0.28041802820723,"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."}}