{"id":"W2901572783","doi":"10.1016/j.hpb.2018.10.003","title":"Performance validation of the ALPPS risk model","year":2018,"lang":"en","type":"article","venue":"HPB","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"Universitätsspital Zürich; Clinical Trial Center, China Medical University Hospital","keywords":"Medicine; Brier score; Cohort; Stage (stratigraphy); Statistic; Framingham Risk Score; Internal medicine; Surgery; Statistics; Disease","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":[0.00006299367,0.00003334895,0.0000595564,0.00001899112,0.00006123159,0.000001487647,0.00004157472,0.00001866065,0.00007760529],"category_scores_gemma":[0.00004297254,0.00001772003,0.00002913119,0.00007158244,0.00006223375,0.00003095308,0.0000250588,0.00004672812,0.00008925411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001048302,"about_ca_system_score_gemma":0.00004301239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002184536,"about_ca_topic_score_gemma":0.000001002781,"domain_scores_codex":[0.9996125,0.00001459165,0.00005975044,0.00006336543,0.0001677867,0.00008203078],"domain_scores_gemma":[0.9996385,0.000008850523,0.00002628528,0.0001980987,0.00008989379,0.00003838741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00040262,0.0004697032,0.9295449,0.00005231472,0.0001070448,0.00001749217,0.000167427,0.0001110438,0.01973715,0.00002687665,0.007639183,0.04172425],"study_design_scores_gemma":[0.0009299495,0.0003664249,0.4770225,0.00005508415,0.00006327086,0.00003267149,0.00001493648,0.4646379,0.05572931,0.00006271451,0.00104614,0.00003906386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953297,0.00003004151,0.00009004412,0.0001186795,0.00003214458,0.0001108698,0.000005858864,0.000007671045,0.004274995],"genre_scores_gemma":[0.9963353,0.00006916159,0.0007610759,0.00008804802,0.00003616112,0.000003868588,0.000004117738,0.000003864268,0.002698455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4645269,"threshold_uncertainty_score":0.1147211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03849668007300779,"score_gpt":0.3010213374491899,"score_spread":0.2625246573761821,"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."}}