{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005124848,0.0003682405,0.0001980476,0.0004316601,0.0001511317,0.0003460129,0.0002194186,0.0002054262,0.001910577],"category_scores_gemma":[0.002275027,0.0001016842,0.0003213556,0.0002679034,0.0001902966,0.0002364641,0.0004661017,0.0004163411,0.0001809815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001411516,"about_ca_system_score_gemma":0.0002868844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008060929,"about_ca_topic_score_gemma":0.001072173,"domain_scores_codex":[0.9997556,0.00008159719,0.00002286603,0.00004128024,0.00004581118,0.0000529686],"domain_scores_gemma":[0.9987558,0.0002134659,0.0007104517,0.00003826127,0.00008797091,0.0001940752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008481664,0.000007265556,0.9989014,0.000003947413,0.00001169178,0.00002150565,0.000005217651,0.00005522314,0.00006388177,0.00000463018,0.00003547596,0.0008049735],"study_design_scores_gemma":[0.000008796436,0.0001310546,0.9987668,0.000008210245,0.00002118497,0.0002701999,0.00003446652,0.000551536,0.00008606819,0.00003049554,0.00008932451,0.000002000975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991869,0.0002090036,0.000128473,0.00004288122,0.000005660384,0.000004911724,0.0001387654,0.000004798727,0.0002784783],"genre_scores_gemma":[0.999537,0.00005389223,0.0000744071,0.00000558923,0.00001149785,0.000002187027,0.0002518927,9.199808e-7,0.00006284149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001910577,"threshold_uncertainty_score":0.006391466,"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."}}