{"id":"W3174446702","doi":"10.1007/978-3-030-74783-1_3","title":"Rejection Challenges: Diagnosis and Management","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immunology; Conceptualization; Effector; Medicine; Acquired immune system; Immune system; Kidney transplantation; Antibody; Transplantation; Inflammation; Computer science; Internal medicine","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":[0.001418737,0.0007062252,0.0007482258,0.001004687,0.0005533047,0.00247531,0.0006644157,0.001991009,0.006862741],"category_scores_gemma":[0.00377614,0.0002559044,0.000388178,0.0005715998,0.0008645618,0.002419013,0.001524325,0.005512737,0.002911504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042322,"about_ca_system_score_gemma":0.002130233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183696,"about_ca_topic_score_gemma":0.004420441,"domain_scores_codex":[0.9995059,0.0001632944,0.0000382531,0.00003066436,0.0002130638,0.00004887218],"domain_scores_gemma":[0.9988406,0.0006228659,0.0001019537,0.00002856311,0.0001997185,0.0002063851],"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":[0.00003283266,0.0001237338,0.001261187,0.0005711993,0.0000169516,0.002315131,0.0004157023,0.0005668807,0.00030582,0.02886052,0.5765693,0.3889607],"study_design_scores_gemma":[0.00001346131,0.00006685808,0.001684344,0.002942927,0.00001915207,0.01565487,0.0006345387,0.0005037141,0.0001248841,0.0450988,0.9332237,0.00003266688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002527854,0.6120908,0.01341895,0.1790132,0.02409974,0.00008817705,0.0001596002,0.0001803148,0.1684213],"genre_scores_gemma":[0.02977375,0.647933,0.02127381,0.07343014,0.05322465,0.0002348635,0.0003867801,0.0001425111,0.1736004],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006862741,"threshold_uncertainty_score":0.0229581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05825489675967029,"score_gpt":0.2906925330441267,"score_spread":0.2324376362844565,"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."}}