{"id":"W1570259230","doi":"10.25011/cim.v37i1.20867","title":"Noninvasive prediction of large esophageal varices in liver cirrhosis patients","year":2014,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cirrhosis; Esophageal varices; Medicine; Gastroenterology; Internal medicine; Varices; Portal hypertension","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008395919,0.0005001613,0.0003010827,0.0009028745,0.0001471683,0.0003408039,0.0001951976,0.0003282186,0.001107222],"category_scores_gemma":[0.005139309,0.0001538629,0.0002650779,0.0004409285,0.0002582195,0.0003351529,0.00030243,0.0004808254,0.0002566624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280001,"about_ca_system_score_gemma":0.0002579218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005930032,"about_ca_topic_score_gemma":0.0007578998,"domain_scores_codex":[0.9996146,0.0001879903,0.00003217209,0.00004364527,0.00008684726,0.00003466598],"domain_scores_gemma":[0.9981109,0.0009793652,0.0004819453,0.00009707096,0.0001385631,0.0001920673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001435679,0.0000382207,0.9963287,0.000006227338,0.00002640944,0.00007341241,0.00001198461,0.0002903761,0.0001937076,0.00001038145,0.00005567065,0.002821389],"study_design_scores_gemma":[0.00002938545,0.0004833358,0.9862596,0.00001472279,0.00008608413,0.001266791,0.00006740468,0.01068915,0.0007114455,0.0001474973,0.0002356447,0.000009088417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984718,0.000292892,0.0007768003,0.00007172529,0.000006394543,0.000009397174,0.00007630167,0.00001540624,0.000279281],"genre_scores_gemma":[0.9994771,0.00005574164,0.00028578,0.000007335556,0.00001052736,0.000004683093,0.00009977131,0.00000162452,0.00005750311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001107222,"threshold_uncertainty_score":0.004440248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07809565512675373,"score_gpt":0.314559392765619,"score_spread":0.2364637376388652,"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."}}