{"id":"W4294276220","doi":"10.4102/jamba.v14i1.1227","title":"Rural vulnerability and institutional dynamics in the context of COVID-19: A scoping review","year":2022,"lang":"en","type":"review","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; UK Research and Innovation; National Research Foundation; Newton Fund; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Vulnerability (computing); Pandemic; Psychological resilience; Economic growth; Context (archaeology); Coping (psychology); Poverty; Development economics; Food security; Community resilience; Socioeconomics; Business; Geography; Political science; Coronavirus disease 2019 (COVID-19); Agriculture; Sociology; Economics; Psychology; Disease; Infectious disease (medical specialty); Medicine; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01399598,0.000900865,0.002216869,0.01524542,0.001534433,0.00467232,0.001458396,0.002583691,0.003230821],"category_scores_gemma":[0.06289952,0.0008357104,0.002897529,0.01487009,0.001685607,0.004659168,0.003395847,0.00185546,0.0003650763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00519459,"about_ca_system_score_gemma":0.02508086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01326894,"about_ca_topic_score_gemma":0.02956933,"domain_scores_codex":[0.9925062,0.003290067,0.002118926,0.000467772,0.001190315,0.0004267663],"domain_scores_gemma":[0.9427152,0.04531763,0.005452032,0.0008114665,0.005115816,0.0005878998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000120305,0.00004956452,0.004088771,0.6505393,0.001979787,0.0008668592,0.007615869,0.0007410988,0.0003345036,0.01052034,0.01237045,0.3107732],"study_design_scores_gemma":[0.00001391519,0.0000683453,0.004796171,0.8733925,0.00281552,0.0005880854,0.005748017,0.0001230924,0.0001433769,0.00228829,0.1099838,0.00003892137],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002261232,0.9911522,0.0004698131,0.003028328,0.0004506276,0.0003150563,0.0002802484,0.00000853041,0.002034072],"genre_scores_gemma":[0.01748114,0.9798852,0.0007431152,0.0009313547,0.0001343749,0.0004071561,0.0001848402,0.000005835765,0.0002269899],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01524542,"threshold_uncertainty_score":0.07401866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1870764977173627,"score_gpt":0.4071973518729579,"score_spread":0.2201208541555952,"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."}}