{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02062311,0.003031715,0.003508171,0.002717783,0.004123722,0.01089005,0.006486573,0.04106156,0.008833375],"category_scores_gemma":[0.09578164,0.001687571,0.002755937,0.001468498,0.006176331,0.008679804,0.002538571,0.03878034,0.005976335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003842498,"about_ca_system_score_gemma":0.005451999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002389607,"about_ca_topic_score_gemma":0.006918781,"domain_scores_codex":[0.9867057,0.003966309,0.001787466,0.001830931,0.005053315,0.0006564016],"domain_scores_gemma":[0.8839965,0.07680471,0.003857643,0.0026591,0.02643336,0.006248609],"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":[0.00002498738,0.000007943931,0.00002988952,0.0001058736,0.00001276122,0.00006770427,0.00003332793,0.00001256843,0.00003127411,0.0004866677,0.9954724,0.00371451],"study_design_scores_gemma":[0.00007584967,0.00004570782,0.0003425107,0.0009040516,0.0000734636,0.0003726282,0.000166465,0.0001921094,0.0001469128,0.002849251,0.9947848,0.00004627378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006548938,0.003806873,0.0003131169,0.1442622,0.8505961,0.00001581054,0.00004628868,0.00008333663,0.0008108486],"genre_scores_gemma":[0.0006171502,0.002164836,0.0003186981,0.08672187,0.9075961,0.00002060245,0.00001596651,0.00006667272,0.002478173],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04106156,"threshold_uncertainty_score":0.1090668,"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."}}