{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00153613,0.0001658203,0.0002166626,0.00005875098,0.000568015,0.0002130062,0.0003360741,0.00009404143,0.0005245251],"category_scores_gemma":[0.00001814138,0.00007859958,0.00008943393,0.0007868969,0.0000367284,0.0006589713,0.0001709308,0.0004351727,0.000478915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002868192,"about_ca_system_score_gemma":0.0000697729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003079831,"about_ca_topic_score_gemma":0.001327242,"domain_scores_codex":[0.997791,0.0003161331,0.0004793951,0.0002723136,0.0003289379,0.0008122409],"domain_scores_gemma":[0.9991763,0.00009955365,0.0001666596,0.00005936695,0.00000915762,0.0004889784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000355906,0.0009502242,0.02280759,0.00003548286,0.00006850214,0.00003444671,0.001388322,0.0001076278,0.006873736,0.0001601924,0.007588073,0.9599502],"study_design_scores_gemma":[0.000389978,0.0006004007,0.7876431,0.00003811797,0.000001259789,0.00005560985,0.003279655,0.0001500725,0.00002336739,0.0001755583,0.207463,0.0001798831],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596248,0.0007882586,0.00000573749,0.03860002,0.0002853288,0.0001426857,0.00002591031,0.000118336,0.0004089601],"genre_scores_gemma":[0.996868,0.0005838072,0.00006647705,0.001959029,0.0003797001,0.000009579763,0.00005588669,0.00000496525,0.00007252151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9597703,"threshold_uncertainty_score":0.6155643,"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."}}