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Makoto Kelp

@soa-mazing.bsky.social
906 followers 180 following 9 posts

Asst Prof. UUtah | Postdoc Stanford | Harvard PhD ‘23 | Air Quality + Fires + Climate 🌎 | Machine Learning + Data Science 🖥️

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Reposted by Makoto Kelp
Marshall Burke @marshallburke.bsky.social · 05/01/2026
Excited to share a new R package: 𝗵𝗲𝗮𝘁 🌡️ `heat` makes it easier to work with climate or other gridded data in applied research, providing a comprehensive + optimized set of tools to compute environmental exposures for admin boundaries or points from gridded/point data. github.com/echolab-stan...
github.com
GitHub - echolab-stanford/heat: R package heat: Harmonized Environmental Exposure Aggregation Tools
R package heat: Harmonized Environmental Exposure Aggregation Tools - echolab-stanford/heat
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EGU Atmospheric Sciences Division @egu-as.bsky.social · 05/12/2025
Read the new blog post by @paultgriffiths.github.io and @soa-mazing.bsky.social on using machine learning in tropospheric ozone science. #egublog #machinelearning #atmosphericscience
blogs.egu.eu
Harnessing Machine Learning to Advance Tropospheric Ozone Science
Machine learning (ML) and Artificial Intelligence (AI) offer powerful tools to address long-standing scientific challenges. At the molecular scale, we’ve seen projects like AlphaFold discover unknown ...
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Paul Griffiths @paultgriffiths.github.io · 20/11/2025
🚨🧪The ML4O3 Perspective on 'Applications of Machine Learning and Artificial Intelligence in Tropospheric Ozone Research' is published (as a Highlight) today in @egu-as.bsky.social GMD. Great team effort from our many co-authors. doi.org/10.5194/gmd-...
A Sankey type diagram showing connections between the Challenges, Future Directions and Tangible Next Steps in ML/AI research in for tropospheric ozone.
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Reposted by Makoto Kelp
Emily Gordon @emilygordynz.bsky.social · 30/09/2025
Our new preprint proposes a framework for predicting summertime temperature jumps on 1-5 year timescales. eartharxiv.org/repository/v...
eartharxiv.org
Machine learning predictions of summertime warming jumps on decadal timescales
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Marshall Burke @marshallburke.bsky.social · 18/09/2025
Excellent coverage of our study out today on climate impacts on wildfire smoke and related health impacts.
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Marshall Burke @marshallburke.bsky.social · 16/09/2025
We are excited to announce the release of the Environmental Hazard Adaptation Atlas, an effort to map ongoing and future environmental hazards and their impacts on society, and to provide up to date evidence on what policies and interventions work to reduce impacts: adaptationatlas.org. Quick thread
adaptationatlas.org
Environmental Hazard Adaptation Atlas | ECHO Lab | Stanford University
Studying the impacts of environmental change on human health and well-being
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Makoto Kelp @soa-mazing.bsky.social · 02/09/2025
🚨I’m recruiting 1-2 PhD students for my Air Quality Data Science 🌐 group @utah.edu (start Fall ’26), working on multimodal machine learning applications for atmospheric chemistry (wildfires, ozone, dust). How to apply below. Please repost & ping me with recommendations!
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Simona Meiler @simonameiler.bsky.social · 25/08/2025
What if companies disclosed climate risk the same way insurers analyze it: with event-based probabilistic models that show what could happen, when, and with what likelihood? Check out our new paper in Environmental Research: Climate to learn more! iopscience.iop.org/article/10.1...
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Reposted by Makoto Kelp
Marshall Burke @marshallburke.bsky.social · 15/07/2025
Does prescribed burning reduce overall smoke from wildfire? We have 2 new papers that try to quantify. Answer: each acre Rx burned yields ≥3x more reduction in future wildfire smoke than is emitted in the Rx burn. But can take years to realize benefits. www.stanfordecholab.com/blog/prescri...
stanfordecholab.com
smoke impacts of prescribed burning — ECHO: Environmental Change and Human Outcomes Lab | Stanford University
Yes, it almost certainly does, but benefits in terms of net smoke reductions take a few years to be realized.   By: Marshall Burke Wildfire smoke is a rapidly growing environmental health haz...
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Reposted by Makoto Kelp
Lily Dove @solilyquy.bsky.social · 07/07/2025
The Secretary of Commerce's new policy requiring his personal review of all NOAA contracts over $100,000 is directly harming American science. 🧪 How do I know? Because this morning, twelve of America's rising leaders in climate science (including myself) were furloughed.
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Reposted by Makoto Kelp
UBC Geography @ubcgeography.bsky.social · 02/07/2025
New @harvard.edu research, along w/ Dr. @tinaliu.bsky.social, launches an online platform to help identify areas in need of controlled burns or other #wildfire management strategies, to increase safety and reduce smoke exposure. 🔥 More: seas.harvard.edu/news/2025/06... @soa-mazing.bsky.social
seas.harvard.edu
Where There’s Fire, There’s Smoke
New app estimates health impacts of breathing smoke from wildfires
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Reposted by Makoto Kelp
Prof Sam Illingworth @samillingworth.com · 02/07/2025
🔥 Fighting fire with data Better-targeted land management in just 3.5% of Northern California could have cut wildfire smoke exposure by 17.6% in 2020. Researchers have now built a smoke risk index to guide future decisions. 🔗 pubs.acs.org/doi/10.1021/... #SciComm #Wildfires #AirQuality 🧪
pubs.acs.org
Managing Smoke Risk from Wildland Fires: Northern California as a Case Study
Smoke fine particulate matter (PM2.5) from increasing wildfires in the western United States threatens public health. While land managers often prioritize reducing wildfire risk in the wildland-urban ...
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Tina Liu @tinaliu.bsky.social · 01/07/2025
Happy to announce that Karina Chung's paper on wildfires, smoke risk, and land management in the western US is now published in ES&T! Karina started working on the project with us as a freshman at Harvard! Paper: doi.org/10.1021/acs.... (Additional links in comments)
doi.org
Managing Smoke Risk from Wildland Fires: Northern California as a Case Study
Smoke fine particulate matter (PM2.5) from increasing wildfires in the western United States threatens public health. While land managers often prioritize reducing wildfire risk in the wildland-urban ...
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Reposted by Makoto Kelp
Stanford Woods Institute for the Environment @woods.stanford.edu · 26/06/2025
Prescribed burns can reduce wildfire severity by 16% and smoke pollution by 14%, a Stanford study finds. “The smoke is a silent and far-reaching hazard, and prescribed fire may be one of the few tools that actually reduces total smoke exposure.” - senior fellow Marshall Burke 🔗 bit.ly/4nlf1v9
bit.ly
Study shows controlled burns can reduce wildfire intensity and smoke pollution
A new Stanford-led study finds that controlled, low-intensity fires known as prescribed burns can slash wildfire intensity and dangerous smoke pollution across the western United States.
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Makoto Kelp @soa-mazing.bsky.social · 26/06/2025
Our new paper shows how recent prescribed (Rx) burns in the western US impacted later wildfires. We find that Rx fires reduced wildfire severity + net smoke emissions, even when factoring in smoke from Rx fires. But, we find that these Rx fires were less effective in the wildland-urban interface.
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Marshall Burke @marshallburke.bsky.social · 16/05/2025
What happens to science under autocracy? The rise of the National Socialist Party in 1930s Germany provides an (admittedly extreme) example. Prior to the early 1930s, scientists at German institutions won a third of Nobels. 10 years later, that number was 5%, and has never recovered.
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Simona Meiler @simonameiler.bsky.social · 23/04/2025
An informative new tool to make risks from natural hazards visible and accessible - not just for scientists, but also for planners, emergency managers, and other professionals across disciplines. Tool: experience.arcgis.com/experience/1... Background story: news.climate.columbia.edu/2025/04/22/a...
news.climate.columbia.edu
A New Interactive Tool Models Natural Hazards Fueled by Climate Change
Columbia Climate scientists launch the first long-term dataset to track and predict the occurrence of climate change–fueled extreme events.
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Makoto Kelp @soa-mazing.bsky.social · 03/04/2025
🚨Reminder: Due at the end of this month! Please apply and forward to graduating PhD students and early-career postdocs. We expect to give partial funding support for all accepted participants, and they are automatically enrolled in the Atmospheric Chemistry GRC, thanks!
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Emily Gordon @emilygordynz.bsky.social · 04/03/2025
New paper by me and Noah Diffenbaugh on identifying predictable Pacific variability in the observational record 1/6 agupubs.onlinelibrary.wiley.com/doi/10.1029/...
agupubs.onlinelibrary.wiley.com
Identifying a Pattern of Predictable Decadal North Pacific SST Variability in Historical Observations
A pattern of predictable sea surface temperature variability in the North Pacific Ocean is identified by a neural network trained on CMIP6 models The neural network skillfully predicts the same p...
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Makoto Kelp @soa-mazing.bsky.social · 24/02/2025
🚨Preprint alert: Led by Karina Chung (an undergrad!), we develop a wildfire smoke risk index that accounts for historical burned area, fuel consumption, and customized land management in Google Earth Engine 🌎 A useful tool to weigh risk-outcome scenarios 🔥 eartharxiv.org/repository/v...
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Hannah S Kenagy @hannahskenagy.bsky.social · 28/01/2025
This year's atmospheric chemistry GRC will be preceded by the first-ever atmospheric chemistry GRS for early-career scientists! I hope you (or your early career colleagues) will consider joining us in Maine this summer. Policies and application instructions here: www.grc.org/atmospheric-...
grc.org
2025 Atmospheric Chemistry (GRS) Seminar GRC
The 2025 Gordon Research Seminar on Atmospheric Chemistry (GRS) will be held in Newry, Maine. Apply today to reserve your spot.
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Colette Heald @coletteheald.bsky.social · 27/01/2025
Atmospheric Chemistry colleagues! consider applying to attend this year's Atmospheric Chemistry GRC to join us in Maine and hear about the exciting advances in our field! See the link for more details: www.grc.org/atmospheric-...
grc.org
2025 Atmospheric Chemistry Conference GRC
The 2025 Gordon Research Conference on Atmospheric Chemistry will be held in Newry, Maine. Apply today to reserve your spot.
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Marshall Burke @marshallburke.bsky.social · 27/01/2025
Need high resolution daily air pollution data for India? We've got you. Great new work led by Ayako Kawano developing satellite+ML-based measures of PM2.5 going back decades, and using it to evaluate recent progress in improving air quality. www.science.org/doi/full/10....
science.org
Improved daily PM2.5 estimates in India reveal inequalities in recent enhancement of air quality
Developed PM2.5 estimates unveiled inequalities in PM2.5 exposure, emphasizing need for equitable air quality control policies.
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James Dinneen @jamesdinneen.bsky.social · 24/01/2025
Prescribed burning can reduce the severity and amount of smoke from wildfires that burn those areas later on, even when accounting for smoke from the prescribed burns themselves, according to new analysis of California’s record-breaking 2020 fire season from @soa-mazing.bsky.social etal. 🧪
newscientist.com
Setting fire to a million acres of California could cut smoke by half
As California expands its prescribed burning efforts, a study of more than 180 such projects suggests they are an effective way to reduce a blaze's intensity and smoke
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Tina Liu @tinaliu.bsky.social · 22/11/2024
This article highlights some of our work over the last few years on NW India's agricultural fires, a seasonal and episodic source of regional air pollution. It was great to talk to Karishma Mehrotra at WaPo, and these anecdotes from farmers are especially important. #fires 🔥 #AirPollution 💨 #India
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Colette Heald @coletteheald.bsky.social · 13/11/2024
Here's the atmospheric chemistry starter pack! Let me know if you'd like to join! Looking forward to hearing about everyone's fun science on bluesky! go.bsky.app/GgmWgSo
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