{"id":"W4396997381","doi":"10.1681/asn.20203110s1727b","title":"Correlation of Donor-Derived Cell-Free DNA with Histology and Molecular Diagnoses of Kidney Transplant Biopsies","year":2020,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Histology; Medical diagnosis; Medicine; Kidney transplant; Correlation; Kidney; Kidney transplantation; Cell-free fetal DNA; Nephrology; Biopsy; Pathology; Internal medicine; Biology; Genetics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00555502,0.0003103873,0.0003477915,0.002026109,0.0001747077,0.0008688553,0.0003872086,0.0004397918,0.001038997],"category_scores_gemma":[0.01443203,0.0002223271,0.0002265311,0.0007057233,0.0003607138,0.0005786825,0.0006457967,0.0005022484,0.0003188134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003041702,"about_ca_system_score_gemma":0.0001860359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006063979,"about_ca_topic_score_gemma":0.0007214841,"domain_scores_codex":[0.9969091,0.001060814,0.0003736968,0.0007117269,0.0007333489,0.0002113191],"domain_scores_gemma":[0.9833496,0.007340475,0.005641351,0.001079697,0.001903511,0.0006854738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002814057,0.00001492657,0.9958617,0.00001258183,0.00003796493,0.00004296566,0.00005058509,0.0002286321,0.001150567,0.00001676901,0.00003188135,0.002270016],"study_design_scores_gemma":[0.000007505181,0.0002565467,0.9943041,0.00001296712,0.00003473586,0.0007872882,0.0001094114,0.002134739,0.002040612,0.00005302726,0.0002516982,0.000007376693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964287,0.0005335616,0.002035902,0.00001907769,0.00001015527,0.00001679355,0.0002469484,0.0000272055,0.0006817062],"genre_scores_gemma":[0.9985481,0.00005856483,0.001037796,0.00001086005,0.000006513182,0.000008805202,0.0002478678,0.00000620747,0.00007527105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00555502,"threshold_uncertainty_score":0.02937812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167854576772948,"score_gpt":0.2416112238789095,"score_spread":0.2299326781111801,"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."}}