{"id":"W3139664658","doi":"10.36255/exonpublications.livercancer.2021.ch4","title":"Gross Dissection of Liver for Hepatocellular Carcinoma Using AJCC Cancer Staging Manual 8th Edition: Anatomical and Practical Considerations","year":2021,"lang":"en","type":"book-chapter","venue":"Liver Cancer","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital; University of Alberta; University of Alberta Hospital","funders":"","keywords":"Dissection (medical); Hepatocellular carcinoma; Medicine; Liver cancer; Cancer; General surgery; Terminology; Resection; Pathology; Radiology; Surgery; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006724433,0.0003095963,0.0006227596,0.0001210417,0.0002181433,0.00003162289,0.00001648342,0.0002227859,0.001563445],"category_scores_gemma":[0.00005479429,0.0003208227,0.0002078927,0.00003837971,0.0003108382,0.0001465921,0.0001007549,0.000318984,0.000002149862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003877948,"about_ca_system_score_gemma":0.0008397869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006163162,"about_ca_topic_score_gemma":0.00073006,"domain_scores_codex":[0.9985079,0.00002278714,0.0003668815,0.0005181197,0.0003363932,0.0002478846],"domain_scores_gemma":[0.9986308,0.0002161232,0.0001469737,0.0002130121,0.0006124257,0.00018064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01166375,0.002182259,0.4113081,0.05044064,0.02428586,0.03203464,0.01605817,0.00006455136,0.02551669,0.262928,0.1187355,0.04478187],"study_design_scores_gemma":[0.03705126,0.003995644,0.2694303,0.03211471,0.08303236,0.01082511,0.006725173,0.2291786,0.03911674,0.02195286,0.2538783,0.01269889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8966348,0.08131549,0.0011717,0.001836592,0.002453363,0.003730327,0.005159743,0.0001157157,0.007582309],"genre_scores_gemma":[0.9739145,0.003107921,0.0009983642,0.000350059,0.002185237,0.0001883357,0.0001264014,0.00009324333,0.01903593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2409751,"threshold_uncertainty_score":0.9999244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07437325643932621,"score_gpt":0.348629559974269,"score_spread":0.2742563035349428,"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."}}