{"id":"W4380422282","doi":"10.1097/tp.0000000000004624","title":"The Molecular Phenotype of Kidney Transplants: Insights From the MMDx Project","year":2023,"lang":"en","type":"review","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Ministry of Advanced Education; University of Alberta; Mendez National Institute of Transplantation Foundation; Genome Canada","keywords":"Nephron; Pathology; Medicine; Fibrosis; Kidney; Kidney disease; Acute kidney injury; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001436996,0.0004518528,0.001100416,0.0001269706,0.0001954767,0.00003869124,0.0003096059,0.0002484693,0.00001956896],"category_scores_gemma":[0.00003519743,0.0002112095,0.0006505245,0.000565541,0.000115299,0.00006334455,0.000005267339,0.000359414,0.0001249279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004774742,"about_ca_system_score_gemma":0.0006368328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003896206,"about_ca_topic_score_gemma":0.00009462365,"domain_scores_codex":[0.9976086,0.0002788227,0.0008990078,0.0003893715,0.0005662878,0.000257904],"domain_scores_gemma":[0.9978539,0.001095371,0.0003513243,0.000494221,0.00007634745,0.0001288004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002570147,0.0006001478,0.0002510851,0.2042311,0.01667017,0.002547325,0.009340467,0.00001557261,0.0002370405,0.01118161,0.0009521227,0.7514032],"study_design_scores_gemma":[0.00621965,0.0004693286,0.001041235,0.1354355,0.03984027,0.000306567,0.0001902123,0.00002892575,0.000429949,0.0007005836,0.8144593,0.0008785114],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001282938,0.9929221,0.0005610691,0.0001864725,0.0003788828,0.002544149,0.002157722,0.0001089598,0.001012352],"genre_scores_gemma":[0.0002694552,0.9920318,0.0001409962,0.0001640241,0.00009824112,0.000210418,0.006697612,0.0000895272,0.0002979269],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8135071,"threshold_uncertainty_score":0.8612872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0673706230130992,"score_gpt":0.3643140045366707,"score_spread":0.2969433815235715,"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."}}