{"id":"W4408155944","doi":"10.3390/diagnostics15050615","title":"Accuracy of Velacur in Assessing MASLD and MASH Patients Using Biopsy as the Gold Standard","year":2025,"lang":"en","type":"article","venue":"Diagnostics","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sonic Incytes","keywords":"Gold standard (test); Biopsy; Medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000941817,0.0001175769,0.0002312258,0.00009865845,0.00004517219,0.00003725234,0.0000551056,0.00005152197,0.00001731412],"category_scores_gemma":[0.001301256,0.00008134177,0.00004625715,0.0002306668,0.00007469283,0.0000725357,0.00007873692,0.00009263223,0.000002368547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108482,"about_ca_system_score_gemma":0.0001777359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001601279,"about_ca_topic_score_gemma":0.000008003528,"domain_scores_codex":[0.9992105,0.00003854513,0.0002354038,0.0001673182,0.0001942657,0.0001539254],"domain_scores_gemma":[0.9984384,0.001080548,0.00008837998,0.0002098222,0.0001218835,0.00006103244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004898058,0.0004536264,0.989094,0.0001122842,0.00007638663,0.00005707493,0.0001972755,0.000008444897,0.00002297109,0.000905447,0.0003451056,0.008678448],"study_design_scores_gemma":[0.002168423,0.0001101812,0.9931605,0.001034205,0.0003926152,0.00000257573,0.0002755438,0.0001594788,0.001198188,0.0005572951,0.0008637321,0.00007729783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953795,0.002175906,0.00002308267,0.0006379312,0.0001399535,0.0004417189,0.00006481091,0.000009695447,0.001127409],"genre_scores_gemma":[0.9978961,0.001163787,0.0003798598,0.0004639545,0.00002039179,0.00001825625,0.00002683114,0.00001003353,0.00002072404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00860115,"threshold_uncertainty_score":0.3317021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695317623900871,"score_gpt":0.3254971003698889,"score_spread":0.3085439241308802,"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."}}