{"id":"W4387616371","doi":"10.47339/ephj.2023.228","title":"Public Health Risks and External Food Safety in the Canadian Marketplace","year":2023,"lang":"en","type":"article","venue":"BCIT Environmental Public Health Journal","topic":"Food Safety and Hygiene","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; British Columbia Institute of Technology","funders":"","keywords":"Food safety; Business; Hazard analysis and critical control points; Product (mathematics); Critical control point; Food packaging; Pasteurization; Food safety risk analysis; Food processing; Risk analysis (engineering); Environmental health; Engineering; Food science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006534172,0.0001707863,0.0002215819,0.00008810865,0.001856518,0.0003517468,0.0004450197,0.00008288512,0.0006400667],"category_scores_gemma":[0.00005788721,0.00007106287,0.00007124886,0.0004912938,0.0001287224,0.0003651727,0.00009118085,0.0006474918,0.00007000667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008379856,"about_ca_system_score_gemma":0.0003228284,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0290843,"about_ca_topic_score_gemma":0.2617594,"domain_scores_codex":[0.9965422,0.0009167623,0.0005112764,0.000281623,0.0005257475,0.00122237],"domain_scores_gemma":[0.9982899,0.0001652744,0.000205423,0.00007944113,0.000006497746,0.001253481],"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":[0.00002999599,0.0001709677,0.07118405,0.00001545318,0.00002067339,0.00004884268,0.001490211,0.000009003022,0.0001030204,0.0006042143,0.006787454,0.9195361],"study_design_scores_gemma":[0.0002600823,0.0004929986,0.7440743,0.00001195728,5.934249e-7,0.000231172,0.001846892,0.00004984627,3.469753e-7,0.0001866261,0.2527467,0.00009848121],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6752214,0.0009449926,0.000007108072,0.322717,0.000145484,0.0002678381,0.0001415634,0.00002133072,0.0005332254],"genre_scores_gemma":[0.9853774,0.002748733,0.00004239754,0.01141087,0.000254957,0.00000969945,0.00007185937,0.000002393403,0.00008170366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9194376,"threshold_uncertainty_score":0.9994429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1539375734575872,"score_gpt":0.2705886737493515,"score_spread":0.1166511002917643,"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."}}