{"id":"W2171052377","doi":"10.1054/cdip.2000.0040","title":"New developments in renal transplant pathology","year":2000,"lang":"en","type":"article","venue":"Current Diagnostic Pathology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Pathology; Biopsy; Immunohistochemistry; Renal biopsy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001040855,0.0002290907,0.0004293162,0.000185247,0.00004009714,0.000006954933,0.00009518877,0.0001266679,0.001159471],"category_scores_gemma":[0.00007293829,0.0001918282,0.00009168051,0.0002034268,0.00005528028,0.00005300105,0.00000783785,0.0002563546,0.0007031219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006119933,"about_ca_system_score_gemma":0.000161505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001797202,"about_ca_topic_score_gemma":0.00002936723,"domain_scores_codex":[0.998459,0.00009188038,0.0004380553,0.0004072189,0.0001679185,0.0004359024],"domain_scores_gemma":[0.9991782,0.0003353477,0.00004591284,0.0001984031,0.00002042016,0.0002216904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002709123,0.0005167495,0.6739668,0.00008414698,0.0000395976,0.01466073,0.0008933712,0.00002261946,0.0002513384,0.0003180162,0.0002664415,0.3087093],"study_design_scores_gemma":[0.005714,0.0002347446,0.9842387,0.0006109226,0.0001238626,0.002923983,0.00000579346,0.000006986756,0.000444465,0.0003613552,0.005142662,0.0001925094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920644,0.002087958,0.001122699,0.0004092238,0.0005591602,0.0005134211,0.00005637747,0.00006778932,0.003118954],"genre_scores_gemma":[0.9900745,0.005894229,0.002319309,0.0003894955,0.00009743105,0.00007466035,0.0004214982,0.00002325291,0.0007055867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3102719,"threshold_uncertainty_score":0.9997536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0289504349489219,"score_gpt":0.3150038639370712,"score_spread":0.2860534289881493,"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."}}