{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001134314,0.0006183812,0.0008247576,0.003059994,0.0003365845,0.001426562,0.001087505,0.001362942,0.02821698],"category_scores_gemma":[0.003133708,0.0002005543,0.0005562715,0.001925785,0.0005592854,0.001498116,0.00104457,0.001588522,0.01466465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006139325,"about_ca_system_score_gemma":0.00157603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195796,"about_ca_topic_score_gemma":0.001427387,"domain_scores_codex":[0.9994728,0.0001322327,0.00009598762,0.00006608549,0.0001830668,0.00004981701],"domain_scores_gemma":[0.9989331,0.000493556,0.0001277608,0.00007805879,0.0002911923,0.00007632848],"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":[0.00004414521,0.00004171524,0.0004365103,0.00807181,0.00005531434,0.0002804073,0.00008381588,0.00009160089,0.00065754,0.006977634,0.119014,0.8642456],"study_design_scores_gemma":[0.00000551354,0.00001193707,0.0003755829,0.002585697,0.00002434078,0.001154421,0.00004377665,0.00001524927,0.0001803781,0.001148896,0.9944493,0.000005016928],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002933556,0.9720358,0.001123781,0.002296095,0.00163678,0.00004428254,0.0003231734,0.00008908542,0.02215765],"genre_scores_gemma":[0.004008678,0.9780284,0.001612464,0.002116082,0.001166349,0.00004997481,0.0007635706,0.00002407108,0.01223047],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02821698,"threshold_uncertainty_score":0.09439522,"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."}}