{"id":"W2077854105","doi":"10.1111/his.12032","title":"Peritumoral hyperplasia of the liver: a response to portal vein invasion by hypervascular neoplasms","year":2012,"lang":"en","type":"article","venue":"Histopathology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Pathology; Focal nodular hyperplasia; Hepatocellular carcinoma; Medicine; Stromal cell; 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":[],"consensus_categories":[],"category_scores_codex":[0.000468612,0.0001570833,0.0003386293,0.00009090584,0.00008631384,0.000003230756,0.0001198434,0.0001267746,0.0002060024],"category_scores_gemma":[0.0001807365,0.0001118801,0.0002058606,0.0001837177,0.0001262417,0.00005291392,0.00008854187,0.0001448568,0.000130391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008433448,"about_ca_system_score_gemma":0.00008610119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005337989,"about_ca_topic_score_gemma":0.000007385026,"domain_scores_codex":[0.998736,0.0002929849,0.000234221,0.0002094321,0.0002072341,0.0003201457],"domain_scores_gemma":[0.9991763,0.00005979521,0.00007003691,0.0004468184,0.00004998505,0.0001970633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006670693,0.0003021391,0.7851158,0.00002476796,0.000007568216,0.0002532928,0.001302648,7.984704e-8,0.207334,0.00005166266,0.003948929,0.0009920002],"study_design_scores_gemma":[0.00131802,0.0009960618,0.8150377,0.00004558009,0.0002721249,0.002823253,0.0001469187,0.00003002221,0.04167709,0.000004426034,0.1374696,0.0001791975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932376,0.004078547,0.00002075099,0.001023091,0.0003206526,0.0004337115,0.00001706537,0.00003118919,0.0008374599],"genre_scores_gemma":[0.9971615,0.00002941549,0.0007433094,0.0005706681,0.00006699168,0.00004913581,0.00002212965,0.00002451056,0.001332356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1656569,"threshold_uncertainty_score":0.4562337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03252933744302566,"score_gpt":0.2266050750642408,"score_spread":0.1940757376212151,"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."}}