{"query_echo":{"q":"","filters":{"analysis_type":["pilot project report"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'pilot project report' 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=pilot+project+report","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":"iisd-002480","url":"https://climateinsightsdirectory.org/document/iisd-002480","title":"Adaptive Monitoring on the Winnipeg River","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2022-06","source_url":"https://www.iisd.org/system/files/2022-07/adaptive-monitoring-winnipeg-river.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a pilot project in the Winnipeg River basin that employs 'adaptive monitoring'—combining high-frequency in situ sensors, satellite telemetry, and AI-driven modelling—to address data gaps in water quality. By deploying sensors at the Pinawa Marina and the Powerview-Pine Falls Drinking Water Treatment Facility, the project aims to provide near real-time data on parameters such as total phosphorus and nitrate nitrogen to inform local decision-making and develop predictive surrogate models.","ai_generated":true,"unit":"iisd-002480#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Adaptive monitoring is presented as a method to provide watershed managers and policy-makers with the best data for making meaningful decisions and robust forecasts, contrasting with traditional systems that often 'collect now and think later.'","ai_generated":true,"unit":"iisd-002480#insight-1","date_modified":"2026-10-23"},{"text":"The Winnipeg River is a critical water source for Lake Winnipeg, providing 43% of its annual water inflow between 2008 and 2016, with average annual total phosphorus contributions of 1,050 tonnes from 1994 to 2016.","ai_generated":true,"unit":"iisd-002480#insight-2","date_modified":"2026-10-23"},{"text":"Existing water monitoring on the Winnipeg River is fragmented across three formal programs and one community-based program, each using different analytical methods and sampling periods, which hinders basin-scale decision making.","ai_generated":true,"unit":"iisd-002480#insight-3","date_modified":"2026-10-23"},{"text":"The pilot project utilizes high-frequency (≤1 hour) electronic sensors and in situ spectroscopy to monitor standard parameters (temperature, dissolved oxygen, conductivity, turbidity) and spectral fingerprints for dissolved organic carbon, nitrate nitrogen, and total phosphorus.","ai_generated":true,"unit":"iisd-002480#insight-4","date_modified":"2026-10-23"},{"text":"In 2021, sensors were successfully deployed at the Pinawa Marina and the Powerview-Pine Falls Drinking Water Treatment Facility, resulting in 4,166 recordings during the deployment period.","ai_generated":true,"unit":"iisd-002480#insight-5","date_modified":"2026-10-23"},{"text":"The project aims to use high-frequency data to train AI-driven surrogate models and generate near-term forecasts of river water quality, addressing the 'big data' requirements of artificial neural networks.","ai_generated":true,"unit":"iisd-002480#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate change"],"geography_discussed":["Lake Winnipeg","Canada","Manitoba","Ontario"],"frame_perspective":[],"analysis_type":["pilot project report","technical assessment"]},{"id":"pari-000113","url":"https://climateinsightsdirectory.org/document/pari-000113","title":"Compact - My Municipality","publisher":{"name":"Public Affairs Research Institute","organization":"public-affairs-research-institute"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://pari.org.za/wp-content/uploads/2024/04/COMPACT-Factsheet-3-v2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a social accountability approach where trained ward committee members monitor public infrastructure projects, specifically water and sanitation, using a digital tool to report data and facilitate solutions with local authorities. The program is currently being piloted in the Oudtshoorn and Kouga local municipalities, where 30 citizen monitors have been trained.","ai_generated":true,"unit":"pari-000113#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Compact initiative employs a citizen-based monitoring model where selected ward committee members are trained to monitor public services, report data via an online tool, and collaborate with local government to resolve issues. The goal is to create a more accountable local government in South Africa by increasing community participation in integrated development planning (IDP) processes, with a specific focus on water and sanitation.","ai_generated":true,"unit":"pari-000113#insight-1","date_modified":"2026-10-23"},{"text":"The program is currently being piloted in the Oudtshoorn and Kouga local municipalities, where 30 citizen monitors have received training to oversee water and sanitation infrastructure projects within their wards.","ai_generated":true,"unit":"pari-000113#insight-2","date_modified":"2026-10-23"}],"climate_tags":["water distribution system"],"geography_discussed":["Oudtshoorn Local Municipality","Kouga Local Municipality"],"frame_perspective":[],"analysis_type":["program description","pilot project report"]}]}