{"id":"W2064948022","doi":"10.1159/000181977","title":"Renal Biopsy in Acute Allograft Rejection","year":2008,"lang":"en","type":"article","venue":"˜The œNephron journals/Nephron journals","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Nephrology; Biopsy; Renal biopsy; Graft rejection; Kidney; Transplantation; Urology; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001223047,0.000567217,0.000936091,0.0008754302,0.0007324251,0.0001570243,0.0003738181,0.0002911063,0.001921597],"category_scores_gemma":[0.00003777801,0.0003722949,0.0006610566,0.001127929,0.0002393115,0.0005779988,0.0000457423,0.001458507,0.0002903131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004266304,"about_ca_system_score_gemma":0.000337575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000128497,"about_ca_topic_score_gemma":0.00009911098,"domain_scores_codex":[0.9952386,0.0004148935,0.001577082,0.0005057448,0.001320451,0.0009432244],"domain_scores_gemma":[0.9975237,0.0002015447,0.0007491282,0.0005908697,0.0003136449,0.0006211202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007433406,0.003391192,0.6535828,0.0002990942,0.007687768,0.03759718,0.007242789,0.001570664,0.2216425,0.0001454833,0.02183412,0.03757308],"study_design_scores_gemma":[0.01264326,0.001039803,0.8534513,0.002003969,0.00102962,0.09880771,0.0004125926,0.0003395878,0.003448052,0.0006189626,0.02550652,0.0006987012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757737,0.006746104,0.003332821,0.008791908,0.0008458647,0.0009837599,0.00004376544,0.0001304152,0.003351643],"genre_scores_gemma":[0.9705713,0.01873831,0.002068704,0.002501408,0.0008431929,0.0000447132,0.00003675054,0.00009732589,0.005098246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2181944,"threshold_uncertainty_score":0.9998729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04068598856850909,"score_gpt":0.3246273656244688,"score_spread":0.2839413770559597,"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."}}