{"id":"W2884146571","doi":"10.1016/j.humpath.2018.07.014","title":"Histologic features of autoimmune hepatitis: a critical appraisal","year":2018,"lang":"en","type":"article","venue":"Human Pathology","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Columbian Hospital","funders":"","keywords":"Emperipolesis; Pathology; Autoimmune hepatitis; Medicine; Plasma cell; Hepatitis; Fibrosis; Kupffer cell; Liver disease; Hepatology; Immunology; Disease; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001054035,0.00009871503,0.0003041998,0.00007469355,0.0001112305,0.000003803551,0.0001048123,0.0001167146,0.00116676],"category_scores_gemma":[0.0005095604,0.00008309988,0.00009482592,0.00006367452,0.001041591,0.00003323805,0.00008347025,0.0001707514,0.0000705168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002071833,"about_ca_system_score_gemma":0.00004489972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001276032,"about_ca_topic_score_gemma":0.00001280975,"domain_scores_codex":[0.9992073,0.0001090909,0.0002045533,0.0001743053,0.00009715828,0.0002076181],"domain_scores_gemma":[0.9992399,0.0001183822,0.00005136364,0.0003681197,0.0001544097,0.00006778562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009454548,0.003028047,0.4477448,0.0006704192,0.000207003,0.002067643,0.005385469,1.037239e-7,0.2736801,0.2177422,0.04056207,0.007966648],"study_design_scores_gemma":[0.0006731247,0.001791183,0.9924179,0.00003793429,0.0001137615,0.0004386408,0.00009944686,0.000005282464,0.001155313,0.00100035,0.002183135,0.00008394444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984674,0.001180697,0.00009719857,0.0003752923,0.0004426426,0.0000914202,0.00001338316,0.00006470787,0.01306063],"genre_scores_gemma":[0.9981512,0.00002156405,0.0006316556,0.0003866132,0.000185443,0.00000956501,0.00002905293,0.00001134194,0.0005735284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.544673,"threshold_uncertainty_score":0.9997463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02750080979937644,"score_gpt":0.3521224138593805,"score_spread":0.3246216040600041,"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."}}