{"query_echo":{"q":"","filters":{"geography":["Bilaspur district"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'Bilaspur district' for facet 'geography' is not in the controlled vocabulary."}]},"total":{"value":1,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Bilaspur+district","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":"napglob-000034","url":"https://climateinsightsdirectory.org/document/napglob-000034","title":"India Blog Factor 1","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"case study","language":"en","date_published":"2020-06-08","source_url":"https://napglobalnetwork.org/accordion/india-blog-factor-1/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The case study in Bilaspur district, India, emphasizes the necessity of combining 25 years of scientific climate data with traditional community knowledge to identify climate impacts and prioritize adaptation interventions. It highlights the role of NGOs in bridging the gap between district-level data and local action, the importance of engaging the Gram Sabha and government officials across all administrative levels to mainstream adaptation into budgets and policies, and the value of creating cross-sectoral networks of stakeholders to align development with climate and Sustainable Development Goals.","ai_generated":true,"unit":"napglob-000034#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Effective adaptation planning requires a combination of scientific data and community-based traditional knowledge. In Bilaspur district, 25 years of historical data showing erratic temperature and rainfall variations, alongside future projections of increased temperature and high-intensity rainfall, were validated by the observations and perceptions of residents in Kandrour Village.","ai_generated":true,"unit":"napglob-000034#insight-1","date_modified":"2026-10-23"},{"text":"There is a significant gap in accessing actionable climate information at the local level, as data is typically available only at the district level. NGOs and other agencies are essential for translating this data into local impacts and capturing socio-economic information to design need-based interventions.","ai_generated":true,"unit":"napglob-000034#insight-2","date_modified":"2026-10-23"},{"text":"Mainstreaming climate adaptation into local governance requires vertical and horizontal capacity building across all administrative units, including the Gram Sabha (village council) and district officials, to integrate interventions into budget and policy cycles.","ai_generated":true,"unit":"napglob-000034#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","climate data","traditional knowledge","vulnerability assessment","mainstreaming","capacity building","Sustainable Development Goals"],"geography_discussed":["Kandrour Village"],"frame_perspective":[],"analysis_type":["case study"]}]}