{"query_echo":{"q":"","filters":{"geography":["Winnipeg River"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'Winnipeg River' for facet 'geography' is not in the controlled vocabulary."}]},"total":{"value":3,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Winnipeg+River","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-000565","url":"https://climateinsightsdirectory.org/document/iisd-000565","title":"Adaptive Monitoring on the Winnipeg River","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"briefing","language":"en","date_published":"2022-07-05","source_url":"https://www.iisd.org/publications/brief/adaptive-monitoring-winnipeg-river","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The International Institute for Sustainable Development (IISD) and Aquatic Life® are conducting a pilot project in the Winnipeg River basin to test high-frequency sensors that provide near real-time freshwater data via mobile networks and satellites.","ai_generated":true,"unit":"iisd-000565#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"IISD and Aquatic Life® have launched a pilot project in the Winnipeg River basin utilizing high-frequency sensors that transmit data in near real-time through satellites and mobile data networks. The project aims to enhance the shared understanding of the river's state, create near-term forecasting and surrogate models, and employ spectral fingerprints to distinguish between nitrogen and phosphorus.","ai_generated":true,"unit":"iisd-000565#insight-1","date_modified":"2026-08-17"},{"text":"Current project progress includes the installation of sensors at two specific locations: the Powerview-Pine Falls Drinking Water Treatment Facility and the Pinawa Marina.","ai_generated":true,"unit":"iisd-000565#insight-2","date_modified":"2026-08-17"}],"climate_tags":["freshwater","water monitoring","sensors"],"geography_discussed":["Pinawa Marina","Powerview-Pine Falls Drinking Water Treatment Facility"],"frame_perspective":[],"analysis_type":["pilot project"]},{"id":"iisd-000904","url":"https://climateinsightsdirectory.org/document/iisd-000904","title":"Summary of the 2022 International Institute for Sustainable Development Canadian Prairie Water Retention Monitoring and Modelling Workshop","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2022-06-30","source_url":"https://www.iisd.org/publications/report/canadian-prairie-water-retention-workshop","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The 2022 Canadian Prairie Water Retention Monitoring and Modelling Workshop, hosted by the International Institute for Sustainable Development (IISD), convened experts to discuss the optimization of water retention systems. Key outcomes include an agreement on the necessity for more comprehensive monitoring in the Canadian Prairies and the identification of spectral sensors as a tool for advancing monitoring and modelling. The workshop featured nine presentations, including a valuation of ecosystem services in Manitoba's Stephenfield Reservoir and Pelly's Lake, a pilot project for adaptive monitoring on the Winnipeg River using high-frequency sensors, and a demonstration of targeting 'hotspots' for environmental benefits in Manitoba's agricultural regions.","ai_generated":true,"unit":"iisd-000904#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a consensus among experts that water retention in the Canadian Prairies requires more extensive and continued monitoring efforts.","ai_generated":true,"unit":"iisd-000904#insight-1","date_modified":"2026-10-23"},{"text":"Opportunities exist to improve the engineering, management, and simultaneous quantification of the primary and co-benefits associated with water retention systems.","ai_generated":true,"unit":"iisd-000904#insight-2","date_modified":"2026-10-23"},{"text":"The use of spectral sensors is currently advancing the capabilities of water retention modelling and monitoring.","ai_generated":true,"unit":"iisd-000904#insight-3","date_modified":"2026-10-23"}],"climate_tags":["ecosystem service"],"geography_discussed":["Manitoba","Winnipeg River","Pelly's Lake","Stephenfield Reservoir","Canada"],"frame_perspective":[],"analysis_type":["workshop summary"]},{"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"]}]}