{"id":"W2167440452","doi":"10.1111/j.1399-3046.2009.01229.x","title":"What do we need to do to make protocol biopsies standard of care or should we discontinue doing?","year":2009,"lang":"en","type":"letter","venue":"Pediatric Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Winnipeg","funders":"","keywords":"Medicine; Transplantation; Biopsy; Protocol (science); Subclinical infection; Kidney transplantation; Kidney transplant; General surgery; Surgery; Internal medicine; Pathology","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":[0.0001140512,0.0006816139,0.001136142,0.0009855691,0.00009722193,0.0001553427,0.000233218,0.0006032254,0.000179295],"category_scores_gemma":[0.00001242512,0.0004942243,0.0003564764,0.0008403536,0.000028488,0.0002544979,0.00001055314,0.0006501922,0.00005961106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691723,"about_ca_system_score_gemma":0.0002899527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004408941,"about_ca_topic_score_gemma":0.0001091923,"domain_scores_codex":[0.9963813,0.00009855934,0.0009995374,0.0007534778,0.00121991,0.00054715],"domain_scores_gemma":[0.9984433,0.0002148632,0.0003279611,0.0004529338,0.0003088233,0.0002521381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0916451,0.001091038,0.1116434,0.2219058,0.001927368,0.01981657,0.1000292,0.0008228376,0.0004572381,0.000085284,0.2439801,0.206596],"study_design_scores_gemma":[0.02235719,0.01052059,0.02688895,0.02058137,0.009449748,0.0005934152,0.001963004,0.000002490921,0.004870092,0.00008637644,0.9005002,0.002186568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01324093,0.005077693,0.006215346,0.7079027,0.002675988,0.2528495,0.009826496,0.0005910248,0.001620354],"genre_scores_gemma":[0.03524902,0.3135986,0.06611247,0.3191709,0.02533709,0.2000844,0.02076819,0.0014497,0.0182296],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6565201,"threshold_uncertainty_score":0.9997509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381625846889009,"score_gpt":0.3283151899468157,"score_spread":0.3044989314779256,"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."}}