{"id":"W2989745012","doi":"10.1111/ajt.15722","title":"RENAL TRANSPLANT PATHOLOGY, HOPKINS ATLAS OF PATHOLOGY, JOHNS HOPKINS MOBILE MEDICINE, VOLUME 7 IN THE SERIES: THE JOHNS HOPKINS ATLASES OF PATHOLOGY Eds: Serena M. Bagnasco and Lorraine C. Racusen. Johns Hopkins University, 2019","year":2019,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Renal pathology; Anatomical pathology; Pathology; Chemical pathology; Gerontology; Kidney; Internal medicine; Immunohistochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00221119,0.001353991,0.001260087,0.0159101,0.00109109,0.004756725,0.002048594,0.001991526,0.08414245],"category_scores_gemma":[0.007779182,0.0008509706,0.0008488921,0.01034478,0.001553398,0.005493991,0.003701825,0.003985657,0.04941982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003092287,"about_ca_system_score_gemma":0.005351021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007052868,"about_ca_topic_score_gemma":0.01605241,"domain_scores_codex":[0.9981072,0.0003430476,0.0003331738,0.0002207978,0.000844927,0.000150906],"domain_scores_gemma":[0.9941481,0.001391155,0.0007102101,0.0004937309,0.002232086,0.001024746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002016014,0.00001062833,0.0006070471,0.0006643976,0.00001093442,0.0001713579,0.000137371,0.0001595036,0.0002789872,0.002457615,0.8362827,0.1591994],"study_design_scores_gemma":[0.000003310644,0.000009283258,0.001620247,0.0009295568,0.000008456292,0.001278675,0.00019026,0.0001104915,0.0002037246,0.002437129,0.993186,0.00002287639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.003257507,0.6385351,0.03077246,0.06389917,0.06286606,0.0004895334,0.021075,0.009358689,0.1697465],"genre_scores_gemma":[0.01876607,0.5711306,0.07126039,0.01553113,0.02945614,0.0006283787,0.02325484,0.002730513,0.267242],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08414245,"threshold_uncertainty_score":0.2814845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008899492635178662,"score_gpt":0.2468988696883247,"score_spread":0.237999377053146,"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."}}