{"id":"W2889494872","doi":"10.1016/j.humimm.2018.07.105","title":"P047 A cold case: When single antigen beads assay do not respond","year":2018,"lang":"en","type":"article","venue":"Human Immunology","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Victoria Hospital","funders":"","keywords":"Medicine; Antigen; Immunology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000326404,0.0001728185,0.000345859,0.0001916016,0.0003267452,0.00002660296,0.0001205694,0.0002666126,0.001914634],"category_scores_gemma":[0.00004728711,0.0001554581,0.00008901518,0.0001286912,0.0004196636,0.00006345302,0.00007186329,0.0002937602,0.0003615938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007299324,"about_ca_system_score_gemma":0.00004624338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003926852,"about_ca_topic_score_gemma":0.0003638341,"domain_scores_codex":[0.9987193,0.0001228239,0.0002893235,0.0003476761,0.0001371653,0.0003837445],"domain_scores_gemma":[0.9990768,0.00006903757,0.00006995032,0.0005634911,0.0001488381,0.0000718713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005063426,0.000395482,0.003305147,0.00001662467,0.0002118317,0.001933557,0.001389318,1.41617e-8,0.9772151,0.00664178,0.002612591,0.005772284],"study_design_scores_gemma":[0.01032097,0.01078602,0.0926311,0.0002949553,0.0004175551,0.0115913,0.0006842601,0.000008106531,0.4129281,0.000897593,0.4587566,0.0006833981],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981358,0.0009842664,0.00008837553,0.001130435,0.0003645837,0.0002947602,0.000009838712,0.0001122793,0.01565744],"genre_scores_gemma":[0.9944705,0.00003027861,0.0004603835,0.000797762,0.0003778055,0.00001418453,0.00002147208,0.00003784639,0.003789769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5642869,"threshold_uncertainty_score":0.9989977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03319542190498618,"score_gpt":0.2865246611088139,"score_spread":0.2533292392038277,"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."}}