{"id":"W4387617138","doi":"10.47339/ephj.2023.227","title":"Assessing Food Allergen Knowledge in Food Service Worker","year":2023,"lang":"en","type":"article","venue":"BCIT Environmental Public Health Journal","topic":"Food Safety and Hygiene","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Institute of Technology","funders":"British Columbia Institute of Technology","keywords":"Food safety; Food allergy; Business; Food allergens; Certification; Environmental health; Consumption (sociology); Food processing; Service (business); Food service; Marketing; Medicine; Allergy; Food science; Immunology; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001799242,0.0002338917,0.0003597178,0.001136033,0.000639185,0.0007539238,0.0004488071,0.0008652687,0.002660587],"category_scores_gemma":[0.005072788,0.0002442198,0.0006181938,0.000716372,0.0003565889,0.000652583,0.0007086691,0.0008559602,0.0006558904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006574797,"about_ca_system_score_gemma":0.0006352894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01163057,"about_ca_topic_score_gemma":0.007863047,"domain_scores_codex":[0.9985847,0.0002949201,0.0001724534,0.0001114413,0.000589697,0.0002466788],"domain_scores_gemma":[0.9964758,0.0007785949,0.001393135,0.000126449,0.0007641464,0.0004618223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001598403,0.001276889,0.9909185,0.00007491987,0.00003523074,0.00008403706,0.001512159,0.0000406591,0.0004166626,0.00002079864,0.000263647,0.005196539],"study_design_scores_gemma":[0.00001459436,0.001310933,0.9957225,0.00003341811,0.00002922369,0.0001755339,0.001662411,0.0001447668,0.0002794928,0.0000296837,0.0005892633,0.000008218094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979876,0.0001175614,0.00004459557,0.00005282166,0.000004856263,0.00006276683,0.0001387486,0.000003400892,0.001587609],"genre_scores_gemma":[0.9979705,0.0002089627,0.0001754344,0.0001141042,0.000008562374,0.00007799332,0.0002655307,0.000001306517,0.001177563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01163057,"threshold_uncertainty_score":0.02312571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1183979011812475,"score_gpt":0.2909081314407103,"score_spread":0.1725102302594628,"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."}}