{"id":"W2913194142","doi":"10.1111/petr.13364","title":"Non‐invasive differentiation of non‐rejection kidney injury from acute rejection in pediatric renal transplant recipients","year":2019,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia; University of Alberta; The Metabolomics Innovation Centre; University of Manitoba; Children's Hospital Research Institute of Manitoba; Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; BC Children's Hospital","keywords":"Medicine; Kidney transplantation; Internal medicine; Urine; Kidney; Transplantation; Metabolite; Gastroenterology; Urology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001601126,0.0003584693,0.0005694177,0.0009211556,0.00006494936,0.00002173753,0.0001087696,0.0002807094,0.0002263419],"category_scores_gemma":[0.00001168112,0.0003326575,0.0002432243,0.0009424328,0.00001747025,0.0004191489,0.000005419036,0.0003099923,0.0001732382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001571854,"about_ca_system_score_gemma":0.0002148248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000613458,"about_ca_topic_score_gemma":0.0001004086,"domain_scores_codex":[0.9974224,0.00007965106,0.0009164361,0.000594603,0.0006371742,0.0003497095],"domain_scores_gemma":[0.9988534,0.0001453021,0.0003967749,0.000269297,0.0001317388,0.0002034746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002571905,0.0004297384,0.9812765,0.0007117523,0.0001424561,0.0000848465,0.001795864,0.0001226112,0.01256629,0.000006542071,0.00003791243,0.000253598],"study_design_scores_gemma":[0.008002132,0.0006538174,0.9645075,0.0003490451,0.002638324,0.00004819393,0.00001297384,0.0004541964,0.0230038,0.00004997905,0.00000295673,0.000277122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993017,0.00004349094,0.003354259,0.00006720114,0.0009525924,0.001149777,0.0009079028,0.00006376132,0.0004440386],"genre_scores_gemma":[0.9733506,0.01930964,0.0006319285,0.00007233225,0.0003256941,0.00006708052,0.006014683,0.00004474529,0.0001832425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01966632,"threshold_uncertainty_score":0.9999126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00832714782972814,"score_gpt":0.2541192380807455,"score_spread":0.2457920902510174,"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."}}