{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000249877,0.0002717993,0.0004821007,0.000471244,0.0001508503,0.0000211973,0.0002293584,0.0001492023,0.00004139807],"category_scores_gemma":[0.00002642949,0.0002466099,0.0001122714,0.0009656216,0.00003100888,0.0002678937,0.00001385321,0.0002098735,0.000007860657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007729456,"about_ca_system_score_gemma":0.0005219053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002162934,"about_ca_topic_score_gemma":0.00005153579,"domain_scores_codex":[0.9977397,0.0001071426,0.0008539459,0.0005298669,0.0004482973,0.0003210189],"domain_scores_gemma":[0.9986964,0.0002341758,0.0002882023,0.0004573061,0.0001782401,0.0001457121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007702825,0.0003302358,0.9917656,0.0042629,0.0001664022,0.0001307395,0.001014288,0.00007288785,0.0006316688,0.0001924172,0.00001715587,0.0006454679],"study_design_scores_gemma":[0.007931853,0.0004725036,0.9646458,0.0007377809,0.008536312,0.0001962867,0.0001355286,0.001056097,0.01569438,0.0001666079,0.00001481364,0.0004120087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794487,0.0006827146,0.01627404,0.0002394461,0.0004380814,0.000735177,0.001604896,0.00007996593,0.0004969476],"genre_scores_gemma":[0.9795704,0.0118492,0.005498951,0.0001047372,0.0002264899,0.00001244208,0.002614887,0.00002590019,0.0000969992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02711972,"threshold_uncertainty_score":0.9999986,"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."}}