{"id":"W4307833988","doi":"10.1111/pai.13870","title":"Basophil activation test has high reproducibility and is feasible in the clinical setting","year":2022,"lang":"en","type":"article","venue":"Pediatric Allergy and Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Medical Research Council Canada; King's College London; King's College Hospital NHS Foundation Trust; Asthma and Lung UK; National Institute for Health and Care Research; Medical Research Council; Immune Tolerance Network; Food Allergy Research and Education","keywords":"Medicine; Reproducibility; Basophil activation; Test (biology); Basophil; Medical physics; Immunology; Chromatography; Immunoglobulin E","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002418373,0.0001133707,0.0002368984,0.0001519226,0.0004645338,0.0000201451,0.0001369773,0.0001055307,0.0002803374],"category_scores_gemma":[0.001537727,0.00008481029,0.00004706704,0.0004330795,0.0002138361,0.00006960853,0.0002735139,0.0008731604,0.000004984771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003035185,"about_ca_system_score_gemma":0.0001625551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002885752,"about_ca_topic_score_gemma":0.00003020112,"domain_scores_codex":[0.9981112,0.0004149041,0.000352223,0.0006593275,0.0001992883,0.0002630308],"domain_scores_gemma":[0.9984255,0.0008404389,0.00008938627,0.0005556082,0.00004756267,0.00004152654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002229183,0.002677491,0.8832582,0.0001425536,0.0003876573,0.0001372136,0.003866591,0.00001597045,0.001080036,0.002128905,0.01794208,0.08613408],"study_design_scores_gemma":[0.00152157,0.001406124,0.9526528,0.000003463312,0.000006045003,0.0000877278,0.0007661245,0.00006898851,0.00004339739,0.00118614,0.04215825,0.00009940541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590595,0.003957782,0.0000037541,0.03610163,0.00011756,0.0002244382,0.000005075437,0.0000193456,0.000510929],"genre_scores_gemma":[0.994085,0.003869907,0.0000697496,0.001238288,0.0003172041,0.00004870208,0.0000253959,0.000009510399,0.0003362103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08603467,"threshold_uncertainty_score":0.3793496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05160884133150549,"score_gpt":0.3252176176314918,"score_spread":0.2736087762999863,"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."}}