{"id":"W4414286951","doi":"10.1111/liv.70311","title":"Managing <scp>MASLD</scp> Through Preventive Hepatology: Integrating Policy Reform, Public Health and Personalised Care","year":2025,"lang":"en","type":"review","venue":"Liver International","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Dementia Research Alliance","funders":"Novo Nordisk Fonden; Siemens Healthineers; European Association for the Study of the Liver; Siemens; Novo Nordisk","keywords":"Liver transplantation; Psychological intervention; Public health; Health care; Liver disease; Hepatocellular carcinoma; Cirrhosis; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01634338,0.000553097,0.000712113,0.001564144,0.002271567,0.009874814,0.001954476,0.008700533,0.01567903],"category_scores_gemma":[0.03911117,0.0003905022,0.001343072,0.001392612,0.003368235,0.006326349,0.01064059,0.01031409,0.002991257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008509026,"about_ca_system_score_gemma":0.06486819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01787911,"about_ca_topic_score_gemma":0.02523787,"domain_scores_codex":[0.9860368,0.008842966,0.000549295,0.0006210916,0.001663284,0.002286583],"domain_scores_gemma":[0.9547101,0.01155955,0.003816455,0.001891744,0.005674072,0.02234809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001128647,0.0006849863,0.01222924,0.002739433,0.0002512374,0.0007185437,0.002156115,0.001351671,0.0008882995,0.08772597,0.564936,0.3262057],"study_design_scores_gemma":[0.0001837349,0.0003714271,0.02437422,0.0126951,0.0001594848,0.0005139772,0.00592222,0.00170316,0.0005987561,0.07009882,0.8832582,0.0001209499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002441224,0.01230909,0.002482107,0.9693906,0.002083849,0.0001055657,0.00009499438,0.0001367999,0.01095579],"genre_scores_gemma":[0.1787516,0.07967888,0.03353639,0.673975,0.01662597,0.0007961835,0.0006573913,0.0001943946,0.01578419],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01787911,"threshold_uncertainty_score":0.08643311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0547300517125479,"score_gpt":0.3787082742850141,"score_spread":0.3239782225724662,"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."}}