{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04366456,0.001010409,0.0008969663,0.00184656,0.0005514233,0.00126603,0.001843111,0.000649281,0.001409911],"category_scores_gemma":[0.07684317,0.0003981358,0.00183201,0.002302533,0.0006777947,0.0009324463,0.00205986,0.00102722,0.0005937843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276571,"about_ca_system_score_gemma":0.002133672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01343071,"about_ca_topic_score_gemma":0.008697276,"domain_scores_codex":[0.9803264,0.0141582,0.001525223,0.001937714,0.001587291,0.0004651937],"domain_scores_gemma":[0.9141792,0.05078068,0.011934,0.0130253,0.0088835,0.001197271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001451618,0.0005039119,0.9728036,0.000104912,0.001005327,0.0001264237,0.0002883105,0.01108798,0.0002132888,0.0002402638,0.001390245,0.01078412],"study_design_scores_gemma":[0.001012322,0.001159809,0.8284536,0.0002427306,0.0009327625,0.0006107662,0.0006452645,0.1603912,0.001372027,0.0006978257,0.004403061,0.00007858951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894538,0.0001740413,0.004840607,0.00007266353,0.00002609006,0.0002886052,0.004548014,0.00004016444,0.0005560411],"genre_scores_gemma":[0.9804119,0.00009820352,0.004238207,0.0000299272,0.00001780297,0.0003986733,0.01463408,0.00002408259,0.0001472109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04366456,"threshold_uncertainty_score":0.230923,"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."}}