{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02723978,0.0008684318,0.001320694,0.001130058,0.0004777967,0.001775816,0.001039234,0.00177521,0.001540893],"category_scores_gemma":[0.07306422,0.0006189561,0.000702479,0.001161526,0.001422345,0.001021002,0.0010262,0.001126285,0.001758885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004220981,"about_ca_system_score_gemma":0.0006721824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006388714,"about_ca_topic_score_gemma":0.0004997512,"domain_scores_codex":[0.949073,0.02709353,0.004288746,0.005083573,0.01368593,0.0007752924],"domain_scores_gemma":[0.910274,0.05135938,0.01208741,0.01091701,0.01423596,0.001126273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002785678,0.0008520418,0.7910659,0.0006720481,0.0008440219,0.001053636,0.001025858,0.003098088,0.05393485,0.0007839367,0.004681531,0.1392024],"study_design_scores_gemma":[0.0004057106,0.004699647,0.891794,0.0003523722,0.0006325373,0.01152046,0.0007381832,0.01344174,0.06171547,0.001320951,0.01324264,0.0001362556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8099385,0.005607249,0.1594085,0.001786895,0.0007313921,0.001130817,0.001634337,0.001909129,0.01785329],"genre_scores_gemma":[0.9607692,0.0003155478,0.03594046,0.0005026052,0.0003597567,0.0004062244,0.0005668264,0.0002086957,0.0009306549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02723978,"threshold_uncertainty_score":0.1440595,"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."}}