{"query_echo":{"q":"","filters":{"analysis_type":["multivariate logistic regression"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'multivariate logistic regression' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=multivariate+logistic+regression","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"prio-001279","url":"https://climateinsightsdirectory.org/document/prio-001279","title":"The reach and impact of migration information campaigns in 25 communities across Africa and Asia","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2024-03","source_url":"https://cdn.cloud.prio.org/files/7bd52170-8f4b-443e-b0d5-8d13629ed50e/Caso and Carling 2024 Migration information campaigns.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"Based on survey data from nearly 13,000 young adults, the research finds that while migration information campaigns—primarily those warning against migrating—have significant reach in many African and Asian communities, they generally fail to reduce migration aspirations. In some instances, exposure to these warnings is actually associated with a higher desire to migrate.","ai_generated":true,"unit":"prio-001279#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Exposure to migration information varies significantly by location, with between 4 per cent and 86 per cent of young adults in the surveyed areas having seen or heard such information in the past year.","ai_generated":true,"unit":"prio-001279#insight-1","date_modified":"2026-10-23"},{"text":"The most prevalent message in these campaigns is a warning against migrating, which is the dominant message recalled by people in the surveyed low- and middle-income communities.","ai_generated":true,"unit":"prio-001279#insight-2","date_modified":"2026-10-23"},{"text":"Television was the most common information channel in 14 research areas, while social media or websites were most common in 8 areas, and radio was most common in the remaining 3.","ai_generated":true,"unit":"prio-001279#insight-3","date_modified":"2026-10-23"},{"text":"Multivariate logistic regressions indicate that exposure to warnings against migrating has no discernible effect on either the preference or readiness to migrate, regardless of the number of communication channels used.","ai_generated":true,"unit":"prio-001279#insight-4","date_modified":"2026-10-23"},{"text":"In most cases where warnings against migrating did show an effect at the local level, they were more likely to increase migration aspirations than to decrease them, with Baidoa (SOM2) being the only area where warnings consistently lowered aspirations.","ai_generated":true,"unit":"prio-001279#insight-5","date_modified":"2026-10-23"},{"text":"Certain individual factors are strongly associated with higher migration aspirations, including higher educational attainment, awareness of other migrants, knowledge of failed migration experiences, and receiving remittances.","ai_generated":true,"unit":"prio-001279#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Baidoa","Pakistan","Afghanistan","Ethiopia","Guinea"],"frame_perspective":[],"analysis_type":["quantitative survey","multivariate logistic regression"]},{"id":"cdkn-000244","url":"https://climateinsightsdirectory.org/document/cdkn-000244","title":"A Cross-Sectional, Randomized Cluster Sample Survey of Household Vulnerability to Extreme Heat among Slum Dwellers in Ahmedabad, India","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"research paper","language":"en","date_published":"2014-07-30","source_url":"https://cdkn.org/resource/household-vulnerability-to-extreme-heat-among-slum-dwellers-ahmedabad-india","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"A 2011 survey in Ahmedabad, India, investigated heat vulnerability among slum dwellers using randomized cluster sampling. The study identified that self-reported heat illness was associated with age, preexisting medical conditions, work location, and access to health information and resources.","ai_generated":true,"unit":"cdkn-000244#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study identified several factors associated with self-reported heat illness among slum dwellers in Ahmedabad, specifically age, preexisting medical conditions, work location, and access to health information and resources.","ai_generated":true,"unit":"cdkn-000244#insight-1","date_modified":"2026-10-23"}],"climate_tags":["extreme heat","climate change","public health","urbanization"],"geography_discussed":["Gujarat"],"frame_perspective":[],"analysis_type":["cross-sectional survey","multivariate logistic regression"]}]}