{"id":"W1570258486","doi":"10.1002/9780470644584.ch19","title":"Managing Risks and Preventing Food Allergy Incidents: A Regulator's Perspective","year":2010,"lang":"en","type":"other","venue":"","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada","funders":"","keywords":"Regulator; Perspective (graphical); Food allergy; Allergy; Environmental health; Food safety; Risk analysis (engineering); Business; Medicine; Food science; Computer science; Biology; Immunology; Artificial intelligence; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007408345,0.0007316495,0.0005929359,0.002218378,0.001476062,0.005804136,0.001651881,0.006962507,0.04607769],"category_scores_gemma":[0.01153238,0.0002340343,0.0004199943,0.001236491,0.001767,0.005834208,0.002055437,0.005017421,0.005259871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002227423,"about_ca_system_score_gemma":0.009220057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004464241,"about_ca_topic_score_gemma":0.01318106,"domain_scores_codex":[0.9969097,0.001268277,0.0002105086,0.0001487489,0.001058255,0.0004046253],"domain_scores_gemma":[0.9840789,0.005855817,0.0008554486,0.0004643215,0.004826631,0.003918767],"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":[0.0001076133,0.0007749065,0.003264687,0.0006025257,0.00002063341,0.0006172991,0.0003067823,0.0005872744,0.0009383656,0.04891589,0.5991728,0.3446912],"study_design_scores_gemma":[0.00005951233,0.0001866344,0.003561868,0.0009456919,0.00003001285,0.001155066,0.001258017,0.0006303131,0.0004491805,0.01442657,0.9772677,0.00002954416],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002657449,0.02902993,0.002655111,0.630872,0.009078389,0.00004633772,0.000158964,0.0002242755,0.3252775],"genre_scores_gemma":[0.0987098,0.1644543,0.01560667,0.3615557,0.04575515,0.00016165,0.000363133,0.0002774954,0.313116],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04607769,"threshold_uncertainty_score":0.1541452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833070036355212,"score_gpt":0.3256579762170587,"score_spread":0.2973272758535065,"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."}}