{"id":"W4212934688","doi":"10.1038/labinvest.2016.175","title":"Kidney/Renal Pathology (including Transplantation)","year":2017,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pathology; Transplantation; Medicine; Renal pathology; Kidney; Kidney transplantation; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001959918,0.0001105543,0.0001375548,0.0001022101,0.000508089,0.00007310556,0.00008695493,0.0001073559,0.0001700505],"category_scores_gemma":[0.0001903969,0.0001101042,0.00003264679,0.00009336243,0.0001970468,0.0004308074,0.000006625714,0.0001403847,0.0001412557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003961497,"about_ca_system_score_gemma":0.0002394132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007707935,"about_ca_topic_score_gemma":0.000014531,"domain_scores_codex":[0.9991918,0.00004899149,0.0002090242,0.0002084065,0.0002062611,0.0001355631],"domain_scores_gemma":[0.9991309,0.00002089377,0.000162034,0.0002902467,0.000180308,0.0002156273],"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":[0.0001730704,0.00006620855,0.2976622,0.0003864726,0.00006529447,0.0003610565,0.002829047,0.00001210777,0.6771668,0.01788821,0.001591572,0.001798024],"study_design_scores_gemma":[0.002283559,0.00007974415,0.7390746,0.0001544154,0.0001520428,0.00009018933,0.00003677575,0.0002000843,0.2534477,0.001051308,0.003264465,0.0001651522],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872748,0.00002491627,0.001303821,0.006657887,0.0003431394,0.0002200585,0.00007870162,0.0001294629,0.003967158],"genre_scores_gemma":[0.9931915,0.00006081762,0.00262678,0.003308116,0.0002048972,0.00001735204,0.0003565863,0.00001862313,0.0002153083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4414124,"threshold_uncertainty_score":0.448992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03359615699929916,"score_gpt":0.2957626135950503,"score_spread":0.2621664565957511,"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."}}