{"id":"W2751113132","doi":"10.1038/modpathol.2017.115","title":"Centrilobular ductular reaction correlates with fibrosis stage and fibrosis progression in non-alcoholic steatohepatitis","year":2017,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Steatohepatitis; Fibrosis; Medicine; Pathology; Gastroenterology; Stage (stratigraphy); Internal medicine; Fatty liver; Biopsy; Biology; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008877099,0.0001968205,0.0003618929,0.0001044498,0.0002122824,0.00004954997,0.00007054264,0.0001441743,0.00002613392],"category_scores_gemma":[0.00003448089,0.0001473304,0.00005018469,0.00003947429,0.0001503723,0.0001793183,0.00008126785,0.0001389527,0.0000141597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008550703,"about_ca_system_score_gemma":0.00003937314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002849205,"about_ca_topic_score_gemma":0.00008449231,"domain_scores_codex":[0.9988532,0.00004800414,0.0001795754,0.0004623915,0.000168104,0.0002887397],"domain_scores_gemma":[0.9990571,0.00002818056,0.0001545436,0.0005605713,0.0000500958,0.000149556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000365666,0.0003972052,0.9748152,0.00009226356,0.00005755385,0.001549137,0.0005848329,0.000007640205,0.0079264,0.00003439311,0.00003626108,0.01413349],"study_design_scores_gemma":[0.00352444,0.0008207267,0.9875799,0.0003841814,0.0002061436,0.0001299607,0.00004218056,0.001123221,0.00578383,0.0001145155,0.0001356268,0.0001552206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972556,0.0009595581,0.0000717753,0.0005704444,0.00007696189,0.0006553937,0.00004566794,0.00003394407,0.0003306779],"genre_scores_gemma":[0.9981664,0.0007064491,0.0005901222,0.00008018366,0.00003929253,0.0001378709,0.00008452032,0.00002862147,0.0001664718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01397826,"threshold_uncertainty_score":0.6007957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230614859834682,"score_gpt":0.2765226517013135,"score_spread":0.2642165031029666,"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."}}