{"id":"W2777102810","doi":"10.1097/tp.0000000000001865","title":"The Cutting Edge of HLA Diagnostics","year":2017,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Conjunction (astronomy); Enhanced Data Rates for GSM Evolution; Medicine; Human leukocyte antigen; Computer science; Data science; Immunology; Artificial intelligence; 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":[0.005973426,0.001170972,0.001203103,0.002064653,0.001181292,0.004470725,0.001921933,0.006017786,0.006957306],"category_scores_gemma":[0.02418011,0.0006549984,0.0009600254,0.0008681402,0.002060418,0.005284972,0.001348603,0.02243237,0.003790498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001801279,"about_ca_system_score_gemma":0.002541414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187082,"about_ca_topic_score_gemma":0.002820977,"domain_scores_codex":[0.9961677,0.0007868889,0.0006323213,0.0004503847,0.001702093,0.0002605111],"domain_scores_gemma":[0.9751521,0.0133366,0.001578307,0.0004687117,0.006569364,0.002894814],"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":[0.00005372447,0.00001429569,0.0001320758,0.0003242134,0.00001763905,0.0001591749,0.00003609179,0.00002181658,0.0001866729,0.001887521,0.9731319,0.02403489],"study_design_scores_gemma":[0.00001308285,0.00003333249,0.0001911546,0.0002616511,0.00001807956,0.0004932546,0.00005165691,0.00004768029,0.0001841042,0.001388219,0.997306,0.00001162791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.0001677551,0.04321618,0.0005770065,0.1765613,0.7767791,0.00001163492,0.0000516779,0.0000597222,0.002575784],"genre_scores_gemma":[0.001914977,0.04392653,0.0006260008,0.110433,0.8357646,0.00001454942,0.00006239918,0.00006076774,0.007197052],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006957306,"threshold_uncertainty_score":0.03159088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02963836546655418,"score_gpt":0.331503760458889,"score_spread":0.3018653949923348,"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."}}