{"id":"W4402898671","doi":"10.34067/kid.0000000000000534","title":"Prognostication from Kidney Transplant Biopsies: 90 Years of Dynamic Alien Landscape Forward and Back","year":2024,"lang":"en","type":"editorial","venue":"Kidney360","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"American Society of Nephrology","keywords":"Alien; Kidney transplant; Medicine; Geography; Kidney transplantation; Transplantation; Internal medicine; Environmental health","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009481104,0.0003090791,0.0006924887,0.0001931557,0.00002361632,0.00003822829,0.0001071079,0.0005158373,0.0002685759],"category_scores_gemma":[0.0001957939,0.0002571066,0.0001909695,0.0001570528,0.0000773904,0.00005583161,0.00001799258,0.0003562595,0.0002645688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005006523,"about_ca_system_score_gemma":0.0004169085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001969384,"about_ca_topic_score_gemma":0.00001096663,"domain_scores_codex":[0.9982103,0.00003097715,0.0004606048,0.000502017,0.0005749645,0.0002211014],"domain_scores_gemma":[0.9986863,0.0003998769,0.0001430203,0.0003003269,0.0001014426,0.0003690523],"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":[0.0005176074,0.0002219731,0.004448663,0.003835302,0.002015862,0.0003023156,0.001420611,5.403443e-7,0.0005125616,0.0000313759,0.9830869,0.00360631],"study_design_scores_gemma":[0.006334946,0.0006462368,0.00824534,0.01268914,0.00536552,0.0000355529,0.00007707046,0.0003064456,0.0003827617,0.0001981535,0.9651655,0.0005533653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.03101803,0.01000053,0.0003579428,0.002731715,0.8733365,0.003509309,0.07229181,0.000363167,0.006391025],"genre_scores_gemma":[0.210128,0.05776821,0.01112733,0.001004329,0.4506992,0.0004393785,0.2373144,0.0007952615,0.03072392],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4226373,"threshold_uncertainty_score":0.9999881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007483857702533607,"score_gpt":0.2717446150425386,"score_spread":0.264260757340005,"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."}}