{"id":"W4213340703","doi":"10.1111/petr.14214","title":"Rejection surveillance in pediatric heart transplant recipients: Critical reflection on the role of frequent and long‐term routine surveillance endomyocardial biopsies and comprehensive review of non‐invasive rejection screening tools","year":2022,"lang":"en","type":"review","venue":"Pediatric Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Endomyocardial biopsy; Asymptomatic; Intensive care medicine; Heart transplantation; Gold standard (test); Transplantation; MEDLINE; Biopsy; Surgery; Pathology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015168,0.0005386231,0.002077663,0.0007440304,0.0001783747,0.00002655692,0.0001197766,0.0002767464,0.00003243783],"category_scores_gemma":[0.0003940558,0.0004255752,0.0004196621,0.001270702,0.0001177906,0.0001838858,0.00001612664,0.0007665549,0.000001102975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208118,"about_ca_system_score_gemma":0.0002258206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001741773,"about_ca_topic_score_gemma":0.00008960623,"domain_scores_codex":[0.9951827,0.001457266,0.001594955,0.0007227625,0.0006932352,0.0003490786],"domain_scores_gemma":[0.9931969,0.005485145,0.0006930238,0.000320988,0.0001938318,0.0001100938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001493933,0.000266149,0.5934036,0.2819848,0.0002252263,0.0000811402,0.0009857394,0.00001685443,0.000089756,0.00008959198,0.00001975689,0.1213435],"study_design_scores_gemma":[0.002162078,0.001007172,0.9665644,0.02177321,0.004449334,0.0009322912,0.0000630131,0.00001330737,0.00008723266,0.00002325027,0.002316201,0.0006085634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04172366,0.9538254,0.0006874158,0.0001504108,0.0005118517,0.002271937,0.0007033071,0.00004599263,0.00008000445],"genre_scores_gemma":[0.04079506,0.9568143,0.000632917,0.00007528623,0.0003782218,0.0002314539,0.001014752,0.00005433182,0.000003659548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3731607,"threshold_uncertainty_score":0.9998196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0680095573745601,"score_gpt":0.36253100500254,"score_spread":0.2945214476279799,"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."}}