{"query_echo":{"q":"","filters":{"analysis_type":["scenario-based"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'scenario-based' 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=scenario-based","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":"catf-000507","url":"https://climateinsightsdirectory.org/document/catf-000507","title":"PREVENTION OF AIR POLLUTION FROM SHIPS","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"report","language":"en","date_published":"2008-01-25","source_url":"https://cdn.catf.us/wp-content/uploads/2019/11/21093100/4-15-FOEI-followup_mortality_study.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates the human health impacts of reducing sulphur in marine fuels, comparing a 'no action' scenario with two control options: a 0.1% sulphur limit within 200 nautical miles of coastlines and a global 0.5% sulphur limit. It estimates that these controls could reduce global premature mortality from international shipping by 50-60% by 2012, saving between 41,500 and 50,000 lives annually. Using US EPA cost methodology, the Friends of the Earth International (FOEI) values these societal benefits at approximately $225 to $275 billion per year.","ai_generated":true,"unit":"catf-000507#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under a 'no action' scenario for 2012, which assumes no additional controls and an average sulphur content of 2.7% in heavy fuel oil (HFO), the mean global premature mortality from international shipping is estimated at 83,700 deaths.","ai_generated":true,"unit":"catf-000507#insight-1","date_modified":"2026-10-23"},{"text":"Two control scenarios for 2012 demonstrate significant reductions in premature mortality: a 'coastal_0.1' scenario (0.1% sulphur within 200 nautical miles of coastlines) reduces mean mortality to 42,200, and a 'global_0.5' scenario (0.5% sulphur globally) reduces it to 33,700.","ai_generated":true,"unit":"catf-000507#insight-2","date_modified":"2026-10-23"},{"text":"Fuel switching to lower sulphur options is estimated to reduce premature mortalities by approximately 50% to 60% compared to the no-action case.","ai_generated":true,"unit":"catf-000507#insight-3","date_modified":"2026-10-23"}],"climate_tags":["particulates","air pollution","public health"],"geography_discussed":["North America","Europe","East Asia","South America","Southeast Asia"],"frame_perspective":[],"analysis_type":["quantitative","comparative","scenario-based"]},{"id":"cdkn-000775","url":"https://climateinsightsdirectory.org/document/cdkn-000775","title":"south-asia-08-sitara-3823804c5cb929af.pdf","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdkn.org/sites/default/files/files/South-Asia-08-Sitara.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document presents a character study of a 28-year-old transgender female living in a shanty, designed for a group discussion on disaster management. It highlights how social discrimination, lack of literacy, and precarious housing exacerbate the impacts of floods, including health risks from drain water, food insecurity due to price hikes, and exclusion from public gatherings and official aid.","ai_generated":true,"unit":"cdkn-000775#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Transgender individuals in marginalized urban settings face systemic exclusion from public disaster response efforts, including being barred from official neighbourhood meetings regarding floods.","ai_generated":true,"unit":"cdkn-000775#insight-1","date_modified":"2026-10-23"},{"text":"Flooding in slum areas creates severe health and survival challenges for marginalized persons, specifically through the contamination of homes with drain water and the lack of basic water and sanitary services.","ai_generated":true,"unit":"cdkn-000775#insight-2","date_modified":"2026-10-23"},{"text":"Economic instability is worsened by floods as the cost of food increases and marginalized individuals, who often lack savings and rely on precarious income from performing, struggle to access help.","ai_generated":true,"unit":"cdkn-000775#insight-3","date_modified":"2026-10-23"}],"climate_tags":["flood","emergency management","water pollution","climate justice"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["qualitative","scenario-based"]}]}