{"id":"W7132287061","doi":"","title":"Too high, too low: The complexities of using thresholds in isolation to inform precautionary allergen ('may contain') labels: editorial","year":2022,"lang":"en","type":"article","venue":"TNO Repository","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Research Committee, Aristotle University of Thessaloniki; National Institute of Allergy and Infectious Diseases; Medical Research Council; Health Canada; Novartis Pharma; Allergy Therapeutics; National Institutes of Health; Immune Tolerance Network; LEO Pharma; King's College London; Imperial College Healthcare NHS Trust; Imperial College London; European Academy of Allergy and Clinical Immunology; Asthma and Lung UK; National Institute for Health and Care Research; Food Allergy Research and Education","keywords":"Isolation (microbiology); Allergen; Risk communication; Public health; MEDLINE","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":[0.0004712961,0.0001191929,0.0002362814,0.0001837781,0.0003994668,0.00001859216,0.0002016158,0.00007518355,0.0001608323],"category_scores_gemma":[0.0000620076,0.00009810558,0.00007947737,0.0003936118,0.0001145035,0.0001259607,0.0002453525,0.0003838188,0.000004279521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002900646,"about_ca_system_score_gemma":0.0003467707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009077665,"about_ca_topic_score_gemma":0.00004954477,"domain_scores_codex":[0.9982144,0.0001268572,0.0003993038,0.0001916568,0.0008207926,0.000246975],"domain_scores_gemma":[0.9992294,0.0001217822,0.00009648536,0.0003080617,0.0001671675,0.00007715694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01587139,0.002793034,0.05301034,0.0008969402,0.00127481,0.0004307574,0.02393503,0.04517008,0.3802867,0.05529083,0.416979,0.004061089],"study_design_scores_gemma":[0.007214237,0.005842582,0.182504,0.000381307,0.00005013246,0.0002698877,0.008915558,0.009226233,0.02553169,0.001472604,0.7576917,0.000900037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827898,0.0003451111,0.00001956187,0.001348034,0.007092904,0.0005427054,0.00001663877,0.00003448135,0.007810785],"genre_scores_gemma":[0.9921498,0.000007509223,0.0001098977,0.0002232887,0.004752213,0.00006179486,0.00004213045,0.00001567033,0.00263772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.354755,"threshold_uncertainty_score":0.4000629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03252316175665267,"score_gpt":0.3052189484212016,"score_spread":0.272695786664549,"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."}}