{"id":"W4417291534","doi":"10.1016/s2468-1253(25)00300-0","title":"Best buys for metabolic dysfunction-associated steatotic liver disease and metabolic dysfunction-associated steatohepatitis: a global Delphi study","year":2025,"lang":"en","type":"article","venue":"˜The œLancet. Gastroenterology & hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"Generalitat de Catalunya; Boehringer Ingelheim; Novo Nordisk; Echosens","keywords":"Delphi method; Disease; Liver disease; MEDLINE; Metabolic syndrome; Fatty liver","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":[0.01583307,0.0003125509,0.0005897684,0.001823329,0.0008529461,0.002705836,0.0006020837,0.001603506,0.01090349],"category_scores_gemma":[0.04254728,0.000306506,0.0009374956,0.00207654,0.0009399622,0.002341522,0.002412604,0.001950464,0.001152361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232461,"about_ca_system_score_gemma":0.002601185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003834157,"about_ca_topic_score_gemma":0.004531805,"domain_scores_codex":[0.9886577,0.007201106,0.0008908999,0.0003791137,0.00163704,0.001234187],"domain_scores_gemma":[0.9624851,0.0246344,0.004555871,0.0007056046,0.003297473,0.004321676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.005714464,0.0006547599,0.3542129,0.007050623,0.001993003,0.000548565,0.00992945,0.0007110217,0.0004418528,0.01023753,0.169999,0.4385069],"study_design_scores_gemma":[0.00163707,0.001548801,0.6705518,0.01732654,0.001670611,0.002024695,0.07725508,0.002111644,0.0005638715,0.008791813,0.2161529,0.0003651386],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6857888,0.06796867,0.001857196,0.158922,0.002252995,0.0007943499,0.009440307,0.00007055695,0.07290507],"genre_scores_gemma":[0.9736739,0.009368799,0.001503446,0.01126054,0.0003573412,0.0004842877,0.001358244,0.00003577545,0.001957566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01583307,"threshold_uncertainty_score":0.08373433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055247569976616,"score_gpt":0.2808268181443173,"score_spread":0.2602743424445511,"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."}}