{"id":"W2793334647","doi":"10.1093/ndt/gfy019","title":"Prediction models for delayed graft function: external validation on The Dutch Prospective Renal Transplantation Registry","year":2018,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Transplantation; Kidney transplantation; Surgery; Prospective cohort study; Renal function; Nephrology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003666951,0.0003236796,0.0003645781,0.0002470797,0.0005174805,0.00005181457,0.0001133034,0.0002692757,0.0001824685],"category_scores_gemma":[0.00001584568,0.0002352111,0.000301426,0.0003609176,0.0001885696,0.0003453009,0.00000251237,0.0002245944,0.0000626589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108158,"about_ca_system_score_gemma":0.00008496617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005057908,"about_ca_topic_score_gemma":0.0001038041,"domain_scores_codex":[0.9978256,0.000170975,0.0005843398,0.0006000674,0.0004761461,0.0003429249],"domain_scores_gemma":[0.9985735,0.0003763302,0.0002431261,0.0003348017,0.0003628344,0.0001094005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3352621,0.004415615,0.1430823,0.002711956,0.01474145,0.0005148732,0.02918917,0.0294104,0.3037181,0.1126328,0.002820288,0.02150092],"study_design_scores_gemma":[0.04249595,0.0149387,0.644058,0.001035326,0.02255487,0.001484234,0.0003658427,0.03965965,0.1968517,0.0344043,0.0009972014,0.001154185],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.542725,0.00003341732,0.451792,0.00116963,0.0003548269,0.001631633,0.0004257437,0.0001652908,0.001702461],"genre_scores_gemma":[0.9917677,0.0005270833,0.001914263,0.00143403,0.0006669072,0.000656663,0.002617547,0.0000414264,0.0003743918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5009757,"threshold_uncertainty_score":0.9591629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02745251879890157,"score_gpt":0.2750759791348612,"score_spread":0.2476234603359596,"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."}}