{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06852657,0.0005358278,0.001265309,0.001763507,0.0007449278,0.004103805,0.002952049,0.002395279,0.007554573],"category_scores_gemma":[0.1702335,0.0008661031,0.001077896,0.002254606,0.00249959,0.002721007,0.001722862,0.002329267,0.003378784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001600256,"about_ca_system_score_gemma":0.001800944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650492,"about_ca_topic_score_gemma":0.003417908,"domain_scores_codex":[0.945455,0.02280876,0.008331218,0.00581628,0.01518425,0.002404584],"domain_scores_gemma":[0.8711134,0.06559944,0.0165506,0.01602757,0.02735586,0.003353266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004710856,0.0005615241,0.2470799,0.003789561,0.001672232,0.0006252287,0.004061256,0.0004367227,0.01571815,0.008694991,0.04680273,0.6658469],"study_design_scores_gemma":[0.0007906302,0.003598301,0.6911568,0.007500908,0.002998672,0.007447125,0.007757271,0.001358878,0.0292261,0.0186575,0.2292833,0.0002245354],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5988891,0.1380182,0.09343719,0.05893034,0.02634435,0.001787238,0.003694061,0.001471399,0.07742809],"genre_scores_gemma":[0.8894349,0.01255504,0.05873701,0.02625824,0.002590944,0.0008717271,0.002974816,0.0005618935,0.006015394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06852657,"threshold_uncertainty_score":0.3624074,"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."}}