{"id":"W4389944222","doi":"10.1109/tiptekno59875.2023.10359225","title":"DeepSurvLiver: Predicting Post-Operative Survival after Liver Transplantation","year":2023,"lang":"en","type":"article","venue":"","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Liver transplantation; Transplantation; Medicine; Computer science; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007931726,0.0009192436,0.000551586,0.000561429,0.0001889758,0.0005548698,0.0009098341,0.0005729942,0.001585724],"category_scores_gemma":[0.001725731,0.0001816384,0.0005097399,0.0003172607,0.0001282011,0.0004996031,0.0008308277,0.000990179,0.0005988913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005065034,"about_ca_system_score_gemma":0.0009032036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009209261,"about_ca_topic_score_gemma":0.01185433,"domain_scores_codex":[0.9998222,0.00004343499,0.0000158971,0.00004917991,0.00003122966,0.00003811021],"domain_scores_gemma":[0.9996279,0.0001422645,0.0000523274,0.00002936555,0.00009727526,0.00005083269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001263761,0.0008178956,0.1741967,0.0002516929,0.0003725275,0.0006147581,0.0001215301,0.2909606,0.003842511,0.001411597,0.0241619,0.5019846],"study_design_scores_gemma":[0.00002207321,0.0002612665,0.01060716,0.00002894504,0.00004524457,0.00008889363,0.00002869794,0.9839931,0.001555047,0.001884313,0.001466363,0.00001895003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.762287,0.00401117,0.2089004,0.002893008,0.0006134535,0.0002039234,0.01102276,0.005511626,0.004556635],"genre_scores_gemma":[0.966966,0.0005962109,0.01977813,0.0002457518,0.0001373817,0.0001300395,0.007999006,0.00006657423,0.004080849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009209261,"threshold_uncertainty_score":0.01831132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638703479807565,"score_gpt":0.2782566316675728,"score_spread":0.2618695968694971,"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."}}