{"id":"W3216757435","doi":"10.3390/su132212888","title":"The Effects of Pandemics on the Vulnerability of Food Security in West Africa—A Scoping Review","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"International Development Research Centre","keywords":"Food security; Vulnerability (computing); Pandemic; Unrest; Agriculture; Development economics; Business; Geography; Rural area; Economic growth; Environmental health; Socioeconomics; Environmental planning; Coronavirus disease 2019 (COVID-19); Political science; Disease; Economics; Medicine; Computer security; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005633837,0.0001634927,0.0006707967,0.00005675683,0.000118324,0.00001850886,0.0003799217,0.0001037014,0.0000349849],"category_scores_gemma":[0.06260729,0.0001215079,0.0002069488,0.000766748,0.0002999668,0.00009008034,0.0002047743,0.0003983121,0.00000303748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007813852,"about_ca_system_score_gemma":0.0006823737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002253998,"about_ca_topic_score_gemma":0.000405967,"domain_scores_codex":[0.9975957,0.0004130818,0.001075887,0.0004329467,0.00009233839,0.0003900964],"domain_scores_gemma":[0.9921298,0.005635072,0.0005184538,0.001314925,0.0003433907,0.00005836667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000118814,0.0008827762,0.5551441,0.07266562,0.00009225736,0.000008764035,0.004185117,0.00009365744,0.00002530369,0.3628588,0.0004378388,0.003486956],"study_design_scores_gemma":[0.0009200426,0.0004514827,0.1298139,0.006174434,0.00002526544,0.000001924949,0.0006113589,0.0001682676,0.002092403,0.8569472,0.002435,0.0003586251],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943823,0.04742672,0.00008317205,0.005289273,0.0001981992,0.001920707,0.00003654577,0.00001497965,0.001207376],"genre_scores_gemma":[0.9955841,0.00388555,0.000007391706,0.0003703003,0.00001808439,0.00008912139,0.000001811293,0.00001071454,0.00003294876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4940885,"threshold_uncertainty_score":0.9452888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03070357405989581,"score_gpt":0.2911420936604458,"score_spread":0.26043851960055,"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."}}