{"id":"W2265177359","doi":"10.1016/j.humimm.2014.08.191","title":"P129","year":2014,"lang":"en","type":"article","venue":"Human Immunology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Hospital Edmonton","funders":"","keywords":"Heart transplantation; Medicine; Human leukocyte antigen; Typing; Flow cytometry; Transplantation; Surgery; Internal medicine; Cardiology; Immunology; Antigen; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001207986,0.00006043902,0.0001665561,0.00005867657,0.00006446781,0.000004104279,0.00004915993,0.00006492576,0.0005365015],"category_scores_gemma":[0.00002816099,0.00004966462,0.00004695242,0.00003562422,0.00007047458,0.00001820908,0.000008642666,0.0001097945,0.000188849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009607497,"about_ca_system_score_gemma":0.000009035804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002285396,"about_ca_topic_score_gemma":0.000009623442,"domain_scores_codex":[0.9995421,0.00006065593,0.0001177719,0.0001048759,0.00004430604,0.0001302903],"domain_scores_gemma":[0.9996751,0.00006281308,0.00002495328,0.0001910964,0.00002212008,0.00002391085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002625539,0.0001961742,0.1772032,0.0001441204,0.0002749947,0.00006078467,0.00149966,0.000001084885,0.4184255,0.3167346,0.001518534,0.08367874],"study_design_scores_gemma":[0.001538377,0.000327862,0.9236194,0.00001993644,0.00005643516,0.0001204635,0.00004011955,0.000005259441,0.004898544,0.003072191,0.0662226,0.00007874838],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956527,0.0002409292,0.004702216,0.0008999765,0.0002801273,0.0000886638,9.094793e-7,0.0001084632,0.03715171],"genre_scores_gemma":[0.9889798,0.00002686281,0.006386388,0.0007838709,0.0001187546,0.000006158958,0.00001916227,0.00001065393,0.003668356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7464162,"threshold_uncertainty_score":0.5874316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02521860596880364,"score_gpt":0.3380677987779728,"score_spread":0.3128491928091691,"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."}}