Zipkin Lab @ZipkinLab
Elise Zipkin's Quantitative Ecology Lab | Science | Statistics | Ecology | Data | Conservation | Math | Happening at Michigan State University zipkinlab.org East Lansing, MI Joined May 2016-
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It’s finally published! “Deep biogeographic barriers explain divergent global vertebrate communities”, published in @NatureComms with @BrodieEcology & @ZipkinLab #biogeography #macroecology doi.org/10.1038/s41467…
ISEC 2024 will feature also great roundtable discussions, such as: "Developing pipelines for integrated distribution models" "What are the key statistical methods and concepts all [undergraduate] ecologists should learn?" Join us! #ISEC_2024_Swansea statisticalecology.org
Here are the titles of the ISEC 2024 Plenary Talks - super exciting! #ISEC_2024_Swansea
We are excited to share our new @Trends_Ecol_Evo article, where we identify demographic gaps in the authorship of peer review bias research, and touch on some potential solutions to this problem authors.elsevier.com/a/1ikvecZ3X04gL (a🧵)
Recruiting postdoc(s) for my lab at Michigan State next year! Come join us careers.msu.edu/en-us/job/5178…
Congrats, Veronica!!! @EEB_MSU
ISEC 2024 15-19 July in Swansea - do not miss it! More info here: ststisticalecoloy.org
I'm excited to share that I published a first version of my Statistics 4 Ecologists book with University of Minnesota Libraries Publishing. You can now download a (FREE) pdf version of the book here: conservancy.umn.edu/handle/11299/2…
Surprisingly good birding for February with people from @EEB_MSU! Pine Siskins were the fan favorite of the day. Pileated Woodpeckers and Fox Sparrows were also good finds. Full list here: ebird.org/checklist/S160…
Research shows that even in a static environment, #evolution is a constant dance of adaptation and innovation. Read more with with @michiganstateu evolutionary biologist Richard Lenski: eeb.msu.edu/news/changing-…
🚨New paper! We built spatially-varying coefficient occupancy models in spOccupancy to explore spatially-varying species-environment relationships and quantified variation in max temperature effects on grassland birds in the US @ZipkinLab @SarahPSaunders doi.org/10.1007/s13253…
I'm so excited to hear the conversation between @pheronym's Fatma Kaplan, @cbahlai, @htlab, and @KelloggBioStn's Alisha Shah about biodiversity science in a changing climate. Join us! Early bird registration & poster submissions open through Feb 19th: canr.msu.edu/ent/events/EIS…
🚨 We are now accepting applicants for the next intake of our #StatisticalEcology MSc (@CREEM_cake, @statsStAndrews). This MSc is a great way to develop skills at the interface of #statistics and #ecology. More info here bit.ly/3ooHNyc and here 👇🏻bit.ly/StatsEcolMSc
In our second #BehindTheScientist we hear from Kim Scribner from @michiganstateu in @MichiganStateFW, @MSUNatSci, and @EEB_MSU. His work spans decades and broadly comprises the use of genetics to investigate questions in conservation, ecology, and evolution. 1/2
One more exciting tenure-track position before the end of the year! Come join us for this exciting opportunity in Microbial Ecology and Evolution at MSU careers.msu.edu/en-us/job/5171…
@ColoradoStateU will host a 10 day short course “Bayesian Models for Ecological Data” from June 3 – June 13, 2024. No tuition. Lodging and meal costs covered for all. Up to $500 in transportation costs covered for grad students. Please share! Apply here: nrel.colostate.edu/projects/bayes…
Registration is open for a 4-day workshop 24-27 June 2024 @ Swiss Ornithological Institute in Sempach, Switzerland taught by Marc Kéry and myself on hierarchical spatial modeling of species distributions using spOccupancy and spAbundance. Details here: doserjef.github.io/Switzerland24-…
And the last talk I’ll tweet about is @n_a_gilbert : A multispecies hierarchical model to integrate count and distance sampling data. Amazing 🤩 but that’s expected from Neil. I like how he addressed the model with visual elements to represent both data sets and params 💯#TWS2023
We are representing at #tws2023 excuse pic. It was at the 7am biometrics working group meeting #tooearly #congratssamonyouraward
Huge congratulations to Sam Ayebare for his David Anderson outstanding student paper award at TWS #tws2023@eeb_msu
Olivier Gimenez 🖖�.. @oaggimenez
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andy royle @andyroyle_pwrc
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gavin jones @ecologyofgavin
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Roland Kays @RolandKays
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Neil Gilbert @n_a_gilbert
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Gabby 🐈⬛ Palo.. @gabbspalomo
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Ecography @EcographyJourna
16K Followers 1K Following An outlet for empirical/theoretical work in spatial and temporal #ecology, #macroecology and #biogeography. Owned by the @NordicOikos Society. #OpenAccess
Sarah Bassing, PhD @S_Bassing
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Ben Augustine @BenCAugustine
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Conor McGowan @cpmcbirds
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Ecology @ESAEcology
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Michelle Stantial | #.. @mlstantial
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Hebblewhite Lab @HebblewhiteLab
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Flo Grattarola | ecoe.. @flograttarola
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Esme Kovack @EsmeKovack30847
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Lydia Druin @lydia_wildlife
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Ian McFadden @ian_mcfadden_
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Essays due 11:59 p.m .. @MercyOnyan87445
107 Followers 673 Following We handle all kinds of assignments,exams ,project at affordable rates.For help dm me .
David Wolfson @dwwolfson
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SCB @Society4ConBio
20K Followers 4K Following The premier intl org of professionals who dedicate their work to advancing the science & practice of conservation. @ConBiology, @ConLetters & @ConservationSP
Sonia Illanas @SoniaIllanas
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Lou dHollande @DhollandeLouise
42 Followers 461 Following MSc in ecology - looking for a phD ! Currently: Implementation of European otter detection protocols and comparison of this methods (eDNA, spraints, camtrap)🦦
LilMissPlantSlut @LilMsPlantSlut
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6_Cataleya_6 @6Cataleya44076
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Olivia_Martine @olivia_mar86556
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Will Miller @WMillerWildlife
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Ryan Martin @RMartinEcology
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Fernando Miguelena @FernMiguelena
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Marie Auger-Méthé @AugerMethe
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Matthew J Butler @RioRaider1
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Deon Roos @DeonRoos88
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Charlotte Patterson @Charlotterubyp
283 Followers 383 Following PhD candidate @QUT | MSc @Otago | Modelling Antarctic biodiversity @SAEF_arc | Quantitative spatial ecology | Interested in all natural things 🦉🐸🌳 she/her
Rilquer Mascarenhas @Rilquer
476 Followers 1K Following Evolutionary biologist. PhD candidate in the #CarnavalLab, @CUNY, interested in connections between ecology and evolution 🐦🧬🏳️🌈(he/him)
李治霖 @Zhi_lin_Li
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The Mirror Masvingo @TheMirrorMsv
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Nooristic Mycologist @NooristicM30854
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Manuel Spínola @mspinola10
9 Followers 105 Following
Arbimon @ARBlMON
528 Followers 1K Following A free, no-code #ecoacoustics analysis platform enabling #biodiversity monitoring and #conservation insights at scale. #bioacoustics
Hanna Gawel 🇪🇺�.. @gawel_hanna
146 Followers 1K Following Social Comm & Media / OSINT ◡̈ - researching #informationecology and info regarding #airquality in 🏙️space, also Web3 @JagiellonskiUni.
Grover @Setheb146085
394 Followers 5K Following See the world on the road, and get to know yourself on the way!
Sam Barnett @SamBarnett15
251 Followers 426 Following Postdoc at Michigan State University studying microbial ecology in soil. Views expressed are my own. he/him
Paul Chambon @adudeandhislife
63 Followers 374 Following Masters Student at the Hoverman Lab studying #macrophytes #ecotoxicology, #biodiversity and #communityecology, passionate about #herpetology 🐢🐸🐍🌱🪷
Seatel @Seatel121959
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Mariela Fernandez �.. @Mariela24fdez
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Sarah Hasnain @sarah_hasnain
877 Followers 4K Following PhD. Ecologist. Freelance Data Consultant. Statistics Nerd. Plankton ecology & physiology. Linking traits to ecosystem function. Founding member @Merge_ECR
Evan Griffis @GriffisEvan
53 Followers 89 Following Project Assistant for eBird/Merlin at Cornell Lab | MSU Wildlife Biology '23 | Michigan State Bird Observatory @BULAbirds | @AmOrnith Member
María Victoria Jimé.. @mvjimenezf
32 Followers 103 Following
Bram Verheijen @Bram_Verheijen
123 Followers 160 Following Postdoc at the Missouri Cooperative Fish and Wildlife Research Unit, University of Missouri
Jess Dong @JessJessler
193 Followers 579 Following PhD student | biodiversity, climate and landscape change, modeling, and more@Peterman_Lab&Matthews Lab|🐶 trainer|opinions are mine only.
Ashish Nambiar @nambiar_ashish
627 Followers 933 Following Mostly plants and fungi out here. Currently PhDing with @RichPhillipsLab @IUBiology. Wildlife institute of India, Azim Premji University alum.
Taylor Renee Ganz @TRGanz
683 Followers 710 Following Scientist studying snow-wildlife dynamics ❄️ 🐾 at @UW. PhD in deer wrangling on the #WAPredatorPreyProject 🦌🐺. She/her
Olivier Gimenez 🖖�.. @oaggimenez
8K Followers 1K Following Scientist (he/him) @CNRS @cefemontpellier @twitthair1 • Grown statistician • Improvised ecologist • Sociologist apprentice (banner: Sally Lloyd-Jones) #rstats
andy royle @andyroyle_pwrc
2K Followers 2K Following Unemployed ninja. Mycologist, herpetologist, box turtle theorist, Misinformation expert. Views my own.
gavin jones @ecologyofgavin
14K Followers 1K Following scientist @forestservice | AE @ESAFrontiers + @fireecology | wildlife (🦉) fire (🔥) climate (📈) dad x4, @sfgiants freak, tweets/likes ≠ US gov, he/him
Roland Kays @RolandKays
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Neil Gilbert @n_a_gilbert
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Gabby 🐈⬛ Palo.. @gabbspalomo
3K Followers 1K Following Carnivore ecologist. Postdoc @ University of Maryland 🇬🇹 Made in GT
Robert Fletcher @FletcherEcology
5K Followers 2K Following Professor @UF 🔜 @Cambridge_U | Conservation Biology | Landscape & Spatial Ecology | Husband | Dad | he/him. @ blue sky: @fletcherecology.bsky.social
Chris Sutherland @chrissuthy
3K Followers 1K Following Population & Statistical Ecology • Reader: @StA_Maths_Stats & @CREEM_cake • AE: @MethodsEcolEvol & @JAppliedEcology • Deptuty Secretary: @BES_QE_SIG • he/his
Ecography @EcographyJourna
16K Followers 1K Following An outlet for empirical/theoretical work in spatial and temporal #ecology, #macroecology and #biogeography. Owned by the @NordicOikos Society. #OpenAccess
Ben Augustine @BenCAugustine
2K Followers 735 Following Ecological Statistics. I came for the charismatic megafauna and stayed for the problematic megamodels. Skeptic.
Taal Levi @taaltree
7K Followers 2K Following Wildlife ecology and conservation, metabarcoding, eDNA, disease ecology, mathematical modeling. Prof of Fisheries, Wildlife, and Conservation at Oregon State U
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5K Followers 862 Following Research ecologist with the federal government. Alaskan, #birds, #alligators, #DecisionScience, and dogs.
Conor McGowan @cpmcbirds
1K Followers 624 Following Dude; Father; bird doctor; life list approaching 1000; dog butler; rock and roll legend; he/him/dude; Tweets are my own, have nothing to do with my employer.
Ecology @ESAEcology
15K Followers 4K Following Ecology, founded in 1920 by @ESA_org, publishes research on all aspects of ecology. We are the most cited journal in the ecological sciences.
The Wildlife Society @wildlifesociety
51K Followers 5K Following Inspiring, empowering and enabling wildlife professionals to sustain wildlife populations and habitats.
Desiree L. Narango, P.. @DLNarango
5K Followers 4K Following Conservation scientist studying ecology & trophic interactions of plants/insects/birds with global change - @VTecostudies she/her Find me on Blue Sky: DLNarango
Emilio M. Bruna @BrunaLab
9K Followers 2K Following Professor of Tropical Ecology & Latin American Studies @UF. Past-Pres of @theATBC, @ESA_org Secretary. @[email protected] @brunalab.bsky.social
Angela Fuller @Fuller_Lab
4K Followers 2K Following Spatial Ecology, Decision Science, Mammals, Conservation, Populations. Mom. Cancer Survivor. Tweets my own, not endorsements.
Dr. Sarah Saunders @SarahPSaunders
2K Followers 3K Following Sr Manager, Quantitative Science @audubonsociety | Alum of @ZipkinLab (postdoc) | @UMNFWCB (PhD) | @WUSTLBio (BA) #ornithology #conservation #womeninSTEM
Mason Fidino, PhD @masonfidino
2K Followers 659 Following Senior quantitative ecologist @lpz_uwi | Camera traps | Hierarchical models | Urban ecology | 🐦 & 🦝 | Stats 4 @uwi_network | Views mine | He/him
Marie Auger-Méthé @AugerMethe
1K Followers 914 Following Statistical Ecologist with a passion for all Arctic and marine species. Associate Professor at UBC.
Alex McKay @AlexaMcKay_Eco
846 Followers 569 Following Chief Editor of Nature Reviews Biodiversity. Formerly Senior editor at @NatureEcoEvo, @NatRevEarthEnv, and @NatureComms. All views my own.
Andrew Stillman @ANStillman
638 Followers 281 Following Postdoc @CornellBirds: Avian Ecology, Conservation using @Team_eBird, Ecosystem Disturbance | he/his
Doug Buhler @dougbuhler
464 Followers 218 Following Associate VP for Research and Innovation at Michigan State University
Len Thomas @len_thom
2K Followers 424 Following Ecological statistician at CREEM (Centre for Research into Ecological and Environmental Modelling), University of St. Andrews. He/him.
Benjamin Padilla Ph.D @Bpdilla
634 Followers 495 Following Follower of Christ || Wildlife Research Supervisor at Oregon Dept. Fish & Wildlife
Rey Miyajima (みや�.. @ReyMiyajima
45 Followers 376 Following No longer slapping paint on houses or washing dishes| Ohio State MS student | 🇯🇵
Jean Tsao @JTsao1
411 Followers 220 Following
Kelly Zamudio @KZ_UTAustin
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432 Followers 587 Following
Audubon Great Lakes @Audubon_GL
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Oklahoma Department o.. @OKWildlifeDept
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Ashish Nerlekar @ashish_nerlekar
1K Followers 2K Following Presidential Postdoc fellow @EEB_MSU @michiganstateu | PhD @tamu | Naturalist | Ecology & conservation of tropical grassy biomes | he/him |
MSU Police and Public.. @msupolice
47K Followers 204 Following A safer campus and a stronger community, together. Proudly serving the @michiganstateu community. Not monitored 24/7. Call 517-355-2221 or 911 for emergencies.
e-Butterfly @eButterfly_org
967 Followers 679 Following Help us monitor butterfly biodiversity around the world by sharing your sightings.
Guillaume SOUCHAY @GSouchay
1K Followers 1K Following Wildlife researcher (PhD) at @OFBiodiversite #hare #fox #teamBoulet #rstat #popdyn #biodiv #science #modelling 🇨🇵 @gsouchay.bsky.social
Battery Commodity @ArneLutsch
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npj Biodiversity @npjbiodiversity
1K Followers 3K Following An online & open access journal by @NaturePortfolio 🌎 High-quality research, reviews & comments for the biodiversity community 🦋
Prof. Anne Bronikowsk.. @abronikolab
65 Followers 86 Following Professor at Kellogg Biological Station (@kelloggbiostn) MSU. Reptile Aging.
stats-at-StAndrews @statsStAndrews
686 Followers 311 Following Stats division at University of St Andrews
Zack Steel 🪶🦇�.. @zlsteel
806 Followers 397 Following Research Ecologist with @usfs_rmrs | wildlife & forest conservation, disturbance, landscape ecology | my views | he/him |
Benedikt Schmidt @Schmidt_Beni
270 Followers 280 Following Conservation science and practice. Amphibians. And more.
Gregg Howe @gregg_howe
157 Followers 73 Following
Dr Brooke L Bateman @BrookeLBateman
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Peter Williams @peterw_ecol
113 Followers 210 Following Community ecologist interested in macroecology, plant-animal interactions, tropical forests, Southeast Asia. Postdoc in @Zipkinlab at Michigan State
Mansi Mungee @MansiMungee
680 Followers 850 Following Postdoc, University of Leeds. Community ecology. Radar entomology. Insects, mostly moths.
Larkin Powell @LarkinPowell
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Chloé Nater @chloe_nater
766 Followers 430 Following PhD | Researcher at @NINAforskning | Quantitative population ecology, Biodiversity assessments & Bayesian statistics
Caroline Blommel @carol_blmml
412 Followers 494 Following MSc student at @CSU_FWCB • bird girl • she/her
Adam Green @BackyardBirdDad
110 Followers 130 Following Dad, husband, birder, biostatistician for the BLM (all tweets are mine) | Birdtinerary https://t.co/U6fgrDTKva
The Fulbright Program @FulbrightPrgrm
101K Followers 1K Following The U.S. government’s flagship international exchange program. Building mutual understanding in a complex & changing world for 75 years.
Jessica Miesel @JessicaRMiesel
466 Followers 133 Following Associate Professor of Fire & Ecosystem Ecology. I study forest soils, pyrogenic carbon, burn severity, and ecosystem recovery after fire.
Kenn Kaufman @KennKaufman
18K Followers 5K Following Birder, naturalist, author, artist, photographer, lecturer, committed to wildlife conservation.
Kadeem Gilbert @GilbertKadeem
1K Followers 1K Following Assistant Professor @KelloggBioStn and @MSUNatSci Dept. of Plant Biology | Ecology | Evolution | Carnivorous Plants | Plant Symbioses
State Senator Erika G.. @SenErikaGeiss
38K Followers 21K Following State Sen. Erika Geiss (Michigan’s SD01) | Asst. Pres. Pro Tempore | Former State Rep. | Mom of 2 | Wife | Economic justice warrior | she/her/hers
Hannah Burrack 🪰 @BurrackBugs
2K Followers 1K Following Applied ecologist, entomologist, invasive species tracker, and chair of @MSUEntomology. Find me at https://t.co/3IR5AemL7m
Fulbright Israel @FulbrightIL
364 Followers 253 Following תוכנית הדגל של ממשלת ארה"ב לחילופי מרצים וסטודנטים שמשנים את העולם | Connecting Israeli and American scholars who help shape the world
@[email protected] @_bobweek_
365 Followers 813 Following math nerd turned evolutionary ecologist they/them
Jim Ananich @jimananich
26K Followers 20K Following President/CEO of the Greater Flint Health Coalition. Politician put out to pasture.
Daijiang Li @_djli
2K Followers 1K Following Assistant Professor at LSU. Global change ecologist; Statistician; Community ecology; Bioinformatic; R enthusiasm, #WisAlumni.
GBIF @ecoevo.social/@.. @GBIF
15K Followers 6K Following News from the GBIF Secretariat. Tweets mainly by @kylecopas.
Michael Belitz @MikesMothModels
342 Followers 553 Following Postdoctoral research associate researching impacts of global change on Lepidoptera | he/him
Erica Fleishman @efleishman
872 Followers 205 Following Professor, Oregon State University; graduate faculty, University of California, Davis; greatest fan of the Great Basin. My tweets are my responsibility.
🌿Alan Prather (he/.. @prather_alan
765 Followers 1K Following Interim Director of WJ Beal Botanical Garden, Director of @MSU_Herbarium, husband, wannabe classical guitarist, naturalist, observer.
David Skelly @DKiernanSkelly
1K Followers 860 Following Professor of Ecology, Director of Peabody Museum, Yale University
Emily Bernhardt @DrBioGC
6K Followers 1K Following Prof & Chair @DukeBiology | ❤️streams, wetlands and watersheds |#Biogeofeminist | Views my own | she/her | 🐘@DrBioGC🐘
Katrina Culbertson @KatrinaCulbert2
62 Followers 95 Following PhD Student at Michigan State University studying plant viruses and their associated vectors in the Malmstrom Lab.
Congrats to all of the graduating students and award recipients honored at today's Dept of Plant Biology Awards Symposium! Special congrats to @BrudvigLab grad award winners @RileyPizza (Fields Outstanding Teaching, Triemer Award) and Emily Conway (Bessey Outstanding Research)!
Congratulations! 👏👏👏 Two of our scientists, David Blackburn and Robert Guralnick, have been elected as 2023 fellows of the American Association for the Advancement of Science! Announcement: floridamuseum.ufl.edu/science/florid…
@chrissuthy I don’t want an abstract decision, I want a concrete one!
While environmental factors like #climate and #vegetation are well-known drivers of #biodiversity, a new study from @michiganstateu highlights the crucial role that isolation has played for mammals. Learn more: bit.ly/3xnR4xD @msuresearch @MSUnews @ZipkinLab @EEB_MSU
Although environment predicts diversity in general, this is likely due to the mixing of species and clades among regions. Communities that have been isolated for tens of millions of years do diverge from expectations, showing that community convergence is not inevitable.
For mammals, isolated regions like Australia had lower diversity and unique combinations of #functionaltraits. For bats, the Neotropics are much more functionally diverse than the Paleotropics due to past isolation. For birds, though, isolation didn’t matter.
It’s finally published! “Deep biogeographic barriers explain divergent global vertebrate communities”, published in @NatureComms with @BrodieEcology & @ZipkinLab #biogeography #macroecology doi.org/10.1038/s41467…
@roszenil @jrossibarra @Momademia Yep!! My daycare is closed this Friday and Monday and you'll be shocked to know that MSU is business as usual.
@roszenil @jrossibarra @Momademia And I wish I could go into this like "sweet, a fun 4 day weekend with my family" instead of just feeling to stress, especially because I'm home today with a cold (that I got from my toddler)
Awesome new book about adventures in the field by herpetologists all over the world! 🌎🌍🌏 🐸🐍🐢🦎🐊
Are you interested in the drivers of carnivore occupancy and interactions between species and their environments? Then this thread is for you! Our new research published in @Oikos examined the co-occurrence of coyotes-martens-fisher (1/13). shorturl.at/ruIJ3
📢📸 Awesome new paper by Léa Pautrel in @MethodsEcolEvol in which we ask whether we should use discrete- or continuous-time occupancy models for data collected in continuous time. Check it out at besjournals.onlinelibrary.wiley.com/doi/10.1111/20… #OpenAccess 😉 #Terroiko @Marie_Etienne @CNRSecologie
So proud of @CinnamonMittan and VERY excited to continue working with her and our collaborators on Mitchell's satyr butterfly conservation genomics! @nickmhaddad @mw_casc @KelloggBioStn @EEB_MSU
We are thrilled to announce the 2024 Class of @SmithFellows ! Congratulations to Reza Goljani Amirkhiz, Leo Gaskins, Gisselle Mejía, Cinnamon Mittan-Moreau, and Diego Ellis Soto! conbio.org/publications/s…
ISEC 2024 will feature also great roundtable discussions, such as: "Developing pipelines for integrated distribution models" "What are the key statistical methods and concepts all [undergraduate] ecologists should learn?" Join us! #ISEC_2024_Swansea statisticalecology.org
A side project from my PhD is a #topdownloadedarticle from journal of animal ecology this year! We combined historical nesting records housed at the @FieldMuseum with decades of field data to explore 143 years of phenological change in Illinois birds. besjournals.onlinelibrary.wiley.com/doi/abs/10.111…
Here are the titles of the ISEC 2024 Plenary Talks - super exciting! #ISEC_2024_Swansea
We are excited to share our new @Trends_Ecol_Evo article, where we identify demographic gaps in the authorship of peer review bias research, and touch on some potential solutions to this problem authors.elsevier.com/a/1ikvecZ3X04gL (a🧵)
Recruiting postdoc(s) for my lab at Michigan State next year! Come join us careers.msu.edu/en-us/job/5178…
Lab alumn @cameronbennette takes on the most difficult and significant job of all - informing the decision makers on the importance of research funding! Thanks for your service, Cameron!
Honored to have the opportunity to educate congress members on the importance of robust biomedical research funding. Thank you to @GeneticsGSA and the Coalition for Life Sciences for a great day on the hill! #geneticsonthehill #tagc2024 #fundnih #fundnsf
Although far less species-rich than the tropics, our butterfly neighbors to the North deserve more attention as they face dramatic climatic changes. Also, what's not to love about all the punk species up there? Very fortunate to have spent time in YT doing fieldwork before CV19
I''m very proud of this work that is out now in @GlobalChangeBio - rising minimum temperatures due to #ClimateChange are negatively impacting cold-adapted North American #butterflies. 🦋🧊🌲 doi.org/10.1111/gcb.17… (Pictured: Oeneis polixenes - Yukon 2019)
Trends for United States
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