{"id":"W4200363378","doi":"10.1111/pai.13714","title":"Food allergen ladders: A need for standardization","year":2021,"lang":"en","type":"article","venue":"Pediatric Allergy and Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Food allergens; Medicine; Allergen; Food allergy; Biotechnology; Environmental health; Allergy; Immunology","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":[0.0001344875,0.000141656,0.0002797283,0.0001531512,0.0001832179,0.00002127873,0.00006665125,0.0002071606,0.000398944],"category_scores_gemma":[0.0002983163,0.0001334489,0.0001053734,0.0003188608,0.00007553653,0.0000741043,0.00008354682,0.0001899065,0.00001413057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000243686,"about_ca_system_score_gemma":0.0003076291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007309658,"about_ca_topic_score_gemma":0.00005689385,"domain_scores_codex":[0.9988747,0.00005902625,0.0002344461,0.0003248977,0.0001487784,0.0003581917],"domain_scores_gemma":[0.9992009,0.0001152942,0.00005311828,0.0002133231,0.0003205407,0.0000968295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03452621,0.007356348,0.02583089,0.00334723,0.03416586,0.001113287,0.008554387,0.0004318271,0.0657004,0.2628804,0.1954421,0.360651],"study_design_scores_gemma":[0.009398954,0.0061999,0.02912122,0.00002786769,0.00005579479,0.0002649639,0.001450087,0.0003561456,0.002935681,0.003242583,0.9464525,0.000494294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8393429,0.1137345,0.0208918,0.01336501,0.001063661,0.0009437218,0.00009372076,0.0002483834,0.01031627],"genre_scores_gemma":[0.9640272,0.02985279,0.00170785,0.0004961377,0.0006545559,0.00008440907,0.000265558,0.00003731063,0.002874155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7510104,"threshold_uncertainty_score":0.5441889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844734450468721,"score_gpt":0.2726707719295875,"score_spread":0.2542234274249003,"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."}}