{"query_echo":{"q":"","filters":{"analysis_type":["probabilistic assessment"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'probabilistic assessment' 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=probabilistic+assessment","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":"wwatt-000113","url":"https://climateinsightsdirectory.org/document/wwatt-000113","title":"Climate Change made devastating early heat in India and Pakistan 30 times more likely","publisher":{"name":"World Weather Attribution","organization":"world-weather-attribution"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://www.worldweatherattribution.org/wp-content/uploads/India_Pak-Heatwave-scientific-report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study concludes that human-induced climate change made the March-April 2022 heatwave in India and Pakistan approximately 30 times more likely and about 1\u0001C hotter than in a pre-industrial climate. The event, defined as a 1-in-100-year occurrence in today's climate, caused at least 90 deaths, triggered glacial lake outburst floods in northern Pakistan, and led to significant wheat crop yield losses in India, prompting a wheat export ban. The researchers warn that at 2\u0001C of global warming, such heatwaves will become an additional factor of 2-20 more likely and 0.5-1.5\u0001C hotter. Vulnerability is highest among outdoor daily wage earners and urban poor in informal settlements, though the report notes that Heat Action Plans in India, now covering 130 cities, can effectively reduce mortality.","ai_generated":true,"unit":"wwatt-000113#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Human-caused climate change increased the probability of the 2022 heatwave by a factor of approximately 30, and the event would have been about 1\u0001C cooler in a pre-industrial climate.","ai_generated":true,"unit":"wwatt-000113#insight-1","date_modified":"2026-10-23"},{"text":"The 2022 heatwave is estimated to have caused at least 90 deaths across India and Pakistan, though this number is expected to rise.","ai_generated":true,"unit":"wwatt-000113#insight-2","date_modified":"2026-10-23"},{"text":"The heatwave caused significant agricultural damage, including a 20% shortfall in all-India wheat yield, which led the Indian government to ban most wheat exports to protect domestic food security.","ai_generated":true,"unit":"wwatt-000113#insight-3","date_modified":"2026-10-23"},{"text":"The event triggered secondary disasters, including an extreme Glacial Lake Outburst Flood (GLOF) in northern Pakistan's Hunza valley on May 7 and approximately 300 large forest fires in India on April 28.","ai_generated":true,"unit":"wwatt-000113#insight-4","date_modified":"2026-10-23"},{"text":"Future warming to a global mean temperature of +2\u0001C is projected to make such heatwaves an additional factor of 2-20 more likely and 0.5-1.5\u0001C hotter than in 2022.","ai_generated":true,"unit":"wwatt-000113#insight-5","date_modified":"2026-10-23"},{"text":"The 2022 event was characterized as a \"dry heatwave\" due to significantly below-average rainfall and humidity, which reduced the relative importance of humidity for health impacts compared to late-season or coastal heatwaves.","ai_generated":true,"unit":"wwatt-000113#insight-6","date_modified":"2026-10-23"},{"text":"Urban poor in informal settlements are disproportionately affected due to housing materials like tin roofs that intensify indoor temperatures and the urban heat island effect, which can increase local heat by up to 12\u0001C.","ai_generated":true,"unit":"wwatt-000113#insight-7","date_modified":"2026-10-23"}],"climate_tags":["heat wave","anthropogenic climate change","glacier lake outburst flood","forest fire","urban heat island","climate change adaptation","food security","informal housing","coal power"],"geography_discussed":["Hunza Valley","Uttarakhand","Delhi","Lahore","Ahmedabad","Nagpur"],"frame_perspective":[],"analysis_type":["attribution study","probabilistic assessment","vulnerability analysis"]}]}