{"id":"W1494704757","doi":"10.1002/9780471420194.tnmc15.pub2","title":"Liver ‐ Hepatocellular Carcinoma","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Pathological; Hepatocellular carcinoma; Distant metastasis; Lymph node metastasis; Stage (stratigraphy); Metastasis; Medicine; Lymph; Pathology; Lymph node; Cancer; Internal medicine; Biology","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":["insufficient_payload"],"category_scores_codex":[0.00007057717,0.0005355329,0.0007862379,0.0003750094,0.00004128323,0.00001831415,0.0001757619,0.0009209785,0.07960217],"category_scores_gemma":[0.00003795501,0.000448887,0.0003725243,0.0001955785,0.0001114844,0.00001964013,0.00007944716,0.0007425796,0.002134852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005287485,"about_ca_system_score_gemma":0.000217078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006373782,"about_ca_topic_score_gemma":0.0002730217,"domain_scores_codex":[0.9982795,0.00003950047,0.0002918621,0.0005772546,0.0003789234,0.0004329913],"domain_scores_gemma":[0.9985093,0.00003154847,0.0001707838,0.0008818594,0.00006207851,0.0003443984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004876147,0.0006485469,0.2634005,0.0003390974,0.0002373567,0.003060471,0.00003939176,1.328152e-9,0.0003567116,0.00003372349,0.7206821,0.01115327],"study_design_scores_gemma":[0.00127351,0.0002629018,0.003983315,0.0002733334,0.0006853922,0.0001554029,0.000007271918,0.0007126422,0.000573939,0.000007690511,0.9916477,0.0004169424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08517981,0.01503053,0.0000382388,0.0007959443,0.0009626389,0.002738984,0.004970727,0.001282416,0.8890007],"genre_scores_gemma":[0.08223748,0.0005097255,0.005105501,0.0004304451,0.002454705,0.00007211702,0.01055771,0.0009976883,0.8976346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2709655,"threshold_uncertainty_score":0.9997963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05049194770390508,"score_gpt":0.2563274739549491,"score_spread":0.2058355262510441,"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."}}