{"id":"W3216734310","doi":"10.1016/j.worlddev.2021.105757","title":"‘To prevent this disease, we have to stay at home, but if we stay at home, we die of hunger’ – Livelihoods, vulnerability and coping with Covid-19 in rural Mozambique","year":2021,"lang":"en","type":"article","venue":"World Development","topic":"Poverty, Education, and Child Welfare","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Edinburgh; Scottish Funding Council; International Development Research Centre; Foreign, Commonwealth and Development Office; California Walnut Commission","keywords":"Livelihood; Vulnerability (computing); Coronavirus disease 2019 (COVID-19); Coping (psychology); Poverty; 2019-20 coronavirus outbreak; Economic growth; Socioeconomics; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Geography; Development economics; Medicine; Disease; Economics; Virology; Infectious disease (medical specialty); Computer security; Agriculture; Outbreak; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008279238,0.0002768789,0.0004269228,0.0002179053,0.0007770608,0.00007820738,0.0002827924,0.00006650331,0.0007340912],"category_scores_gemma":[0.0002320903,0.0002556912,0.00005720499,0.0006982778,0.0001586568,0.000158779,0.0003111648,0.0001470227,0.00002664804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002552734,"about_ca_system_score_gemma":0.003325648,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001597979,"about_ca_topic_score_gemma":0.1840795,"domain_scores_codex":[0.9970779,0.0004192758,0.0005434065,0.0006362703,0.0007504136,0.0005727214],"domain_scores_gemma":[0.9980525,0.0002892402,0.0001568478,0.000360375,0.0001925093,0.0009485177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003456244,0.0007309511,0.7839908,0.0005103391,0.0001057584,0.00003478608,0.1839834,0.00009185632,0.0000646977,0.000821341,0.02068329,0.008637102],"study_design_scores_gemma":[0.0005517991,0.00003649949,0.4633664,0.000427999,0.00002222916,0.000001157931,0.007536765,0.000002676091,0.001189996,0.0007544241,0.5256125,0.0004976087],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9238336,0.005447714,0.0002256013,0.06718744,0.0003624909,0.001250653,0.0001051572,0.00006304016,0.00152431],"genre_scores_gemma":[0.9526972,0.004280545,0.003313862,0.002635038,0.0001143345,0.0002784757,0.00007362154,0.00003374359,0.03657324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5049292,"threshold_uncertainty_score":0.9999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918066296316806,"score_gpt":0.2912945400410044,"score_spread":0.2721138770778363,"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."}}