{"id":"W2954991170","doi":"10.1158/1538-7445.am2019-2411","title":"Abstract 2411: A multidisciplinary approach for HCC risk prediction in patients with cirrhosis utilizing elastography, imaging, circulating tumor cells and genomics","year":2019,"lang":"en","type":"article","venue":"Cancer Research","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Transient elastography; Internal medicine; Cohort; Cirrhosis; Liver disease; Hepatocellular carcinoma; Gastroenterology; Liver cancer; Oncology; Pathology; Liver fibrosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006252576,0.0003634561,0.0004014937,0.001109658,0.0005770175,0.0006096881,0.000334719,0.0003448537,0.003665923],"category_scores_gemma":[0.001085349,0.000144173,0.0003391242,0.0004539873,0.0001161218,0.000398985,0.0007515533,0.0006058138,0.0005600215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000425149,"about_ca_system_score_gemma":0.0008109442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002611844,"about_ca_topic_score_gemma":0.003855926,"domain_scores_codex":[0.9997711,0.00008438302,0.00002776094,0.00003827332,0.00003937157,0.00003923045],"domain_scores_gemma":[0.9995723,0.00007233337,0.00007656489,0.00001216915,0.00008126649,0.0001852179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003860928,0.0003096094,0.9515871,0.00007026942,0.00008268122,0.0008077481,0.0001654876,0.0006291642,0.001530773,0.00007088102,0.003707742,0.04065236],"study_design_scores_gemma":[0.00007270027,0.0005618519,0.9856443,0.0001361491,0.00009420657,0.00142362,0.000941957,0.008296233,0.0006895936,0.0003759494,0.001735265,0.00002824605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833208,0.002183229,0.005120751,0.002362444,0.00009098566,0.0003946252,0.0008476555,0.0001553651,0.005524167],"genre_scores_gemma":[0.9924908,0.0005379192,0.005099745,0.0002216685,0.0001424576,0.0001718469,0.0004129876,0.00001253061,0.0009101307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003665923,"threshold_uncertainty_score":0.01226372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02742987043366208,"score_gpt":0.3168968431711245,"score_spread":0.2894669727374625,"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."}}