{"id":"W1915582664","doi":"10.1186/s12882-015-0136-z","title":"Transplant biopsy beyond light microscopy","year":2015,"lang":"en","type":"review","venue":"BMC Nephrology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Transplantation; Nephrology; Molecular pathology; Gold standard (test); Intensive care medicine; Molecular diagnostics; Medical diagnosis; Biopsy; Pathology; Disease; Medical physics; Bioinformatics; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014534,0.0005253257,0.002395314,0.0002892805,0.00004803357,0.00001484222,0.0001658403,0.0006041379,0.0002566791],"category_scores_gemma":[0.000006260544,0.0003491174,0.0006743014,0.000240061,0.00007552535,0.00003291708,0.0000153672,0.0003410616,0.001145967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009961024,"about_ca_system_score_gemma":0.0005820498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001661923,"about_ca_topic_score_gemma":0.00001274563,"domain_scores_codex":[0.9980345,0.0001606382,0.0006511867,0.0005193721,0.0002160679,0.0004181874],"domain_scores_gemma":[0.9988508,0.0001260896,0.0002179513,0.0004639106,0.00005932054,0.0002819353],"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":[0.002034214,0.001779442,0.003359926,0.1962621,0.008496206,0.009125629,0.0008376327,8.082101e-7,0.0001518453,0.00229651,0.01006527,0.7655904],"study_design_scores_gemma":[0.001761432,0.0003135014,0.00006549447,0.003818839,0.005292464,0.005410039,0.000003033076,5.31538e-7,0.000007574038,0.00003773706,0.9830327,0.0002566472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004118362,0.9942665,0.000154897,0.00008280532,0.0004800766,0.001099038,0.0002709877,0.00008059599,0.003523935],"genre_scores_gemma":[0.000006631601,0.9918935,0.002861621,0.0004231835,0.0002637849,0.0001409545,0.001543098,0.00007764224,0.002789559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9729674,"threshold_uncertainty_score":0.9998961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06173445739195479,"score_gpt":0.3744639214918829,"score_spread":0.3127294640999281,"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."}}