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Dr. Joan Dudney

@dudney-joan.bsky.social
2.3K followers 1.5K following 61 posts

Assistant Professor @ucsantabarbara Global Change Forest Ecologist @switzernetwork @SmithFellows @PeaceCorps #BLM

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Reposted by Dr. Joan Dudney
Brian J. Enquist @bjenquist.bsky.social · 15/09/2026
Data Scientist job - Forest Global Earth Observatory (ForestGEO), Smithsonian Tropical Research Institute (STRI), data-management, computational, and bioinformatics assignments supporting research in tropical biology, ecology, and forestry. #ecologyjobs 🧪🌐🌾 trustcareers.si.edu/postings/8a2...
trustcareers.si.edu
Data Scientist (Bioinformatics), IS- 1560- 11
Job Opening: Data Scientist (Bioinformatics), IS- 1560- 11 at Smithsonian Institution in Washington, DC.
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Hannah Clipp, PhD @allthatwildlife.bsky.social · 09/09/2026
Presenting... the 4th paper from my post-doctoral fellowship with the USDA Forest Service Northern Research Station! 🧪 Research article title: "Tree species distributions modify decadal trajectories of bird species habitat suitability 🪶 predicted by climate change" Link: doi.org/10.1016/j.ge...
Image of one of the figures from the research article referenced in the post. The figure is a series of 16 maps of the eastern USA, arranged in 4 columns and 4 rows, showing bird species incidence (a metric of relative abundance) for 4 bird species during 4 different decades spanning the 2000s, 2030s, 2060s, and 2080s.
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GunnarKeppel.bsky.social @gunnarkeppel.bsky.social · 01/09/2026
Just out. We show that climate impacts the above-ground biomass through effects on forest structure that differ among regions. I enjoyed contributing and would like to congratulate lead author Pauline Depoortere for keeping a huge team of authors engaged in the process. doi.org/10.1038/s415...
doi.org
Region-specific forest structure pathways reveal climate effects on old-growth tropical forest biomass - Scientific Reports
Scientific Reports - Region-specific forest structure pathways reveal climate effects on old-growth tropical forest biomass
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Alexander Lees @alexanderlees.bsky.social · 10/09/2026
Our new paper led by @josbarlow.bsky.social shows extreme heatwaves and heat-driven droughts are intensifying much faster than overall averages in #Amazonia and often severe far from deforestation frontiers www.nature.com/articles/s43... 🌎 🧪☀️@ras-network.bsky.social #ClimateChange
nature.com
Rapid increase of climate extremes reveals new areas of concern in Amazonia - Communications Earth & Environment
Climate change impacts in the Amazon, particularly heat and drought extremes, are increasing faster than average climate trends, with especially rapid changes in the central-northern region that has s...
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Prof Ian Hall @ianhall.bsky.social · 31/08/2026
A striking finding from global drought experiments: Trees show little evidence of physiological acclimation to drought. The inner hydraulic machinery stays the same. The safety margin shrinks. That’s a very different, more vulnerable picture of forest resilience. www.pnas.org/doi/10.1073/...
pnas.org
Declining hydraulic safety in a drier world | PNAS
Forests worldwide are increasingly exposed to soil drought under climate change, with their fates depending on the ability to maintain essential fu...
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Rupert Seidl @rupertseidl.bsky.social · 01/09/2026
What is the effect of post-disturbance management on tree regeneration? New insights from >800 plots across 11 countries in C Europe, showing that >90% of disturbed sites are managed, with mgmt increasing stem density and tree species richness. Lead: @johannesmohr.bsky.social doi.org/10.1111/1365...
doi.org
Regeneration response to post‐disturbance forest management in Central Europe
As disturbance activity intensifies, forest management must identify strategies to facilitate the rapid recovery of disturbed sites. By studying 868 disturbed sites across Central Europe, we found th....
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Brian J. Enquist @bjenquist.bsky.social · 31/08/2026
Thrilled to announce that my department - Ecology and Evolutionary Biology - at the U of Arizona will likely be hiring for a tenure-track position in "Population and Community Ecology" this fall. Watch this space for more details and official announcements coming soon ... #Ecology #EcologyJobs 🌐🌾🧪
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John R. Platt @johnrplatt.bsky.social · 05/08/2026
Jeffrey pines shouldn’t be found 12,657 feet up a mountain — but that’s where they’ve turned up in California’s Sequoia National Park. How did they get there? And what does their arrival tell us about #climatechange, forest composition & California’s fiery future? therevelator.org/california-t...
therevelator.org
A Gnarly Situation: High-Elevation Discovery Raises New Questions About Which California Trees Will Survive Climate Change • The Revelator
Birds may have been burying Jeffrey pine seeds up high for thousands of years. But now that they’re sprouting, this new species of subalpine tree may change the playing field.
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Dr. Joan Dudney @dudney-joan.bsky.social · 05/08/2026
Check out @olross.bsky.social's new preprint on matching methods for field ecology! In our efforts to randomize plot selection, we've overlooked a more fundamental issue: the treatments themselves—e.g., disturbances—are rarely randomized! PSM provides a solution 🧪🍁 www.biorxiv.org/content/10.6...
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Reposted by Dr. Joan Dudney
Caroline Farrior @cfarrior.bsky.social · 26/07/2026
Spread the word! My lab group is hosting a workshop tomorrow at #ESA2026: Ecological Theory for Everyone: A practical introduction to engaging with theory in your own research for those with little or no theoretical experience 1:30pm, Room 254B events.rdmobile.com/Sessions/Det...
A collage of theory figures: Trees searching for light, chaos from logistic growth, evolutionary analyses, stabilizing coexistence, and collective movement.
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Florian Altermatt @florianaltermatt.bsky.social · 14/07/2026
#Cross-#ecosystem #biodiversity action is systemically #overlooked in biodiversity #policy and treaties⚖️: conbio.onlinelibrary.wiley.com/doi/epdf/10.... 🌐 🌍 🎯 🦐 🍃 #IPBES #BiodiversityPolicy #GBF #KunmingMontreal 🧵1/8
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Science Magazine @science.org · 07/07/2026
A new study challenges the idea that taller trees are more susceptible to drought by taking a close look at dipterocarps, a tropical tree group that dominates the rainforests of Southeast Asia. scim.ag/44fodsJ
scim.ag
Being a taller tree doesn’t doom you to drought after all
New study challenges idea that tall trees’ hydraulics make them more vulnerable to dry conditions
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Reposted by Dr. Joan Dudney
Giai Petit @giai.bsky.social · 27/06/2026
Finally published🙂🙂 A cellective multidisciplinary effort to understand what happens in trees attacked by bark beetles link.springer.com/article/10.1...
link.springer.com
From Colonization to Collapse: a Mechanistic Perspective on Tree Mortality by Bark Beetles - Current Forestry Reports
Purpose of Review Bark beetle outbreaks are intensifying under climate change, yet the links among drought stress, beetle attack and colonization, rapid tree mortality, and tree physiology, remain poo...
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Reposted by Dr. Joan Dudney
Science X / Phys.org @sciencex.bsky.social · 07/07/2026
Warm, wet springs may raise tree death risk, not just drought. French forest data indicate favorable early growth can leave some trees, especially tall ones, more vulnerable when later dry conditions arrive. doi.org/hb9nzf
phys.org
Why Europe's trees are dying
In Europe, trees are increasingly dying prematurely. A new study by the Swiss Federal Institute for Forest, Snow and Landscape Research (WSL) on French forests now shows that it is not only drought but also unusually warm or wet springs that increase the risk—even ideal growing conditions can prove fatal later on.
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Reposted by Dr. Joan Dudney
Proceedings of the National Academy of Sciences @pnas.org · 09/07/2026
After wildfires, areas deep inside of large burned scars are less likely to reburn than areas within 2 km of the burn edge, according to more than 200 years of data from eastern Canada. As climate change intensifies fires, forests may recover better. In PNAS: ow.ly/i4iI50Zm3Wm
Map with inset of fires from 1980 to 2022 and 2023 relative to the jack pine range from 51 to 55 degrees North, with labels P, T, and S.
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Reposted by Dr. Joan Dudney
Florian Altermatt @florianaltermatt.bsky.social · 11/07/2026
#Postdoc #Position opening up in my group: Developing Analytical #Pipelines and #Analyses to Survey #Invasive Alien #Species in Aquatic Systems using #eDNA (2 years) 🧬 📈 ❗ 🦐 🦀 🐠 🌍🌐❗ #JobOpening 🎯 apply.refline.ch/673277/1364/... 📍 Apply now & thx for spreading the word (deadline Aug 14th)
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Brian J. Enquist @bjenquist.bsky.social · 12/07/2026
Prevent damaging changes to the federal grant process Submit your comments by July 13, 2026, at 11:59 p.m. ET www.aps.org/initiatives/... 🧪🌐
aps.org
Comment on OMB proposed rule for federal financial assistance
Make your voice heard on the Office of Management and Budget's proposed federal grant funding changes and defend the scientific community from this existential threat. Submit your comments by July 13,...
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Reposted by Dr. Joan Dudney
gavin jones @ecologyofgavin.bsky.social · 08/07/2026
I’m looking to recruit a postdoc to join my research group at University of Iowa to work on disturbance ecology and biodiversity! Start date flexible, lots of opportunity for skill development, collaboration, and mentorship. Will review applicants in mid-August! Link: gavinmjones.com/opportunities/
gavinmjones.com
Opportunities
BIG NEWS! The Jones Lab will be relocating to the School of Earth, Environment, and Sustainability (SEES) at the University of Iowa in Fall 2026. Our work on disturbance ecology and conservation sc…
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Reposted by Dr. Joan Dudney
Zack Steel 🪶🦇🌲🔥 @zacksteel.bsky.social · 09/07/2026
Gavin is a great mentor and collaborator and does very cool science. Apply early and often 🦉🌎🌐
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Andrew Barnes @barnesecodiv.bsky.social · 01/07/2026
Published today in @nature.com, our study shows that the #foodweb trophic structure is critical for #ecosystemfunctioning. Read it here: rdcu.be/frxEl This has been an incredibly rewarding collaboration with many amazing scientists! 🌐🧪🦑🍁🌱 @waikatouniversity.bsky.social @idiv-research.bsky.social
Geographic distribution of the 318 food webs across four ecosystem types that were analysed to test how food web architecture modulates BEF relationships
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Reposted by Dr. Joan Dudney
Prof Ian Hall @ianhall.bsky.social · 14/06/2026
What happens after a forest dies, a coral reef bleaches, or an oyster bed collapses? A study of 10 ecosystems reveals that they carry memory. The material remains of foundation species can shape resilience, recovery, or collapse for decades in a changing climate. www.science.org/doi/10.1126/...
science.org
Legacies of foundation species shape life after death
The dead remains of habitat-forming organisms can have powerful influences on the resilience of the ecosystems they inhabit.
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Reposted by Dr. Joan Dudney
Justin S. Mankin @jsmankin.bsky.social · 13/05/2026
Rainfall intensity matters as much as how much rain falls. New in Nature: Corey Lesk and I show that daily-scale concentration of precipitation dries the land over the long-run, an effect as strong as total precipitation is climatological wetting. Paper here: www.nature.com/articles/s41...
nature.com
More concentrated precipitation decreases terrestrial water storage - Nature
Concentration of precipitation in large events decreases land water availability, and this effect will further increase with a future warming climate.
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Nature @nature.com · 06/05/2026
Nature research paper: Higher-order interactions enhance the latitudinal tree diversity gradient go.nature.com/4mZSPag
go.nature.com
Higher-order interactions enhance the latitudinal tree diversity gradient - Nature
Higher-order interactions are shown to contribute to the decrease in species diversity from low to high latitudes in global forests, potentially explaining why this intricate phenomenon cannot be adequately explained by pairwise interactions alone.
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Reposted by Dr. Joan Dudney
Graeme Cumming @gscumming.bsky.social · 08/05/2026
For those with interests in #complexity theory and systems ecology, I enjoyed this recent and very nice & clear interdisciplinary introduction to tipping point concepts, published recently: doi.org/10.1038/s444... #thresholds #resilience #social-ecological 🌐🧪🦑
doi.org
Integrating tipping point concepts across diverse systems - Communications Sustainability
Across diverse systems, tipping points are characterised by three key properties, namely self-reinforcing feedbacks, threshold behavior, and persistence, suggests a cross-disciplinary synthesis of the...
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Dr. Joan Dudney @dudney-joan.bsky.social · 13/04/2026
Congrats! Really nice figure too!
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Reposted by Dr. Joan Dudney
Reverend Beav @reverend-beaver.bsky.social · 03/04/2026
Official USFS publication dated 1977. I keep it framed and hung on my wall because it reminds me of how long people have worked and cared for the same things I do. All of us have an obligation to protect our public lands and continue this work. #usfs #ecology #conservation 🍁 🌎 @alt.usfs.info
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Proceedings of the National Academy of Sciences @pnas.org · 26/03/2026
The Amazon rainforest was hit with two severe droughts during 2023–2024. Models suggest that just over half the forest will not recover within seven years, which is the maximum time between droughts in recent decades. In PNAS: ow.ly/BKQ150YySOw
Projection of post-drought recovery of intact Amazonian rainforests after the 2023–2024 droughts. (A) Time series of annual median recovery projections after the 2023–2024 droughts. The error bars represent the medians of the lower and upper bounds of the 95% confidence intervals across all pixels. (B) Spatial pattern of recovery at 7th year after the 2023–2024 droughts.
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César Marín @cmarin.bsky.social · 03/03/2026
New paper out! Lead by @camilletruong.bsky.social & with @spun.earth #FungiFoundation in Biod Conserv: “Large-diameter trees disproportionately contribute to soil fungal diversity in a coniferous forest with one of oldest living trees on Earth”. @tobykiers.bsky.social doi.org/10.1007/s105...
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Dr. Joan Dudney @dudney-joan.bsky.social · 24/02/2026
New #causalinference paper just dropped! As an ecologist, I was trained to ask: "What do the data tell me?" This paper: there are only specific instances when this question is appropriate—when you lack domain knowledge, which we often have! www.nature.com/articles/s41...
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Dr Jess Williams @jjwilliams924.bsky.social · 23/02/2026
NEW PAPER🚨Ecological Feedbacks in the Earth System🌍We present an urgent call to the scientific community for the rapid development of understanding of ecological feedbacks and integrated ecosystem—Earth system research 🌐🧪 @imperiallifesci.bsky.social agupubs.onlinelibrary.wiley.com/doi/10.1029/...
agupubs.onlinelibrary.wiley.com
Ecological Feedbacks in the Earth System
The role of our planet's diverse ecological feedbacks in Earth system processes is a major knowledge gap We review current knowledge on ecological feedbacks within ecosystems, and between ecologi...
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Reposted by Dr. Joan Dudney
Science Magazine @science.org · 19/02/2026
In a new #ScienceAnalyticalReview, researchers discuss the scale-dependent mechanisms through which forests regulate climate, highlighting their contributions to global mitigation and local adaptation. Learn more: scim.ag/4aGldbI
scim.ag
More than mitigation: The role of forests in climate adaptation
Forests regulate global and local climates in ways that impact human well-being. In this Review, we discuss the scale-dependent mechanisms through which forests regulate climate, highlighting their co...
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Zack Steel 🪶🦇🌲🔥 @zacksteel.bsky.social · 18/02/2026
New paper from our lab, led by Leah McTigue We reviewed 40+ years of research on drought affects on wildlife: 66% of single-species responses were negative, only 2% positive. As droughts intensify under climate change, wildlife are in trouble. 🌍🌐🧪 📄 onlinelibrary.wiley.com/doi/10.1111/...
onlinelibrary.wiley.com
Global Trends in Drought Impacts on Wildlife—A Review
We reviewed peer reviewed literature pertaining to instances of anomalous drought (any drought event that deviates from standard conditions (e.g., dry season) when compared to a long term average) an...
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Annals of Botany @annbot.bsky.social · 11/02/2026
🎉🆕📰🎉: Thermal behaviour of lipids in short-lived seeds of Australian rainforest species doi.org/10.1093/aob/... #PlantScience
doi.org
Thermal behaviour of lipids in short-lived seeds of Australian rainforest species
AbstractBackground and Aims. Recent studies on desiccation-tolerant Australian rainforest seeds demonstrated that some were short-lived in storage. We soug
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Reposted by Dr. Joan Dudney
Ryan Briggs @ryancbriggs.net · 11/02/2026
I have a new paper. We look at ~all stats articles in political science post-2010 & show that 94% have abstracts that claim to reject a null. Only 2% present only null results. This is hard to explain unless the research process has a filter that only lets rejections through.
It must be very hard to publish null results
Publication practices in the social sciences act as a filter that favors statistically significant results over null findings. While the problem of selection on significance (SoS) is well-known in theory, it has been difficult to measure its scope empirically, and it has been challenging to determine how selection varies across contexts. In this article, we use large language models to extract granular and validated data on about 100,000 articles published in over 150 political science journals from 2010 to 2024. We show that fewer than 2% of articles that rely on statistical methods report null-only findings in their abstracts, while over 90% of papers highlight significant results. To put these findings in perspective, we develop and calibrate a simple model of publication bias. Across a range of plausible assumptions, we find that statistically significant results are estimated to be one to two orders of magnitude more likely to enter the published record than null results. Leveraging metadata extracted from individual articles, we show that the pattern of strong SoS holds across subfields, journals, methods, and time periods. However, a few factors such as pre-registration and randomized experiments correlate with greater acceptance of null results. We conclude by discussing implications for the field and the potential of our new dataset for investigating other questions about political science.
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Nature Ecology & Evolution @natecoevo.nature.com · 29/01/2026
Hotter, drier and more seasonal forests in the eastern and southern Amazon are losing species, while Northern Andean forests are accumulating species, acting as a refuge for those that are climate-displaced 🧪 www.nature.com/articles/s41...
nature.com
Tree diversity is changing across tropical Andean and Amazonian forests in response to global change - Nature Ecology & Evolution
This study examines long-term changes in species richness across tropical forests in the Andes and Amazon. Hotter, drier and more seasonal forests in the eastern and southern Amazon are losing species...
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Jens-Christian Svenning @jcsvenning.bsky.social · 29/01/2026
Fast-growing trees are set to dominate the #forests of the #future — but at a cost🌳 Our Nature Plants (@natplants.nature.com) study shows a global shift toward "sprinter" tree species, while slow-growing, functionally critical #trees face elevated #extinction risk. www.nature.com/articles/s41...
nature.com
Global functional shifts in trees driven by alien naturalization and native extinction - Nature Plants
This study finds that native tree extinctions and alien naturalizations are pushing forests towards fast-growing, resource-demanding species. This global shift could affect carbon storage and ecosyste...
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Stelios Katsanevakis @skatsanevakis.bsky.social · 29/01/2026
#Mediterranean seafloors are heating fast 🌊🔥. Our new study shows bottom marine #heatwaves will intensify, last longer, and threaten benthic species—often year-round by 2100. A growing #ClimateRisk for benthic #biodiversity. #ClimateChange 🌍🌐🧪 www.sciencedirect.com/science/arti...
sciencedirect.com
Increasing bottom marine heatwaves pose a critical risk to Mediterranean benthic species
Marine heatwaves (MHWs) are extreme ocean temperature events broadly affecting marine ecosystems. The Mediterranean Sea has faced severe impacts from …
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Birds of the World | The Cornell Lab @birdsoftheworld.bsky.social · 27/01/2026
MAJOR NEWS! We just launched an awesome new tool! The illustrated Birds of the World Phylogeny Explorer lets users trace any bird’s lineage, compare species relationships, and explore major evolutionary milestones with a click of a button. SHARE and EXPLORE! birdsoftheworld.org/bow/news/phy...
IMAGE SHOWS GRAPHIC OF CORNELL LAB OF ORNITHOLOGY PHYLOGENY EXPLORER TOOL.
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Dr Pierre Mariotte @pierremariotte.bsky.social · 27/01/2026
⚠️ New paper out in Nature Ecology & Evolution 🌱 #Grasslands #SoilCarbon @natecoevo.nature.com
doi.org
The global extent of the grassland biome and implications for the terrestrial carbon sink - Nature Ecology & Evolution
By combining satellite observations with ground-based data and expert validation, this analysis demonstrates considerable misestimation of grassland extent and thereby carbon stock estimates in previo...
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Michael (Misha) Stemkovski @mishastemkovski.bsky.social · 26/01/2026
Species shift their ranges in response to climate change, but many can't keep up. The resulting "community-climate disequilibrium" can impair ecosystem function and cause counterintuitive dynamics, like short-term gain but long-term loss onlinelibrary.wiley.com/doi/10.1111/...
onlinelibrary.wiley.com
Linking Community‐Climate Disequilibrium to Ecosystem Function
When turnover in species composition lags behind the pace of climate change, community-climate disequilibrium increases. We, for the first time, explicitly link this disequilibrium to ecosystem funct...
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James Bullock @jmbecologist.bsky.social · 27/01/2026
Meta-analysis is ubiquitous in ecology, but it is poor at determining which conservation interventions work in which contexts That’s why we’ve developed Precision Ecology, using methods developed in, eg, medicine to inform precise, data-informed conservation www.nature.com/articles/s41...
nature.com
Precision ecology for targeted conservation action - Nature Ecology & Evolution
The fields of medicine and marketing use large data volumes and computational power to target individuals. This Perspective argues that applied ecologists should draw on such approaches to provide dec...
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juli g pausas @jgpausas.bsky.social · 17/01/2026
Plant traits matter in fire ecology! "On average, deciduous forests lose less than half as much carbon to wildfire combustion as conifer forests per unit burned area" www.nature.com/articles/s41...
nature.com
Increased deciduous tree dominance reduces wildfire carbon losses in boreal forests - Nature Climate Change
More frequent fires in the North American boreal are causing shifts from conifer to deciduous forests. This study finds that when deciduous forests burn, their carbon losses are driven by weather, but...
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Dr. Joan Dudney @dudney-joan.bsky.social · 19/01/2026
Very comprehensive, insightful study on the DSR—diversity is not stabilizing when using abundance-weighted metrics and total species richness. An important reminder that our outcome metrics really matter!
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W. P. Mueller @wpmueller.bsky.social · 17/01/2026
www.nature.com/articles/d41...
nature.com
Predicting the fate of tropical forests under intensifying heat
Intense droughts have caused water stress and elevated mortality for trees in the Amazon, foreshadowing the future of tropical forests as the climate changes.
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Dr. Joan Dudney @dudney-joan.bsky.social · 15/01/2026
🥳🔥
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Brian J. Enquist @bjenquist.bsky.social · 14/01/2026
Really interesting and confounding trend reported in Dynamic Ecology - ecology citations peaked in 2021 and have been declining since. Continued impact from the pandemic? 🧪🌐🌾 dynamicecology.wordpress.com/2026/01/14/s...
dynamicecology.wordpress.com
Science (all of it) peaked in 2021
An ecologist friend* noticed that the annual number of times he’s been cited grew throughout his career up until 2021, when it peaked. It then declined for a couple of years straight. Then it…
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Dominique Berteaux @dominiqueberteaux.bsky.social · 14/01/2026
In Nature Communications, our paper led by Viktoriia Radchuk shows that phenological change mediates global vertebrate responses to temperature. The study compiles 213 time series of phenotypes and population sizes, including data from Bylot. Read: urls.fr/w7ZKp9 @natcomms.nature.com 🧪🌿🌎🌐🦉🦑🦊🐻‍❄️
A selection of studied species is shown, with each inset giving information for that species on its generation time (T, in years; also depicted by the black bar next to it), its diet (carnivore: C, herbivore: H, and omnivore: O) and whether the species is a migrant (M) or a resident (R). The inset shows the number of studies per taxon and trait category. Illustration credits for the species pictures taken from Wikipedia: Svalbard reindeer—Bjørn Christian Tørrissen, four-striped grass mouse—C.R. Selvakumar, silver gull—JJ Harrison, snow petrel—Samuel Blanc, northern giant petrel—Liam Quinn, green turtle—Brocken Inaglory, green-rumped parrotlet—Jam.mohd, Columbian ground squirrel—Martin Pot, red-winged fairy-wren—John Anderson, grey-headed albatross—John Harrison. Two species pictures were provided by the co-authors of this study: painted turtle (credit: FJ) and Atlantic yellow-nosed albatross (credit: SOp). The remaining pictures were taken from Pixabay (https://pixabay.com/photos/).
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Dr. Joan Dudney @dudney-joan.bsky.social · 14/01/2026
Come work with us in beautiful Santa Barbara!
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Ondrej Mottl 🌿💻📈🌍⏳ @ondrejmottl.bsky.social · 12/01/2026
1/🧵 Paper out! 🎉🌿🔒 VegVault is now published in Nature Scientific Data: a global database linking palaeo + modern vegetation with traits + climate/soil drivers. 🌐website: bit.ly/VegVault 📜paper: doi.org/10.1038/s415... #VegVault #Ecology #Paleoecology #Vegetation #FunctionalTraits
VegVault logoprintscreen of the paper on the webpage of Nature Scientific Data
https://doi.org/10.1038/s41597-025-06176-1
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