{"query_echo":{"q":"","filters":{"analysis_type":["Bayesian network model"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'Bayesian network model' 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=Bayesian+network+model","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":"bc3res-000229","url":"https://climateinsightsdirectory.org/document/bc3res-000229","title":"URBAN RESEARCH AT BC3","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"http://info.bc3research.org/wp-content/uploads/2016/04/Urban_BC3.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document presents a portfolio of BC3's urban research, focusing on the socio-economic and ecological implications of climate change. Key studies include an analysis of Bilbao's Sustainable Energy Action Plan, flood-risk assessments in Bilbao, Zurich, and Zaragoza, and the evaluation of heat-health warning systems and green roofs in Madrid.","ai_generated":true,"unit":"bc3res-000229#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"An analysis of the city of Bilbao's Sustainable Energy Action Plan (SEAP) indicates that while one euro invested produces €1.27 in outcome and €0.18 in income, focusing only on additional measures reduces the output increase to €0.26 per euro and results in a €-0.02 decrease in income.","ai_generated":true,"unit":"bc3res-000229#insight-1","date_modified":"2026-10-23"},{"text":"In Bilbao, the opening of the Deusto Canal to turn the Zorrotzaurre peninsula into an island is identified as a \"no-regret adaptation measure\" to reduce current and future flood-risk.","ai_generated":true,"unit":"bc3res-000229#insight-2","date_modified":"2026-10-23"},{"text":"A case study in Madrid suggests that heat health watch warning systems (HHWWS) require periodical evaluation of threshold temperatures to remain effective, as incorrect settings can increase implementation costs and decrease the system's ability to reduce health impacts.","ai_generated":true,"unit":"bc3res-000229#insight-3","date_modified":"2026-10-23"},{"text":"Research in the lower Sihl valley and the city of Zurich used a spatially explicit Bayesian network model to determine that improved early warning systems provide the most significant benefits in terms of avoided human impacts during major flood events.","ai_generated":true,"unit":"bc3res-000229#insight-4","date_modified":"2026-10-23"},{"text":"Flood-risk analysis for the town of Plentzia in the Basque Country indicates that under the most pessimistic sea-level rise scenario, some areas could be affected by 2030, with damage costs potentially increasing by 15 times between 2030 and 2100.","ai_generated":true,"unit":"bc3res-000229#insight-5","date_modified":"2026-10-23"},{"text":"A study on extensive green roofs in Madrid highlights significant uncertainty regarding their deployment as an urban adaptation strategy, emphasizing that performance estimates must account for epidemiological processes and urban heat island regulation to avoid bias.","ai_generated":true,"unit":"bc3res-000229#insight-6","date_modified":"2026-10-23"},{"text":"Spatial assessment of flood risk in Zaragoza demonstrated that infrastructural measures can transfer risks to downstream floodplains that were previously less densely populated, necessitating coordinated institutional and environmental prevention measures.","ai_generated":true,"unit":"bc3res-000229#insight-7","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency","carbon dioxide emissions","climate change adaptation","sea level rise","heat wave","green infrastructure","urban heat island","nature-based solutions","public health","early warning system","urban planning"],"geography_discussed":["Bilbao","Madrid","Zurich","Switzerland","Plentzia","Spain","Zaragoza"],"frame_perspective":[],"analysis_type":["case study","economic impact assessment","stochastic modelling","Bayesian network model","participatory mapping"]}]}