{"id":"W4231243805","doi":"10.1158/1538-7445.sabcs18-2411","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":"Epidemiology","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; Cirrhosis; Cohort; Liver disease; Hepatocellular carcinoma; Gastroenterology; Liver cancer; 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":[0.0007431546,0.0004108777,0.0004678266,0.001244633,0.0005797385,0.0006898647,0.0003950354,0.0003906174,0.004076734],"category_scores_gemma":[0.001149685,0.0001398808,0.0003835809,0.0004749174,0.0001273839,0.0004765531,0.0008629831,0.0006941626,0.0007124718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004814586,"about_ca_system_score_gemma":0.001046011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002347561,"about_ca_topic_score_gemma":0.003629608,"domain_scores_codex":[0.9997519,0.00008879053,0.0000300695,0.00003975395,0.00004818805,0.0000414266],"domain_scores_gemma":[0.9995127,0.0000761683,0.00007875623,0.00001354164,0.0001091288,0.000209757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005699003,0.0004868818,0.8965464,0.0001527519,0.0001240316,0.001427078,0.0002758587,0.001036441,0.002506251,0.0001339742,0.008149977,0.0885905],"study_design_scores_gemma":[0.0001092672,0.0007995787,0.9811198,0.0002497571,0.000130892,0.002121837,0.001174037,0.009048783,0.0009960223,0.0006937115,0.003514163,0.00004218439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626105,0.004869919,0.01225759,0.005763142,0.0002081601,0.001020989,0.001498788,0.0003674511,0.01140334],"genre_scores_gemma":[0.9832276,0.001270665,0.01183681,0.000485443,0.0003004567,0.0003827357,0.0007360473,0.00002589006,0.001734386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004076734,"threshold_uncertainty_score":0.01363808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656333447697634,"score_gpt":0.2592879684497772,"score_spread":0.2427246339728009,"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."}}