ArticleHarmful algae2022
A validation of satellite derived cyanobacteria detections with state reported events and recreation advisories across U.S. lakes.
Article in Harmful algae, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
13 citing papers in PubMed.
- Statewide Intensification of Harmful Algal Blooms Across California Lakes and Reservoirs.GeoHealth · 2026Article
- Algal Blooms in Lakes Increase After Wildfire Smoke Events in the Contiguous United States.Global change biology communications · 2026Article
- Article
- Low-Cost System to Support and Expand Cyanobacterial Harmful Algal Bloom Monitoring with New-Generation Ocean Color Satellites.ACS ES&T water · 2025Article
- National forecasting of cyanobacterial harmful algal bloom events: a three-year model evaluation.Lake and reservoir management · 2025Article
- Unprecedented toxic blooms of Microcystis spp. in 2019 in the Chowan River, North Carolina.Harmful algae · 2024Article
- Toward a Predictive Understanding of Cyanobacterial Harmful Algal Blooms through AI Integration of Physical, Chemical, and Biological Data.ACS ES&T water · 2024Review
- Forecasting freshwater cyanobacterial harmful algal blooms for Sentinel-3 satellite resolved U.S. lakes and reservoirs.Journal of environmental management · 2024Article
- Recent changes in cyanobacteria algal bloom magnitude in large lakes across the contiguous United States.The Science of the total environment · 2023Article
- Wildfires in the western United States are mobilizing PMEnvironmental science. Processes & impacts · 2023Article
- Identifying lakes at risk of toxic cyanobacterial blooms using satellite imagery and field surveys across the United States.The Science of the total environment · 2023Article
- Paths to research-driven decision making in the realms of environment and water.Technology in society · 2022Article
- Satellites quantify the spatial extent of cyanobacterial blooms across the United States at multiple scales.Ecological indicators · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
Abstract
Cyanobacteria harmful algal blooms (cyanoHABs) negatively affect ecological, human, and animal health. Traditional methods of validating satellite algorithms with data from water samples are often inhibited by the expense of quantifying cyanobacteria indicators in the field and the lack of public data. However, state recreation advisories and other recorded events of cyanoHAB occurrence reported by local authorities can serve as an independent and publicly available dataset for validation. State recreation advisories were defined as a period delimited by a start and end date where a warning was issued due to detections of cyanoHABs over a state's risk threshold. State reported events were defined as any event that was documented with a single date related to cyanoHABs. This study examined the presence-absence agreement between 160 state reported cyanoHAB advisories and 1,343 events and cyanobacteria biomass estimated by a satellite algorithm called the Cyanobacteria Index (CI
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.