{"id":"W4410900784","doi":"10.1136/bmjopen-2024-092731","title":"Global research initiative for patient screening on MASH (GRIPonMASH) protocol: rationale and design of a prospective multicentre study","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"HORIZON EUROPE Framework Programme; Julius Clinical; Université de Strasbourg; Erasmus Medisch Centrum; Odense Universitetshospital; Leids Universitair Medisch Centrum; Universiteit Leiden; Universidad de Sevilla; University of Alberta; European Commission; Innovative Health Initiative; Novo Nordisk; European Federation of Pharmaceutical Industries and Associations","keywords":"Medicine; Public health; Observational study; Population; Family medicine; Steatohepatitis; Protocol (science); Disease; Intensive care medicine; Environmental health; Fatty liver; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1103069,0.005623803,0.006346595,0.003771635,0.004739341,0.004384349,0.005167054,0.007650911,0.05068741],"category_scores_gemma":[0.09045166,0.004647981,0.003842575,0.005199062,0.004362131,0.003384446,0.003314035,0.006127074,0.01747002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004159786,"about_ca_system_score_gemma":0.02448576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003053656,"about_ca_topic_score_gemma":0.004516972,"domain_scores_codex":[0.9446832,0.04130984,0.005501335,0.00308199,0.003502776,0.00192086],"domain_scores_gemma":[0.9493138,0.01473435,0.006718151,0.009578206,0.01398259,0.005672856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.3569844,0.02786911,0.03269453,0.116315,0.004900187,0.004040648,0.006549546,0.01200287,0.006879946,0.04480803,0.2402702,0.1466855],"study_design_scores_gemma":[0.2965631,0.05888958,0.07109041,0.06137776,0.004014216,0.002025667,0.003543904,0.01316324,0.005054881,0.03088164,0.4523119,0.001083682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0008956074,0.0002516387,0.00309558,0.0002822687,0.0002703626,0.991662,0.002631822,0.00005407225,0.0008566055],"genre_scores_gemma":[0.001240832,0.00009765153,0.00365063,0.0002313181,0.00005498612,0.9940611,0.0005261775,0.000005719186,0.0001316673],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1103069,"threshold_uncertainty_score":0.5833654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2584557241840982,"score_gpt":0.5189139756434739,"score_spread":0.2604582514593756,"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."}}