{"id":"W4321033178","doi":"10.1200/jco.22.01926","title":"Development and Validation of a Prediction Model for Kidney Failure in Long-Term Survivors of Childhood Cancer","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute","keywords":"Medicine; Cohort; Dialysis; Kidney transplantation; Internal medicine; Proportional hazards model; Kidney cancer; Kidney disease; Cancer; Hazard ratio; Pediatrics; Transplantation; Confidence interval","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":[0.00933863,0.0009792168,0.0009279386,0.001330378,0.0006198906,0.001234021,0.001372962,0.0008169003,0.001134016],"category_scores_gemma":[0.0111403,0.0004208411,0.00100505,0.0005670589,0.000396153,0.0005441902,0.0008953486,0.001380691,0.0003609149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442711,"about_ca_system_score_gemma":0.002567399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02243669,"about_ca_topic_score_gemma":0.0117266,"domain_scores_codex":[0.9986743,0.0007896777,0.0000764353,0.0002234464,0.0001348009,0.0001014169],"domain_scores_gemma":[0.9930474,0.0048554,0.0004478075,0.0001933962,0.001220257,0.0002357296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0009129431,0.0008193194,0.4467717,0.00007902522,0.0007804747,0.000283683,0.0002020846,0.4599186,0.0007784439,0.0009333215,0.003738131,0.08478232],"study_design_scores_gemma":[0.00003871996,0.0001198354,0.01233479,0.00001875241,0.00005221074,0.00003397097,0.00002973576,0.9866428,0.0001605999,0.0003598105,0.0001999246,0.000008820256],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8826741,0.0004242532,0.1116039,0.001024351,0.0001205165,0.0003678638,0.001355021,0.0008966959,0.001533356],"genre_scores_gemma":[0.9748932,0.0001080136,0.02257503,0.00008989122,0.00003004783,0.000231331,0.001371877,0.00002481994,0.0006757393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02243669,"threshold_uncertainty_score":0.04938799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1191843175648587,"score_gpt":0.4537365931541126,"score_spread":0.3345522755892539,"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."}}