{"id":"W4400653836","doi":"10.1016/j.humimm.2024.110837","title":"Immune phenotyping in a pediatric multicenter transplant study: Suitability of a preformulated dry-antibody panel system","year":2024,"lang":"en","type":"article","venue":"Human Immunology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Alberta Children's Hospital; Health Sciences Centre; University of British Columbia; Hospital for Sick Children; Research Manitoba; Montreal Children's Hospital; McGill University Health Centre; University of Alberta","funders":"","keywords":"Immune system; Antibody; Immunology; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009478769,0.0004128051,0.0008811909,0.0007007101,0.000264902,0.00002825096,0.0006237364,0.0004309503,0.0004010054],"category_scores_gemma":[0.00003935563,0.0003657796,0.0002647542,0.0006402285,0.0003377184,0.0001897603,0.0001684353,0.00089098,0.0003401266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534804,"about_ca_system_score_gemma":0.0001096759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001879214,"about_ca_topic_score_gemma":0.00006769116,"domain_scores_codex":[0.9963505,0.0006580426,0.001420984,0.0006838056,0.0000735828,0.0008130676],"domain_scores_gemma":[0.9987742,0.0002078897,0.000211096,0.0007158081,0.00008350424,0.000007550179],"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":[0.0007336023,0.002510758,0.06120561,0.001053878,0.0008238847,0.00008685755,0.02414764,0.00004915348,0.901805,0.003569966,0.00000280677,0.004010774],"study_design_scores_gemma":[0.008784661,0.001148976,0.9566044,0.0007191317,0.0005119098,0.00008888738,0.01314703,0.000380316,0.01694237,0.0001357078,0.0006363906,0.0009002172],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9256748,0.07095113,0.000101758,0.00002140033,0.001280569,0.0009973772,0.00003412619,0.0003020994,0.0006367571],"genre_scores_gemma":[0.9991829,0.0001735825,0.000004950741,0.000006419492,0.000007326013,0.00009246295,0.000221214,0.00004621112,0.000264936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8953988,"threshold_uncertainty_score":0.9998794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591541766921383,"score_gpt":0.2628308649504891,"score_spread":0.2469154472812752,"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."}}