{"id":"W2888956229","doi":"10.1016/j.humimm.2018.07.020","title":"OR15 Progressive chronic tissue injury without active pathological changes is the histological halmark of de novo class II DSA","year":2018,"lang":"en","type":"article","venue":"Human Immunology","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Health Authority; University of Saskatchewan","funders":"","keywords":"Medicine; Biopsy; Kidney; Kidney transplantation; Transplantation; Pathological; Donor specific antibodies; Peritubular capillaries; Urology; Pathology; Gastroenterology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001614992,0.000223988,0.0005234324,0.00009780116,0.0003602696,0.000008305764,0.0002360078,0.0002998417,0.001557827],"category_scores_gemma":[0.000167074,0.0001309861,0.0001137599,0.0001505121,0.002531896,0.00003555352,0.000275806,0.000389306,0.00006304719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669784,"about_ca_system_score_gemma":0.0001442767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002290708,"about_ca_topic_score_gemma":0.00003105735,"domain_scores_codex":[0.9985329,0.0002060941,0.0002691282,0.0003573438,0.0001688505,0.00046567],"domain_scores_gemma":[0.9989247,0.00006573144,0.0002362384,0.0004840638,0.0002143126,0.00007493477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.008480661,0.002002813,0.01823696,0.0003949878,0.001143508,0.001064575,0.009391503,2.14043e-7,0.8129208,0.01689781,0.00996237,0.1195038],"study_design_scores_gemma":[0.003206245,0.04097157,0.6927134,0.0004657669,0.0005841121,0.001660574,0.001203171,0.00001649052,0.1293825,0.004132815,0.125137,0.0005263546],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829361,0.008980669,0.00001333459,0.004838314,0.0001557811,0.0005063199,0.00003179631,0.00006645876,0.002471253],"genre_scores_gemma":[0.9967204,0.000372458,0.0001061278,0.001103113,0.0003950977,0.0001305738,0.00002188597,0.00001921148,0.001131132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6835383,"threshold_uncertainty_score":0.9993549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0222394434047844,"score_gpt":0.327089103644783,"score_spread":0.3048496602399986,"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."}}