{"id":"W2471198998","doi":"10.1097/sla.0000000000001450","title":"Prediction of Mortality After ALPPS Stage-1","year":2015,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":261,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Universitätsspital Zürich","keywords":"Medicine; Hepatectomy; Odds ratio; Stage (stratigraphy); Liver disease; Confidence interval; Internal medicine; Mortality rate; Surgery; Liver failure; Liver function; Model for End-Stage Liver Disease; Gastroenterology; Liver transplantation; Resection","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":[],"consensus_categories":[],"category_scores_codex":[0.0005897544,0.00008142218,0.000325452,0.0001083421,0.000006836127,0.000002379208,0.00002103455,0.00006417827,0.000146665],"category_scores_gemma":[0.0001210961,0.0000677729,0.0002042417,0.0001382155,0.00005589593,0.00008360029,0.00001453406,0.00004374363,0.000012218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006610031,"about_ca_system_score_gemma":0.0001157916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001475879,"about_ca_topic_score_gemma":0.000002100887,"domain_scores_codex":[0.9991094,0.00004460541,0.0003227787,0.0001142721,0.0002772394,0.0001317203],"domain_scores_gemma":[0.9991801,0.00007283445,0.0001100248,0.0002262645,0.0002726656,0.0001381533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002220281,0.0002055972,0.989477,0.000132813,0.0001489701,0.00006555171,0.0001233918,2.168203e-7,0.0002756948,0.000009615584,0.007642232,0.001696884],"study_design_scores_gemma":[0.000243578,0.0001359594,0.9368186,0.00009959398,0.00009496041,0.000003783326,0.00005463903,0.00006657989,0.05768577,0.00006566098,0.004679254,0.00005163579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961801,0.001450237,0.00001166161,0.0003795863,0.0001142083,0.0001302169,0.00009627767,0.00002091528,0.001616759],"genre_scores_gemma":[0.9990862,0.0001853479,0.00003969408,0.0001339004,0.00006920959,0.00001774543,0.00006929923,0.000009717229,0.0003888929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05741008,"threshold_uncertainty_score":0.2763699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6773877690131732,"score_gpt":0.3561736429603857,"score_spread":0.3212141260527875,"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."}}