{"query_echo":{"q":"","filters":{"geography":["Upper Cauca River Basin"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'Upper Cauca River Basin' for facet 'geography' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Upper+Cauca+River+Basin","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":"cdkn-000003","url":"https://climateinsightsdirectory.org/document/cdkn-000003","title":"Analysing vulnerability: a multi-dimensional approach from Colombia’s Upper Cauca River Basin","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2012-11-27","source_url":"https://cdkn.org/resource/analysing-vulnerability-a-multi-dimensional-approach-from-colombias-upper-cauca-river-basin","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The Agriculture, Vulnerability and Adaptation (AVA) Project in Colombia's Upper Cauca River Basin utilizes a four-dimensional model to assess climate vulnerability, integrating biophysical, political-institutional, economic-productive, and socio-cultural factors to overcome the limitations of one-dimensional models.","ai_generated":true,"unit":"cdkn-000003#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agriculture is a critical economic sector in Colombia, contributing between 10% and 14% of the national GDP, but climate change threatens 25 of the country's most significant crops, which could result in substantial economic losses.","ai_generated":true,"unit":"cdkn-000003#insight-1","date_modified":"2026-10-23"},{"text":"The Agriculture, Vulnerability and Adaptation (AVA) Project employs a vulnerability analysis model based on four dimensions: biophysical, political-institutional, economic-productive, and socio-cultural factors. This integrated approach is designed to be less sensitive to the uncertainties associated with one-dimensional models and remains relevant regardless of the precision of climate models.","ai_generated":true,"unit":"cdkn-000003#insight-2","date_modified":"2026-10-23"}],"climate_tags":["agriculture","climate change vulnerability","vulnerability assessment"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["case study"]},{"id":"cdkn-000536","url":"https://climateinsightsdirectory.org/document/cdkn-000536","title":"Analysing vulnerability: a multi-dimensional approach from Colombia’s Upper Cauca River Basin","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"policy brief","language":"en","date_published":"2012-11","source_url":"http://cdkn.org/wp-content/uploads/2012/11/Colombia-InsideStory.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Agriculture, Vulnerability and Adaptation (AVA) project in Colombia's Upper Cauca River Basin is developing a comprehensive vulnerability assessment model to help the agricultural sector adapt to climate change. Moving beyond traditional biophysical models, the AVA approach integrates four dimensions: biophysical, political-institutional, economic-productive, and sociocultural. This interdisciplinary and participatory method involves stakeholders—including farmers, researchers, and government authorities—to identify key indicators and collect data, ensuring the results are relevant to local needs and less sensitive to the uncertainties of climate modeling. The project aims to create a universally accessible tool for adaptation planning that can be scaled to regional or national levels.","ai_generated":true,"unit":"cdkn-000536#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Colombia's agricultural sector is a major economic driver, contributing 10–14% to the National Gross Domestic Product (GDP) and supporting over 3.7 million livelihoods, but it faces significant climate risks. Up to 83% of potential agricultural lands could lose climatic suitability for 25 of the country's most important crops, with potential annual economic damages in the Andean Region reaching US$30 billion by 2025.","ai_generated":true,"unit":"cdkn-000536#insight-1","date_modified":"2026-10-23"},{"text":"The AVA project employs a four-dimensional vulnerability model to address the limitations of one-dimensional biophysical assessments. These dimensions include biophysical (e.g., water and soil resources), political-institutional (e.g., governance and legal frameworks), economic-productive (e.g., land use and employment), and sociocultural (e.g., health and migration) factors.","ai_generated":true,"unit":"cdkn-000536#insight-2","date_modified":"2026-10-23"}],"climate_tags":["vulnerability assessment","climate change adaptation","agriculture","food security","sustainable development"],"geography_discussed":["Ecuador","Bolivia"],"frame_perspective":[],"analysis_type":["case study","methodological framework"]}]}