{"id":"W4311192892","doi":"10.1097/tp.0000000000004339","title":"Diagnostic Potential of Minimally Invasive Biomarkers: A Biopsy-centered Viewpoint From the Banff Minimally Invasive Diagnostics Working Group","year":2022,"lang":"en","type":"review","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Astellas Pharma; Sangamo Therapeutics; CareDx; Veloxis Pharmaceuticals; CSL Behring","keywords":"Medicine; Kidney transplantation; Transplantation; Diagnostic biomarker; Minimally invasive procedures; Pathology; Biomarker; Internal medicine; Diagnostic accuracy; Surgery; Biology","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":[0.005161278,0.0007939205,0.002071064,0.003989427,0.0003375298,0.002093258,0.001274338,0.002745143,0.001684095],"category_scores_gemma":[0.005062034,0.0003859295,0.001337176,0.002185394,0.001377372,0.003073714,0.001142049,0.004230816,0.0009544821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063068,"about_ca_system_score_gemma":0.002103374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041412,"about_ca_topic_score_gemma":0.001387292,"domain_scores_codex":[0.9985657,0.0004929986,0.0002280864,0.0001592058,0.000477492,0.00007656334],"domain_scores_gemma":[0.9948338,0.003551987,0.0003005447,0.00008738912,0.00110534,0.0001209867],"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":[0.00012072,0.00005502904,0.0003477272,0.02081887,0.0002148067,0.0002494528,0.0001311355,0.0002836444,0.0012638,0.01298126,0.0332124,0.9303212],"study_design_scores_gemma":[0.00002068484,0.0001485162,0.0009980741,0.01758374,0.0002524708,0.002089934,0.000172835,0.0001658821,0.0007785335,0.008186272,0.9695497,0.00005348966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004517526,0.9977863,0.0001438242,0.001396859,0.0002746474,0.000002353502,0.000006392481,0.000002664117,0.0003417582],"genre_scores_gemma":[0.0006771956,0.9970474,0.0003508164,0.001106762,0.0005734763,0.00000822382,0.000016739,0.000001839061,0.0002176713],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005161278,"threshold_uncertainty_score":0.02729571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05785540057446404,"score_gpt":0.304878810442911,"score_spread":0.247023409868447,"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."}}