{"id":"W4402734167","doi":"10.5539/jfr.v14n1p23","title":"Perspectives of Food Safety Challenges of Selected Food Commodities in Sub-Saharan Africa: A Review","year":2024,"lang":"en","type":"review","venue":"Journal of Food Research","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food safety; Geography; Business; Environmental health; Agricultural economics; Food science; Medicine; Economics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005126566,0.0003408631,0.002533657,0.0003796922,0.0001008055,0.0000356398,0.0008661307,0.0003268748,0.00006163475],"category_scores_gemma":[0.00156889,0.0001268877,0.001020366,0.002993797,0.0004384788,0.0001389816,0.0002312778,0.001911213,0.000002357827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000365689,"about_ca_system_score_gemma":0.0005722251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001364178,"about_ca_topic_score_gemma":0.0002447317,"domain_scores_codex":[0.9934385,0.002610553,0.001768222,0.0003920255,0.001270141,0.0005205996],"domain_scores_gemma":[0.9955735,0.001132448,0.0007677947,0.0001775709,0.002176122,0.0001725166],"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":[0.00009968856,0.0006861885,8.074582e-7,0.07495624,0.0006300607,0.00001258167,0.000825682,2.565644e-7,0.00009998186,0.001250864,0.002896409,0.9185413],"study_design_scores_gemma":[0.0003761089,0.02381424,0.0001794566,0.116808,0.0005772052,0.0003173575,0.03499401,9.862487e-7,0.0001396295,0.003396685,0.8188621,0.0005342938],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006494535,0.989954,8.672682e-8,0.001745369,0.0001100186,0.0009617071,0.0002096868,0.0000102454,0.0005143577],"genre_scores_gemma":[0.04301582,0.9566398,0.000009873112,0.000001790028,0.0002506919,0.00002903384,0.000008456817,0.00000520594,0.0000393585],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.918007,"threshold_uncertainty_score":0.8303375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2004290705932262,"score_gpt":0.3848077747668218,"score_spread":0.1843787041735956,"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."}}