{"id":"W2055860546","doi":"10.1097/sla.0000000000000947","title":"Early Survival and Safety of ALPPS","year":2014,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":457,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Universitätsspital Zürich; Universität Zürich","keywords":"Medicine; MEDLINE; Intensive care medicine","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":[0.0006049992,0.00007698627,0.0003952123,0.00009124204,0.00001584247,0.000002559252,0.00002037928,0.00005227515,0.00006139873],"category_scores_gemma":[0.0001354417,0.00006332503,0.0001451144,0.00009555404,0.00006925723,0.00004151508,0.00001598447,0.00003916912,0.000006283803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001487004,"about_ca_system_score_gemma":0.00002715425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001137651,"about_ca_topic_score_gemma":0.00000137073,"domain_scores_codex":[0.9992976,0.00005723759,0.0002571626,0.0001064347,0.0001524104,0.0001291344],"domain_scores_gemma":[0.9991421,0.0004157468,0.00008881685,0.0001561455,0.0001108447,0.00008631989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001882728,0.00007118646,0.9732265,0.0001145888,0.00008443794,0.000008775199,0.00005944259,2.263363e-8,0.0008369637,0.0002807268,0.0007721693,0.02435693],"study_design_scores_gemma":[0.0002841614,0.0001388417,0.9626911,0.0001201761,0.00005082275,0.000004162434,0.00001694385,0.00003154684,0.03160505,0.0001294224,0.004862745,0.00006506677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937928,0.0008165271,0.00001869838,0.0009961027,0.00005956743,0.00008062352,0.000008589762,0.00001111044,0.004215955],"genre_scores_gemma":[0.9990526,0.0005546904,0.00005562274,0.00009194937,0.0000517741,0.000002519067,0.00001458585,0.000009445711,0.000166844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03076809,"threshold_uncertainty_score":0.258232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3153375861896928,"score_gpt":0.306777067262279,"score_spread":0.00856051892741383,"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."}}