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Dr Samuel Animates

@samuelanimates

Research: health literacy, media, and tech πŸ’›πŸ€πŸ’œπŸ–€ Portfolio: https://samuelanimates.com/ Public Health πŸ›Ÿ feed: https://bsky.app/profile/samuelanimates.bsky.social/feed/aaaarylo7rb2e Public Health starter pack: https://go.bsky.app/EgMQxe9

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Latest posts by Dr Samuel Animates @samuelanimates

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What Research Really Says About AI Chatbots Answering Health Questions ChatGPT Health and Claude for Healthcare launched in 2026. Here's what studies say about their "empathy", accuracy, and clarity.

AI chatbots promise clearer health info. While they can sound caring, they can't improve your care. They can be accurate in general terms but fail in complex cases. They can be more complex than existing communications. More details in my latest newsletter below

Feeds: πŸ›Ÿ 😷 πŸ§ͺ #academicsky

03.03.2026 18:16 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Big fan of @skypeascientist.bsky.social
I always recommend them as a good place to start if you want to get more public engagement experience as a scientist.

And right now they're funding in-person science communication projects.

For Feeds: πŸ›Ÿ 😷 πŸ§ͺ #academicsky #phdsky

18.02.2026 21:47 πŸ‘ 7 πŸ” 6 πŸ’¬ 0 πŸ“Œ 0

Sharing for relevant Feeds:

#publichealth #episky #academicsky #phdsky

17.02.2026 20:05 πŸ‘ 5 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

And lastly, the Public Health Connections Lounge group on LinkedIn can also be a good resource. People ask for feedback on resumes and projects, and share job postings on Wednesdays. (Even just searching the #WorkItWednesday hashtag on LinkedIn can be helpful)

17.02.2026 20:04 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Mission Critical by Noorain Khan | Substack Mission Critical by Noorain Khan is the monthly(ish) curated Substack for people interested in social impact jobs in nonprofits + philanthropy + everything else! Click to read Mission Critical by Noor...

Noorain Khan runs a monthly newsletter focused mostly on higher-up roles in the nonprofit sector: noorainkhan.substack.com

17.02.2026 20:02 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
American Public Health Association (APHA), Public Health CareerMart|Find Your Career Here American Public Health Association (APHA) - Find your next career at Public Health CareerMart. Check back frequently as new jobs are posted every day.

The APHA job board doesn't require you to be a member to see the postings: careers.apha.org

17.02.2026 20:01 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Jobs | Public Health Careers Jobs at Public Health

Public Health Careers shares postings mostly from state and local health departments in the US:
www.publichealthcareers.org/jobs/

17.02.2026 19:59 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Public Health Jobs in America, Canada and International | PH SPOT Public health job opportunities across USA, CANADA and International that are hand picked by editors on a weekly basis by PH SPOT team.

Public Health Spot posts a more curated short list each week: phspot.org/publichealth...

17.02.2026 19:58 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
LinkedIn Login, Sign in | LinkedIn Login to LinkedIn to keep in touch with people you know, share ideas, and build your career.

Public Health in Tech regularly reposts jobs openings: www.linkedin.com/company/publ...

17.02.2026 19:57 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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2025-2026 PH Postings

Refreshing my thread of public health (and adjacent) job postings:

First, a spreadsheet by Public Health Hiring Help that is still very much actively updated: docs.google.com/spreadsheets...

17.02.2026 19:56 πŸ‘ 2 πŸ” 3 πŸ’¬ 1 πŸ“Œ 1

oo interesting

23.01.2026 17:02 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 1
Taylor percussion hammer, with a triangular rubber head on a metal handle

Taylor percussion hammer, with a triangular rubber head on a metal handle

Are there any medical professionals out there with any strong opinions on the Taylor reflex hammer? Or is it a totally mundane object in the profession?

Working on a research project and casting a wide net to catch some details I might otherwise miss

#medsky #nursesky #pediatrics #publichealth

22.01.2026 20:27 πŸ‘ 1 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0
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How to Test Generative AI Tools for Health Communication: Step-by-Step Evaluation Guide Test generative AI tools for health communication with a simple systematic approach. Measure performance, track failures, and build evidence for your decisions.

Folks in health communication are getting pressure to use AI tools. But how do you know if they work?

I made a practical testing guide: run 25 tests, track failures, calculate error rates, document everything.

No data science background needed.

Feeds: #commsky πŸ›Ÿ πŸ§ͺ #PhDsky

14.01.2026 18:31 πŸ‘ 11 πŸ” 6 πŸ’¬ 0 πŸ“Œ 2

P.S. You should still tailor these messages to your audience and context. (i.e. I do not recommend just sending people to the PHCC website to answer their questions).

07.01.2026 20:28 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Trending - Public Health Communications Collaborative Knowing what health information is trending can help you generate and deliver fact-based, effective, and timely public health communications in your

I've enjoyed learning about the Public Health Communication Collaborative through their ambassador program. They're committed to science-backed resources about vaccines, infectious disease, etc. Their materials are a great professional resource: publichealthcollaborative.org/trending/
πŸ›ŸπŸ©ΊπŸ’‰πŸ˜·

07.01.2026 20:27 πŸ‘ 6 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

reposting for feeds: tenure-track assistant professor position in epidemiology at U Minnesota.

#academicsky #phdsky #episky #publichealth

05.01.2026 20:57 πŸ‘ 5 πŸ” 5 πŸ’¬ 0 πŸ“Œ 0
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MPH Recruiting

via LinkedIn, job posting list targeting recent MPH grads: docs.google.com/spreadsheets...

Mix of biotech, research, state public health

23.12.2025 16:42 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
koi loop #animation #art #relax #blue #handmade
koi loop #animation #art #relax #blue #handmade YouTube video by Dr Samuel Animates

this short hand-drawn koi loop has been sitting in my youtube drafts so long i can't remember why

so I figured I'd finally share it www.youtube.com/shorts/dtpeZ...

#animation #art

20.12.2025 19:39 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Spritesheet of 8 frames of a black and white pixel art mascara wand entering the tube.

Spritesheet of 8 frames of a black and white pixel art mascara wand entering the tube.

Trying my hand at monochrome pixel art for a new hobby project and it's an interesting mix of tedious, meditative, and fun

08.12.2025 16:48 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Beach sounds & Lofi Beats to Work and Contemplate Quitting for 90 Minutes
Beach sounds & Lofi Beats to Work and Contemplate Quitting for 90 Minutes YouTube video by samuelAnimates

youtu.be/gBDPk5euxwI?...

24.11.2025 18:18 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
90 Minutes of Lo-Fi Beats to Clean to as a Way to Procrastinate
90 Minutes of Lo-Fi Beats to Clean to as a Way to Procrastinate YouTube video by samuelAnimates

www.youtube.com/watch?v=QEok...

24.11.2025 18:18 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I tend to to just post things related to my health research and health communication work. but I have wanted a change of pace lately so here's a thread of my lo-fi background videos I use as an outlet for the psychedelic animation loops I like to make

#art #animation

24.11.2025 18:18 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
1 hour of corporate bg music and dumpster fire to cozy up to while working cuz everythings beautiful
1 hour of corporate bg music and dumpster fire to cozy up to while working cuz everythings beautiful YouTube video by samuelAnimates

I still like to find time to play around with visual art and animation loops... just very very slowly and spradically. Sometimes it takes a year to get around to finishing one. This has aligned well with having fun with lo-fi/bg study music videos, so here's a dumpster fire

youtu.be/2WxXAyb61O4

24.11.2025 18:08 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 1

Our recommendation: Use word length, syllable counts, etc. instead of readability formulas. They still work as goalposts for streamlined writing.

Redo your analysis with different preprocessing decisions.

Test your content with your actual audience. Numbers alone won't tell you if it works.

13.11.2025 19:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Results: every preprocessing choice gave significantly different median estimates. Linear regression showed baseline estimates weren’t able to predict this variation.

13.11.2025 19:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Methods: We manually counted words, sentences, and syllables in 100 tweets from state health agencies (2012-2022). Then we calculated SMOG and Flesch-Kincaid reading grade levels 8 different ways - sometimes counting URLs, hashtags, and numbers, sometimes not. Then we compared the results.

13.11.2025 19:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Goal: to show people in public health how much text preprocessing matters, even if you are using readability formulas by hand. Do you count hashtags as words? URLs? If so, how? These are text preprocessing decisions that change word counts and syllable counts that readability formulas rely on.

13.11.2025 19:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Problem: Readability formulas promise simple scores to tell us if our writing is clear enough. But using them requires lots of choices that cause results to vary. In NLP, this is called text "preprocessing". In public health, this is ignored in favor of a focus on "errors" in computer calculations.

13.11.2025 19:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Readability scores don't just vary due to "error", they vary due to context-specific decisions. The example text reads: "The deluge in new cases is fueling a sharp rise in #COVID19 hospitalizations. as of this morning, there were 276 virus-stricken patients in our state's hospitals. Thats a 39% increase over the past week and a 109% increase since 3/17" The hashtag is highlighted an annotated with the question, "Count as a 4-syllable word? Count at all?" The date is highlighted and annotated with the question, "Count as a 1-syllable word and 3-syllable word? Count as "March 17"? Count at all?"

Readability scores don't just vary due to "error", they vary due to context-specific decisions. The example text reads: "The deluge in new cases is fueling a sharp rise in #COVID19 hospitalizations. as of this morning, there were 276 virus-stricken patients in our state's hospitals. Thats a 39% increase over the past week and a 109% increase since 3/17" The hashtag is highlighted an annotated with the question, "Count as a 4-syllable word? Count at all?" The date is highlighted and annotated with the question, "Count as a 1-syllable word and 3-syllable word? Count as "March 17"? Count at all?"

New paper out! We studied how different ways to count words can changes reading grade level estimates. Bottom line: Don't take reading grade estimates at face value. AND show your work when you do them! More info in thread below.

Feeds: #commsky πŸ›Ÿ πŸ§ͺ #PhDsky
Link: www.tandfonline.com/eprint/MGCTE...

13.11.2025 19:28 πŸ‘ 5 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

This aligns with my usual refrain: generative AI tools might address 1 problem while causing others. This ripple effect is not part of the conversation with these tools already incorporated into electronic health records, emerging tech tools for sci comm, and in smaller public health departments

07.11.2025 17:55 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0