{"id":"W4410632067","doi":"10.1186/s41747-025-00589-8","title":"7-T MRI-based surrogate for histopathology examination of liver fibrosis","year":2025,"lang":"en","type":"article","venue":"European Radiology Experimental","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Centre National de la Recherche Scientifique; Université de Strasbourg; HORIZON EUROPE European Research Council; Institut National de la Santé et de la Recherche Médicale; Fondation ARC pour la Recherche sur le Cancer; Agence Nationale de la Recherche; European Commission","keywords":"Medicine; Histopathology; Magnetic resonance imaging; Fibrosis; Neuroradiology; Radiology; Nuclear medicine; Histology; Pathology; Neurology","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":[0.003997534,0.0006712628,0.0005283404,0.001959603,0.0003146665,0.001299023,0.0005993721,0.000726848,0.001200025],"category_scores_gemma":[0.008407585,0.0002922397,0.0003719461,0.0006261581,0.0006814802,0.000776249,0.0004743571,0.0004554902,0.0006396564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003512129,"about_ca_system_score_gemma":0.0002578844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003477084,"about_ca_topic_score_gemma":0.0005456775,"domain_scores_codex":[0.9973671,0.001189562,0.0003291168,0.0004273703,0.0005413973,0.0001454846],"domain_scores_gemma":[0.9922266,0.002084379,0.003127023,0.0006725971,0.001479044,0.000410388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001554569,0.0000794654,0.961981,0.0001115203,0.0002116278,0.0006953039,0.00007546024,0.0009058921,0.02046321,0.000225072,0.0006382293,0.01305866],"study_design_scores_gemma":[0.00007560208,0.001822975,0.936487,0.00008402863,0.0003440764,0.01697727,0.0002026434,0.01443111,0.02588589,0.0006974844,0.002920882,0.00007114896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98061,0.003302308,0.01052903,0.0001888499,0.00007580073,0.00007535903,0.0005140454,0.0001228703,0.004581814],"genre_scores_gemma":[0.9946095,0.0002123242,0.004440653,0.00005905968,0.00006230603,0.00003453252,0.0002886114,0.00001675288,0.0002763396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003997534,"threshold_uncertainty_score":0.02114123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04221464300938521,"score_gpt":0.2684337996644147,"score_spread":0.2262191566550295,"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."}}