{"query_echo":{"q":"","filters":{"analysis_type":["decision support tool"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'decision support tool' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":1,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=decision+support+tool","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":"wwf-000768","url":"https://climateinsightsdirectory.org/document/wwf-000768","title":"The Climate Smart Mangrove Tool","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"guide","language":"en","date_published":"2024","source_url":"https://www.worldwildlife.org/documents/118/82g6aq6l9m_The_Climate_Smart_Mangroves_Tool_Guidance_Manual.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Climate-Smart Mangrove Tool is a methodology developed by WWF and the University of Queensland to help conservationists integrate climate change considerations into mangrove management. It employs a six-step process to evaluate biophysical vulnerability (exposure and sensitivity), assess socio-economic adaptive capacity, and prioritize management actions. The tool emphasizes the importance of site-specific characteristics—such as geomorphic setting, tidal range, and sediment supply—and climate threats like sea level rise and extreme weather. It provides a framework for selecting interventions, such as facilitating landward migration and restoring hydrological connectivity, to enhance the long-term resilience of mangroves.","ai_generated":true,"unit":"wwf-000768#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The tool utilizes a six-step iterative process to guide climate-smart management: identifying site characteristics, assessing climate threats, combining these to determine vulnerability, assessing adaptive capacity, identifying possible management actions, and prioritizing those actions.","ai_generated":true,"unit":"wwf-000768#insight-1","date_modified":"2026-10-23"},{"text":"Mangrove vulnerability is determined by the interaction of three components: exposure to extrinsic climate factors, sensitivity based on internal ecosystem characteristics, and the adaptive capacity of the social-ecological system.","ai_generated":true,"unit":"wwf-000768#insight-2","date_modified":"2026-10-23"},{"text":"Sea level rise is identified as the primary long-term climate threat to mangroves, potentially leading to 'coastal squeeze' where mangroves are trapped between rising seas and landward barriers like urban infrastructure or steep topography.","ai_generated":true,"unit":"wwf-000768#insight-3","date_modified":"2026-10-23"},{"text":"Tidal range significantly influences vulnerability to sea level rise; sites with low tidal ranges (microtidal) are more susceptible to inundation and rapid retreat than those with high tidal ranges (macrotidal).","ai_generated":true,"unit":"wwf-000768#insight-4","date_modified":"2026-10-23"},{"text":"Sediment supply is critical for mangrove survival as it allows for vertical accretion, enabling mangroves to maintain their elevation relative to rising sea levels.","ai_generated":true,"unit":"wwf-000768#insight-5","date_modified":"2026-10-23"},{"text":"Different mangrove ecotypes exhibit varying levels of vulnerability; for example, basin and hammock mangroves are highly vulnerable to flooding from increased rainfall, while overwash islands are highly vulnerable to wind and wave regimes.","ai_generated":true,"unit":"wwf-000768#insight-6","date_modified":"2026-10-23"},{"text":"Climate-smart management actions include adding sediments to increase elevation, designing infrastructure to facilitate landward migration, and restoring hydrological connectivity to maintain suitable salinity and inundation levels.","ai_generated":true,"unit":"wwf-000768#insight-7","date_modified":"2026-10-23"},{"text":"Species selection in restoration is a key resilience factor; for instance, Avicennia species are generally more tolerant of storm damage and hypersaline conditions than Rhizophora species.","ai_generated":true,"unit":"wwf-000768#insight-8","date_modified":"2026-10-23"},{"text":"The tool was developed by WWF and the University of Queensland and tested in four specific countries: Colombia, Fiji, Madagascar, and Mexico.","ai_generated":true,"unit":"wwf-000768#insight-9","date_modified":"2026-10-23"}],"climate_tags":["Mangrove restoration","sea level rise","climate change vulnerability","nature-based solutions","adaptive capacity","extreme weather event","coastal erosion"],"geography_discussed":["Colombia","Fiji","Madagascar","Mexico"],"frame_perspective":[],"analysis_type":["methodological guide","vulnerability assessment","decision support tool"]}]}