{"id":"W3092805176","doi":"10.1111/petr.13869","title":"Yield and utility of surveillance kidney biopsies in pediatric kidney transplant recipients at various time points post‐transplant","year":2020,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Immunosuppression; Subclinical infection; Biopsy; Kidney transplant; Internal medicine; Kidney; Kidney transplantation; Renal transplant; Gastroenterology; Surgery","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":[0.0002707017,0.0004206697,0.0007313706,0.00036218,0.00009264825,0.0000186437,0.00013862,0.0002315337,0.0003046011],"category_scores_gemma":[0.0000957485,0.000377832,0.0001838458,0.0007276989,0.00006337836,0.0002081661,0.0000141103,0.0002734922,0.00006937743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004529989,"about_ca_system_score_gemma":0.0002161101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000278201,"about_ca_topic_score_gemma":0.00006606936,"domain_scores_codex":[0.9972293,0.0001151839,0.000946455,0.0006769958,0.0005770417,0.0004550531],"domain_scores_gemma":[0.9983475,0.0003419314,0.00023752,0.0002137884,0.000113507,0.0007457667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003680656,0.0002735591,0.986506,0.003672624,0.00007242474,0.0003969091,0.003599802,0.00001022664,0.001519391,0.000008760747,0.0001180236,0.0001415861],"study_design_scores_gemma":[0.006111654,0.0004754357,0.9895231,0.0002281912,0.001013109,0.0002287552,0.00001021904,0.0003559883,0.001683266,0.00001838585,0.00001664639,0.0003352887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920437,0.0004594057,0.0004361606,0.001923727,0.0001734286,0.0007955568,0.003280176,0.0001058429,0.0007819794],"genre_scores_gemma":[0.9702979,0.02609047,0.0004742994,0.0008718084,0.0001428712,0.00002468717,0.001982251,0.00004142236,0.00007426309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02563106,"threshold_uncertainty_score":0.9998674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662364419489695,"score_gpt":0.2431294314402563,"score_spread":0.2265057872453593,"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."}}