#identification apps
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So. ID apps. Do I use them in my classes? Yes, but only iNaturalist, because you get an additional layer of verification by actual human beings rather than just the initial algorithmic suggestions. And, more importantly, I stress again and again and again that apps are NOT to be the only tool you use, but need to be used in conjunction with field guides, online groups, and other tools, which we also discuss in class. This is especially true if you're planning to eat anything you pick.
I get incredibly frustrated by how ID apps are often touted as all you need to identify animals, plants, and fungi. (I've even seen them described as "a Master Naturalist in your pocket".) Yes, it's nice to have a convenient tool on your phone that allows you to take a picture of something and get a suggestion of what it is. But that's all it is--a suggestion. iNaturalist, Google Lens, PlantSnap, and other apps are incapable of critical thinking and observation skills. All they can do is take the visual, temporal, and location data that you give them and churn up suggestions based on whatever they already have in their databases.
Nature identification is a detail-oriented skill that takes time and practice to learn, and if you want to do it right there aren't any one-step shortcuts. Can an app potentially narrow down the possible species you're observing? Sure. But YOU still have to be the one to do the actual work in determining whether the species the app has suggested is the one you're looking at in person or not; you CANNOT just take the app at its word, because apps can often be wrong.
And this is even more the case when we're talking about edible mushrooms, many of which have lookalikes. (Trying to figure out which Little Brown Mushroom you have can be an exercise in frustration, to say the least.) While there are a lot of people getting into foraging who are willing to do the actual work needed to determine a given mushroom's species, there are unfortunately also those who just want quick and easy answers without a lot of effort, and those are the people who are going to go no further than the app's results. The articles that promote apps as the quick and easy answers these people want aren't helping, either.
By the way, I am ALWAYS happy to help people find resources to help them with identifying various beings in nature. I'm also fine with taking a look at photos and giving my perspective on what something may be (though, again, don't use me as your only source.) While I do teach foraging, I am first and foremost a nature identification instructor, and I want to help people go about learning the life forms around them correctly (and in the case of edible species, safely.)
#nature identification#identification apps#plant apps#mushroom apps#foraging#mushroom foraging#mushroom hunting#mushrooms#fungi#plants#wild foods#nature#ecology#science#educational#mushroom poisoning#poisonous plants#mycology#botany
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purple flowers featuring moosie’s fluffy tail
#I actually only took this one for my flower identification app purposes hahaha but they were really pretty!#most neon vibrant blue purple flowers I’ve seen in awhile#mine#text
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Hey uhh is anyone else haring their Timulla vagans crying like a human baby. Or is it just me.
#brought to you courtesy of ai powered identification apps that truly don't know what the fuck they're doing#in case it isn't clear this is not a true nature fact#mutillids cannot produce sounds that mimic humans#how fucked up would that be though lmao#nature#insects#bugs#wasps#velvet ants#creepy#weird
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For my upcoming Animal Crossing Themed Tea Party, I'm going to take a walk around my apartment complex and use my big identifier app to see what kind of insects are roaming around.
It feels like a good substitute for going out and catching bugs. It's also good to learn about bugs around your home to learn if they're safe or dangerous and what they like/dislike.
There are other versions that let you identify plants & fish too (but I don't live near any bodies of water 😅)
#sfw#agere#petre#acnh#monthly themed tea party#bug identification#free app#just look for the hidden “X” til you can use the camera
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Does DFY Cad use a smartphone or a phone with a keyboard? I've been thinking about how there's now feature phones with messaging apps and all, i can't remember if he recived texts from Calliope in an app or if you didn't mention that but anyway I've been wondering. I think old phones are good in terms of tactile feelings bc of the buttons, i wonder if he'd like that?
i cant rly imagine him using a smartphone but for purposes/convenience of the fic its sort of inbetween i guess. probably pretty old and second-hand but it works enough to be added to tmn's groupchat lol . also yea calliope and belle text him. i wrote it as if its from belle directly but she's probably texting via a family tablet or her mums phone or something . calliope has a phone which is also super basic . they dont have a lot of money (cads doing college via grants and funding and things) and none of them are used to much tech at home (also dont want it to be super modern with iphones n stuff, just some nebulous modern time setting) so theyre simplest phones possible with what they do
extra thought: tmn use their phones much more so would be featured more from their povs but cad honestly finds them hard to use (keeps "losing" things on them bc he cant keep track of like where emails go) and his hands wont cooperate with the little keyboards)
#asks#caduceus doesnt know what an app is#jester can show him a plant identification app and hes like i dont need this i already know you cant eat that one#dragonfly year
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little cutie :)




[ID: Four pictures of a small brown bug. It looks like some kind of cockroach. End ID]
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Don’t Let the City Nature Challenge End Without You: Get Out, Observe, and Have Fun!

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#AI identification#animal tracking#animals#April 2025#backyard wildlife#biodiversity#Biodiversity Conservation#biodiversity data#biological conservation#biological diversity#birds#Canada#Citizen Science#citizen science tools#City Nature Challenge#Climate Change Awareness#Community Engagement#Community Science#conservation#Earth day#Earth Month#Easter Break#eco-friendly#eco-friendly apps#eco-tourism#ecological education#ecological observations#Ecosystem#educational activity#educational events
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btw I did see the comet last week, first time it's ever been not cloudy in Ohio while an astronomical event was occurring (that I was awake for), and this is what it looked like

#i couldnt even see the tail it just looked like an extremely tiny shuttlecock. and only in photos lol#but its ok im still happy i at least got to see it!!!! ❤️#i also got to see some beavers in the marsh where we were watching. appropriately named Beaver Marsh. which was neat#anyway it was so beautiful even though to the naked eye it just kinda looked like a bright star lol. but i Knew#best i can do btw i have a shitty old phone that cant take pictures in the dark sorryyyy#but i used 2 different star identification apps and they said that was it so im trusting them
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Those fungi identification apps stress me out no end they ARE going to get people killed
#dont eat wild mushrooms unless you are sure beyond any shadow of a doubt what you are eating#dont rely on identification apps for any wild plants you might want to eat#op
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An App Does Not a Master Naturalist Make
Originally posted on my website at https://rebeccalexa.com/app-not-master-naturalist/ - I had written this as an op-ed and sent it to WaPo, but they had no interest, so you get to read it here instead!
I have mixed feelings about Michael Coren’s April 25 Washington Post article, “These 4 free apps can help you identify every flower, plant and tree around you.” His ebullience at exploring some of the diverse ecological community around him made me grin, because I know exactly what it feels like. There’s nothing like that sense of wonder and belonging when you go outside and are surrounded by neighbors of many species, instead of a monotonous wall of green, and that is a big part of what led me to become a Master Naturalist.
When I moved from the Midwest to the Pacific Northwest in 2006, I felt lost because I didn’t recognize many of the animals or plants in my new home. So I set about systematically learning every species that crossed my path. Later, I began teaching community-level classes on nature identification to help other people learn skills and tools for exploring their local flora, fauna, and fungi.

Threeleaf foamflower (Tiarella trifoliata)
Let me be clear: I love apps. I use Merlin routinely to identify unknown bird songs, and iNaturalist is my absolute favorite ID app, period. But these tools are not 100% flawless.
For one thing, they’re only as good as the data you provide them. iNaturalist’s algorithms, for example, rely on a combination of photos (visual data), date and time (seasonal data), and GPS coordinates (location data) to make initial identification suggestions. These algorithms sift through the 135-million-plus observations uploaded to date, finding observations that have similar visual, seasonal, and location data to yours.
There have been many times over the years where iNaturalist isn’t so sure. Take this photo of a rather nondescript clump of grass. Without seed heads to provide extra clues, the algorithms offer an unrelated assortment of species, with only one grass. I’ve gotten that “We’re not confident enough to make a recommendation” message countless times over my years of using the app, often suggesting species that are clearly not what I’m looking at in real life.

Because iNaturalist usually offers up multiple options, you have to decide which one is the best fit. Sometimes it’s the first species listed, but sometimes it’s not. This becomes trickier if all the species that are suggested look alike. Tree-of-Heaven (Ailanthus altissima), smooth sumac (Rhus glabra) and eastern black walnut (Juglans nigra) all have pinnately compound, lanceolate leaves, and young plants of these three species can appear quite similar. If all you know how to do is point and click your phone’s camera, you aren’t going to be able to confidently choose which of the three plants is the right one.

Coren correctly points out that both iNaturalist and Pl@ntNet do offer more information on suggested species—if people are willing to take the time to look. Too many assume ID apps will give an easy, instant answer. In watching my students use the app in person almost everyone just picks the first species in the list. It’s not until I demonstrate how to access the additional content for each species offered that anyone thinks to question the algorithms’ suggestions.
While iNaturalist is one of the tools I incorporate into my classes, I emphasize that apps in general are not to be used alone, but in conjunction with field guides, websites, and other resources. Nature identification, even on a casual level, requires critical thinking and observation skills if you want to make sure you’re correct. Coren’s assertion that you only need a few apps demonstrates a misunderstanding of a skill that takes time and practice to develop properly—and accurately.
Speaking of oversimplification, apps are not a Master Naturalist in your pocket, and that statement —while meant as a compliment–does a disservice to the thousands of Master Naturalists across the country. While the training curricula vary from state to state, they are generally based in learning how organisms interact within habitats and ecosystems, often drawing on a synthesis of biology, geology, hydrology, climatology, and other natural sciences. A Master Naturalist could tell you not only what species you’re looking at, but how it fits into this ecosystem, how its adaptations are different from a related species in another ecoregion, and so forth.

Map showing Level III and IV ecoregions of Oregon, the basis of my training as an Oregon Master Naturalist.
In spite of my criticisms, I do think that Coren was absolutely onto something when he described the effects of using the apps. Seeing the landscape around you turn from a green background to a vibrant community of living beings makes going outside a more exciting, personal experience. I and my fellow nature nerds share an intense curiosity about the world around us. And that passion, more than any app or other tool, is fundamental to becoming a citizen naturalist, Master or otherwise.
Did you enjoy this post? Consider taking one of my online foraging and natural history classes or hiring me for a guided nature tour, checking out my other articles, or picking up a paperback or ebook I’ve written! You can even buy me a coffee here!
#iNaturalist#plant apps#Seek#Merlin#nature#wildlife#plant identification#apps#botany#biology#science#scicomm#science communication#Google Lens#naturalist#Master Naturalist#conservation#environment
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#transportation security administration#tsa#immigrants#illegal immigrants#migrants#CBP One app as a means of identification for migrants#united states#domestic us flights#undocumented immigrants
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The 10 Best Hiking Apps to Enhance Your Outdoor Experience
Discover the 10 best hiking apps to elevate your outdoor adventures. We've tested and reviewed top-rated apps for trail maps, GPS navigation, and hiking guides.
As outdoor lovers, we know the right tools are key for great hiking and trekking. Whether you’re on local trails or in the backcountry, the right hiking apps can make a big difference. We’ll show you the top 10 hiking apps that will change how you see the outdoors. Key Takeaways Discover the top-rated hiking apps for digital mapping, GPS navigation, and trail identification Learn about the key…
#augmented reality#digital mapping#gps navigation#gps tracking#hiking apps#hiking photography#national park trails#nature identification#outdoor adventure#trail information
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First off: the sound. Amazing.
Secondly: the birds completely unconcerned
“Fred just got eaten by the Mozart box, but there’s still good grain around here we already forgot Fred. Oh there goes Phillip whatever this seed is amazing.”
#don’t at me if this isn’t Mozart#I’m mortified that I can’t remember who wrote this#I can PLAY THIS song on two different instruments and I can’t remember what song it is#Shazam and two other apps were useless in tracking it down.#dishonor on me and my cow and both my piano and violin instructors#no leave them out of this it’s very much my fault I can’t find this song title#it gives Mozart vibes man or maybe Vivaldi#the one app that came up with any identification said Beethoven and I was like I don’t think so mate but I could be wrong#looked up the song it said and 100% not this one
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The City Nature Challenge: Embracing Earth’s Wonders, One Observation at a Time

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#AI identification#animal observation#app-based science#backyard nature#biodiversity#biodiversity data#biodiversity records#Citizen Science#citizen scientists#City Nature Challenge#color in nature#Community Engagement#community projects#Community Science#conservation awareness#Conservation Efforts#digital nature identification#Earth Celebration#Earth Month#Earth-friendly activities#Easter Break#eco-awareness#eco-friendly activities#Ecological Awareness#ecological discovery#ecosystem understanding#educational fun#educational outreach#environmental awareness#environmental challenges
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I got to test a new camera bird feeder.
So, the Birdfy 2 Pro Duo feeder is really fun.

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#CaughtOnBirdfy#2#@AiXeLsyD13#A.I.#Affiliate#Affiliate Link#AI#AI identification#AI recognition#AiXeLsyD13#American Goldfinch#android#App#back yard#backyard#bamboo#Bird Feed#bird feeder#bird food#Bird ID#Bird Seed#birdfeeder#Birdfeeder Camera#Birdfy#Birdfy 2#Birdfy 2 Pro#Birdfy Birdfeeder#Birdfy by Netvue#Birdfy Camera#Birdfy Duo
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