{"id":"W4409182885","doi":"10.1111/1541-4337.70170","title":"Megatrends and emerging issues: Impacts on food safety","year":2025,"lang":"en","type":"review","venue":"Comprehensive Reviews in Food Science and Food Safety","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Thornhill Medical (Canada)","funders":"","keywords":"Business; Urbanization; Food safety; Population; Sustainability; Food systems; Environmental planning; Pace; Food processing; Food security; Natural resource economics; Risk analysis (engineering); Agriculture; Environmental resource management; Economic growth; Geography; Economics; Environmental health; Political science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002113948,0.0009016708,0.002955831,0.0003028298,0.000936056,0.0002341615,0.0009033364,0.0003647966,0.0000365853],"category_scores_gemma":[0.001040767,0.0003849404,0.0005050612,0.004068122,0.0009523963,0.0003796645,0.0007538466,0.0007981113,0.000008325042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003802336,"about_ca_system_score_gemma":0.0003086078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002457306,"about_ca_topic_score_gemma":0.0001833087,"domain_scores_codex":[0.9942276,0.0008084285,0.001569762,0.001740998,0.0006779116,0.0009752801],"domain_scores_gemma":[0.9974321,0.0007466747,0.0005415407,0.0004436346,0.0003880252,0.0004480899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001895836,0.0000739075,0.0000104726,0.005960113,0.00003527967,0.000001583699,0.0001130552,5.953183e-7,0.00000785645,0.001315238,0.0002005759,0.9922624],"study_design_scores_gemma":[0.0001947739,0.002209181,0.000529379,0.01103234,0.00009772992,0.0000387011,0.001380601,0.000004421758,0.000002835352,0.0002883566,0.9835675,0.0006541208],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001523391,0.9930402,9.56848e-7,0.0009497606,0.000443105,0.002181625,0.0001865426,0.00006130989,0.001613097],"genre_scores_gemma":[0.003618673,0.9955347,0.00004512283,0.0003578375,0.0001862279,0.00009989451,0.00004901941,0.000004886208,0.0001036397],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9916083,"threshold_uncertainty_score":0.9998602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07098411508936446,"score_gpt":0.3444796283252314,"score_spread":0.2734955132358669,"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."}}