{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000713249,0.0005919839,0.001066869,0.001068975,0.0003197168,0.001522577,0.0004046342,0.0007963364,0.004657342],"category_scores_gemma":[0.001180957,0.0001567257,0.0009151097,0.0009773006,0.0004350278,0.000991923,0.00081039,0.001252705,0.001309982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005932155,"about_ca_system_score_gemma":0.001276848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005427,"about_ca_topic_score_gemma":0.001930948,"domain_scores_codex":[0.9997252,0.00006508698,0.00005032516,0.00004878287,0.0000683743,0.00004229535],"domain_scores_gemma":[0.9995414,0.0001749595,0.0001055871,0.00001389049,0.0001253996,0.0000388802],"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":[0.0006371276,0.0001001649,0.003691438,0.03959621,0.000525877,0.001260536,0.0002717781,0.0007871277,0.00670169,0.01006706,0.05151961,0.8848414],"study_design_scores_gemma":[0.0001195342,0.0006225746,0.01294783,0.02858647,0.001224061,0.0124202,0.0006149131,0.0009678685,0.004706155,0.01529691,0.9223633,0.000130119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001640305,0.9922659,0.0007549922,0.002184319,0.0005571398,0.0000156984,0.0002113503,0.00005280126,0.002317419],"genre_scores_gemma":[0.01605128,0.9786931,0.001149584,0.001260642,0.0009560452,0.00002392181,0.0004981939,0.00001356615,0.001353521],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004657342,"threshold_uncertainty_score":0.0155803,"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."}}