{"id":"W3082752038","doi":"10.1097/01.tp.0000700252.33782.cd","title":"A COMPARISON OF MOLECULAR- AND HISTOPATHOLOGICAL-DIAGNOSES OF RENAL TRANSPLANT INDICATION BIOPSIES","year":2020,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Histology; Biopsy; Pathology; Transplantation; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003317544,0.000312351,0.0002495854,0.003277826,0.0002771282,0.000815828,0.0004696578,0.0005428585,0.002190744],"category_scores_gemma":[0.006767696,0.0001692057,0.0002972228,0.0006997215,0.000388788,0.0005248144,0.0006629669,0.0002484685,0.0004658964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002928584,"about_ca_system_score_gemma":0.0002412661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004801521,"about_ca_topic_score_gemma":0.000848168,"domain_scores_codex":[0.9981439,0.0006088835,0.0003245154,0.0003265246,0.0004050772,0.0001911401],"domain_scores_gemma":[0.9948704,0.002501369,0.001179902,0.0002458587,0.0007958108,0.0004066135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001787194,0.00004978999,0.9842027,0.00006074708,0.00008475332,0.0001312349,0.0000917263,0.0001658326,0.00656716,0.00006460852,0.0001179818,0.006676063],"study_design_scores_gemma":[0.00002356174,0.0003219425,0.9934794,0.00002227915,0.00009630251,0.001061823,0.0003431928,0.001486371,0.002672153,0.00009138579,0.0003935523,0.00000801806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964204,0.0005170215,0.001311682,0.0000233959,0.0000177501,0.00003263173,0.0004043517,0.00002447437,0.001248389],"genre_scores_gemma":[0.9977767,0.000116928,0.001380777,0.00001563883,0.00001456548,0.00002606489,0.0005451321,0.000006736318,0.0001175166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003317544,"threshold_uncertainty_score":0.0175451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04750277368474681,"score_gpt":0.3340262251125596,"score_spread":0.2865234514278128,"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."}}