{"id":"W7082161350","doi":"10.1016/j.humimm.2025.111536","title":"Non-HLA antibodies: are kits from different vendors comparable?","year":2025,"lang":"en","type":"article","venue":"Human Immunology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Université Laval; Centre hospitalier de l'Université Laval","funders":"","keywords":"Key (lock); Postal service; Data collection","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":[0.00006962775,0.0001825456,0.0003355521,0.00009092318,0.0003023508,0.00006440162,0.001120177,0.0001361344,0.0001517232],"category_scores_gemma":[0.00003401786,0.0001687633,0.00007404784,0.0001490638,0.000148177,0.00008146904,0.0006189873,0.0002678804,0.00009325555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003427328,"about_ca_system_score_gemma":0.00002400076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001124443,"about_ca_topic_score_gemma":0.00003307845,"domain_scores_codex":[0.9988047,0.00005784515,0.0002510893,0.0004534923,0.0000766371,0.0003562332],"domain_scores_gemma":[0.9989088,0.0001030348,0.0001223109,0.0007723108,0.00006466598,0.00002891209],"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":[0.00007874438,0.001093964,0.2167375,0.0002559259,0.001215383,0.0003323945,0.004553968,0.0003635813,0.4288064,0.2956466,0.04192903,0.008986491],"study_design_scores_gemma":[0.001220464,0.00008126326,0.8066663,0.0002217038,0.00002235029,0.00001087889,0.0003153197,0.001941656,0.05308302,0.08584086,0.05017911,0.0004170791],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465532,0.0009639022,0.008962383,0.00220044,0.0009085998,0.0001231118,0.000004192918,0.0002058631,0.04007826],"genre_scores_gemma":[0.9952905,0.00002431694,0.0002791669,0.0002870389,0.00003956016,0.00001764398,0.00001996047,0.00000204908,0.00403974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5899287,"threshold_uncertainty_score":0.6881967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01528902916319801,"score_gpt":0.2494956051115072,"score_spread":0.2342065759483092,"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."}}