{"id":"W2778507126","doi":"10.1097/tp.0000000000001817","title":"HLA Diagnostics","year":2017,"lang":"en","type":"review","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Diagnostic Services Manitoba","funders":"","keywords":"Human leukocyte antigen; Antibody; Donor specific antibodies; Immunology; Medicine; Antigen","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":[0.00006723014,0.0003398194,0.001213566,0.0001646184,0.0001260005,0.00004510759,0.0001160072,0.0002549574,0.0001125048],"category_scores_gemma":[0.00001544165,0.0002464216,0.0005092229,0.00006616762,0.0000461019,0.00008040069,0.000002976197,0.0002247254,0.0005267121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005442708,"about_ca_system_score_gemma":0.000169135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001726676,"about_ca_topic_score_gemma":0.000007320017,"domain_scores_codex":[0.9987787,0.00004251262,0.0004430001,0.0002953136,0.0002456516,0.0001948229],"domain_scores_gemma":[0.9990057,0.0001951949,0.0002570515,0.0003773378,0.00003890681,0.0001258549],"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":[0.00003795433,0.00007574175,0.0001225202,0.07406886,0.0004039865,0.00105799,0.00006112626,2.207365e-7,8.419361e-8,0.0001376536,0.00003823518,0.9239956],"study_design_scores_gemma":[0.001296746,0.0001032442,0.000579856,0.05309013,0.01042541,0.001218722,0.000001425299,0.000001382585,0.000003739028,0.00001601046,0.933018,0.0002453462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000308211,0.9900521,0.0002783336,0.00001871344,0.0002750134,0.0008811035,0.0003690433,0.00007158371,0.008051022],"genre_scores_gemma":[0.00002229959,0.9926166,0.0004613293,0.00003312829,0.000140613,0.00009711125,0.004538036,0.00005549043,0.002035379],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9329798,"threshold_uncertainty_score":0.9999988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1894316313665147,"score_gpt":0.4522727498226174,"score_spread":0.2628411184561027,"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."}}