{"id":"W4417184071","doi":"10.1111/petr.70245","title":"Validating Recipients of Pediatric Solid Organ Transplant Using Administrative Healthcare Data","year":2025,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; Institute for Clinical Evaluative Sciences; Western University; Women's College Hospital; London Health Sciences Centre; McMaster University; McMaster Children's Hospital","funders":"Ministry of Long-Term Care; Canadian Institutes of Health Research; Ministry of Health, Ontario","keywords":"Health care; Organ transplantation; Reliability (semiconductor); MEDLINE; Health data; Diagnosis code; Healthcare system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01416704,0.0004183931,0.0003905286,0.003146868,0.0007425458,0.001668936,0.001378903,0.0003065264,0.0008018933],"category_scores_gemma":[0.05051287,0.0002265657,0.0005525906,0.004979807,0.0006013701,0.0006852981,0.001332353,0.0005172022,0.0002365527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004183026,"about_ca_system_score_gemma":0.01057423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3070621,"about_ca_topic_score_gemma":0.3482437,"domain_scores_codex":[0.9870363,0.004167684,0.001721623,0.001120841,0.005203828,0.0007497866],"domain_scores_gemma":[0.9379663,0.01641588,0.02289209,0.004171128,0.01738056,0.001174114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000123494,0.000009711154,0.9967638,0.00002380133,0.00003858746,0.00000847211,0.00007320881,0.0002350895,0.00003741548,0.0000537528,0.0002392006,0.002504525],"study_design_scores_gemma":[0.000006766325,0.00003358,0.994149,0.0001108212,0.00004930874,0.0000604921,0.0003482466,0.002823958,0.0004929334,0.00008164522,0.001836258,0.000007040637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697684,0.000789076,0.006196841,0.0006720611,0.00003951766,0.0003201467,0.01733063,0.00006978933,0.004813577],"genre_scores_gemma":[0.9849817,0.0003512517,0.005510866,0.0001309316,0.00002619739,0.0001250071,0.008674407,0.00001078206,0.0001889465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3070621,"threshold_uncertainty_score":0.6105496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1319727405538706,"score_gpt":0.4195875321313624,"score_spread":0.2876147915774918,"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."}}