{"id":"W4249856389","doi":"10.36255/exonpublications.livercancer.2021.pr","title":"Preface","year":2021,"lang":"en","type":"book-chapter","venue":"Liver Cancer","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Stollery Children's Hospital","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Etiology; Fatty liver; Cancer; Liver cancer; Disease; Pathology; 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":[0.00002562675,0.0002608899,0.0004158666,0.00005744549,0.00003519056,0.00001514049,0.00005134464,0.0002924455,0.02251088],"category_scores_gemma":[0.000003119917,0.0002298236,0.0002830045,0.00002036871,0.00004149002,0.0000250225,0.00004816296,0.0002661342,0.0005478998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001838253,"about_ca_system_score_gemma":0.0002733833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009097435,"about_ca_topic_score_gemma":0.00004442666,"domain_scores_codex":[0.9990641,0.00000685699,0.000152628,0.0003577868,0.0002464285,0.0001721346],"domain_scores_gemma":[0.9993424,0.00001791845,0.00006812417,0.0003321543,0.0001046588,0.0001347567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006406206,0.00035435,0.1801278,0.003569712,0.008646307,0.02397907,0.001504664,0.000001006167,0.0008974964,0.07110573,0.2451138,0.4640595],"study_design_scores_gemma":[0.0005276735,0.00009375907,0.0007230653,0.0006954758,0.001094432,0.0000390198,0.000003112871,0.00002792642,0.001025222,0.0001209549,0.9954045,0.0002448075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001690576,0.0821857,0.000006162064,0.0005195708,0.0003384204,0.0004732202,0.00008380038,0.00007266873,0.9146299],"genre_scores_gemma":[0.01690275,0.01081875,0.0001950119,0.000594641,0.0006574086,0.0000550763,0.0002004588,0.00007393091,0.970502],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7502908,"threshold_uncertainty_score":0.9783826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09531691578801603,"score_gpt":0.261330717019093,"score_spread":0.166013801231077,"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."}}