Brian Roemmele Profile picture
Jan 19 • 11 tweets • 4 min read • Read on X
Does TikTok Cause Cognitive Decline? A Critical Examination of Research.

A THREAD 🧵🪡

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In recent years, the rise of short-form content platforms like TikTok has prompted discussions about their potential impact on cognitive health.

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A widely debated topic is whether the platform’s fast-paced, hyper personalized AI algorithm-driven content consumption contributes to what some users term “brain rot”—a colloquial term for reduced attention span, memory retention, or critical thinking skills.

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A University of Michigan study published in Science Advances examined the effects of “content switching” on brain function, finding that frequent transitions between short, unrelated content streams can disrupt sustained attention and impair memory consolidation (Mark et al., 2021).

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This aligns with the way TikTok operates, as its algorithm promotes constant scrolling through highly stimulating, brief videos designed to capture attention in seconds. This “dopamine-driven loop” conditions the brain to crave instant gratification, which can, over time, diminish the ability to focus on more complex or slower-paced tasks.

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Tesearch from the University of Copenhagen highlights the relationship between screen time and cognitive control. The study found that excessive exposure to algorithmically curated content reduces the brain’s ability to self-regulate engagement and prioritize tasks (Larsen et al., 2020). Platforms like TikTok amplify this effect, as their “For You” feed continuously feeds tailored content, making it difficult for users to disengage voluntarily.

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This phenomenon, known as “algorithmic compulsion,” mirrors findings in behavioral addiction studies and raises concerns about long-term cognitive consequences.

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A 2020 study from Stanford University explored the impact of fragmented information consumption on neuroplasticity. It revealed that exposure to fast-paced, disjointed content inhibits the brain’s ability to form long-term neural connections (Chen et al., 2020). This has significant implications for young users of platforms like TikTok, whose brains are still developing and are more susceptible to environmental influences.

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The psychological effects of TikTok usage warrant scrutiny. A meta-analysis published in Psychological Science found that social media platforms leveraging highly visual and rapid content can increase symptoms of anxiety and depression, particularly among adolescents (Huang, 2021). This is partly due to the “comparison culture” perpetuated by such platforms, as well as the overstimulation associated with constant digital engagement.

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TikTok and similar platforms provide entertainment and creative outlets, the growing body of research suggests they may pose significant risks to cognitive health.

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The addictive design, rapid content delivery, and dopamine-driven feedback loops characteristic of these platforms align with patterns observed in studies of cognitive decline and behavioral addiction.

Given the potential long-term impacts, especially on younger audiences, it is critical to approach these platforms with caution.

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At some point it will be clear the hyper-tuned AI driven content delivery systems like TikTok may cause permanent damage to the attention span of young developing brains as well as the brains of older folks.

References
•Mark, K., et al. (2021). “Cognitive Effects of Content Switching.” Science Advances.
•Larsen, J., et al. (2020). “Algorithmic Compulsion and Cognitive Control.” Journal of Behavioral Science.
•Chen, Y., et al. (2020). “Neuroplasticity and Digital Fragmentation.” Neuropsychology Today.
•Huang, C. (2021). “Social Media and Adolescent Mental Health.” Psychological Science.

END (I am told this is the way folks like postings on X, I don’t but here ya go, the 🧵🪡 game)Image

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More from @BrianRoemmele

Oct 20
BOOOOOOOM!

CHINA DEEPSEEK DOES IT AGAIN!

An entire encyclopedia compressed into a single, high-resolution image!

—

A mind-blowing breakthrough. DeepSeek-OCR, unleashed an electrifying 3-billion-parameter vision-language model that obliterates the boundaries between text and vision with jaw-dropping optical compression!

This isn’t just an OCR upgrade—it’s a seismic paradigm shift, on how machines perceive and conquer data.

DeepSeek-OCR crushes long documents into vision tokens with a staggering 97% decoding precision at a 10x compression ratio!

That’s thousands of textual tokens distilled into a mere 100 vision tokens per page, outmuscling GOT-OCR2.0 (256 tokens) and MinerU2.0 (6,000 tokens) by up to 60x fewer tokens on the OmniDocBench.

It’s like compressing an entire encyclopedia into a single, high-definition snapshot—mind-boggling efficiency at its peak!

At the core of this insanity is the DeepEncoder, a turbocharged fusion of the SAM (Segment Anything Model) and CLIP (Contrastive Language–Image Pretraining) backbones, supercharged by a 16x convolutional compressor.

This maintains high-resolution perception while slashing activation memory, transforming thousands of image patches into a lean 100-200 vision tokens.

Get ready for the multi-resolution "Gundam" mode—scaling from 512x512 to a monstrous 1280x1280 pixels!

It blends local tiles with a global view, tackling invoices, blueprints, and newspapers with zero retraining. It’s a shape-shifting computational marvel, mirroring the human eye’s dynamic focus with pixel-perfect precision!

The training data?

Supplied by the Chinese government for free and not available to any US company.

You understand now why I have said the US needs a Manhattan Project for AI training data? Do you hear me now? Oh still no? I’ll continue.

Over 30 million PDF pages across 100 languages, spiked with 10 million natural scene OCR samples, 10 million charts, 5 million chemical formulas, and 1 million geometry problems!.

This model doesn’t just read—it devours scientific diagrams and equations, turning raw data into a multidimensional knowledge.

Throughput? Prepare to be floored—over 200,000 pages per day on a single NVIDIA A100 GPU! This scalability is a game-changer, turning LLM data generation into a firehose of innovation, democratizing access to terabytes of insight for every AI pioneer out there.

This optical compression is the holy grail for LLM long-context woes. Imagine a million-token document shrunk into a 100,000-token visual map—DeepSeek-OCR reimagines context as a perceptual playground, paving the way for a GPT-5 that processes documents like a supercharged visual cortex!

The two-stage architecture is pure engineering poetry: DeepEncoder generates tokens, while a Mixture-of-Experts decoder spits out structured Markdown with multilingual flair. It’s a universal translator for the visual-textual multiverse, optimized for global domination!

Benchmarks? DeepSeek-OCR obliterates GOT-OCR2.0 and MinerU2.0, holding 60% accuracy at 20x compression! This opens a portal to applications once thought impossible—pushing the boundaries of computational physics into uncharted territory!

Live document analysis, streaming OCR for accessibility, and real-time translation with visual context are now economically viable, thanks to this compression breakthrough. It’s a real-time revolution, ready to transform our digital ecosystem!

This paper is a blueprint for the future—proving text can be visually compressed 10x for long-term memory and reasoning. It’s a clarion call for a new AI era where perception trumps text, and models like GPT-5 see documents in a single, glorious glance.

I am experimenting with this now on 1870-1970 offline data that I have digitalized.

But be ready for a revolution!

More soon.

[1] github.com/deepseek-ai/De…Image
The US needs far more than what we are doing. We need to reach out to the nonconformists, not the usual folks to break out in AI for this next rounds we have no time.

I have a few 1000 ways, here is one:

readmultiplex.com/2025/10/19/the…
Read 6 tweets
May 23
“Diabetes Drug Stops Prostate Cancer From Coming Back”

The most profoundly important work in medicine is the study of repurposed medications. Many are out of patent and have no financial basis to get “evidence based” studies of $1 billion dollars. scitechdaily.com/diabetes-drug-…
Repurposing Drugs for
Prostate Cancer Treatment
In 2018, Dr. Beste Turanli et al. list of repurposed drugs for prostate cancer treatment:

Dexamethasone-steroidal, anti-inflammatory
Aspirin (ASA)—COX-1 and COX-2 inhibitor
Diclofenac NSAID—COX-2 inhibi-tor
Celecoxib NSAID—COX-2 inhibitor
Minocycline, doxycycline, tetracycline-Antibiotic, anti-inflammatory
Niclosamide-antiparasitic, potent
Wnt/Ăź-catenin inhibitor
Itraconazole-antifungal; reversed drug resistance by inhibiting P-glycoprotein, Hedgehog, and Wnt/Ăź-catenin pathways; inhibits angiogenesis
Digoxin-cardiology drug used for congestive heart failure
Valproic acid-HDAC inhibitor used for seizure disorder
Statins-HMG-CoA reductase in-hibitors; inhibit mevalonate path-way; used for reducing cholesterol
Mifepristone-progesterone-recep-tor blocking drug (PR), used as an abortion drug
Disulfiram-treatment of alcohol addiction
Metformin—popular anti-diabetic drug.
Citation: Turanli, Beste, et al. "Drug repositioning for effective prostate cancer treatment." Frontiers in Physiology 9 (2018).
Read 4 tweets
Apr 10
For over seven centuries, the fishermen of Oostduinkerke, Belgium, have been training sturdy draft horses to assist them in catching shrimp.

đź§µ Image
These horses, often weighing more than 2,000 pounds, are perfectly suited for wading through the chilly waters of the North Sea. However, despite its rich history, Oostduinkerke remains the last place on Earth where this unique fishing method is still practiced.

2 of đź§µ Image
Shrimp fishing on horseback is considered one of the most challenging fishing techniques ever devised, as it demands expertise in handling both massive horses and delicate shrimp.

3 of đź§µ
Read 5 tweets
Jan 19
A bullet vs A Prince Rupert's Drop.

A THREAD đź§µ

1/
The Fascinating Mechanics of Prince Rupert’s Drop

Prince Rupert’s Drop is a remarkable demonstration of material science and physics, showcasing the fascinating interplay of stress, structure, and energy. This seemingly simple glass object—a teardrop-shaped piece of solidified glass—holds a secret: it combines extreme strength with profound fragility, depending on where and how it’s tested.

What is Prince Rupert’s Drop?

Prince Rupert’s Drop is created by dropping molten glass into cold water. The rapid cooling causes the outer layer of the glass to solidify almost instantaneously, while the interior cools more slowly. This process induces significant internal stresses in the glass, resulting in the drop’s unique mechanical properties. The structure consists of two main parts:
1.The Bulb: The rounded, thicker end of the drop is extraordinarily strong.
2.The Tail: The thin, extended end of the drop is incredibly fragile.

Why Is the Bulb So Strong?

The strength of the bulb arises from compressive stress. During formation, the outer surface of the glass cools and hardens first, trapping the inner material, which continues to contract as it cools. This creates a state where the outer layer is under compression and the inner layer is under tension.

Compressive stress significantly enhances the material’s ability to resist fracture. In the case of Prince Rupert’s Drop, the compressive strength of the glass bulb is so high that it can withstand impacts, including being struck with a hammer, without breaking.

The Fragility of the Tail

While the bulb is incredibly strong, the thin tail of the drop is under extreme tensile stress. Glass is inherently much weaker in tension than in compression. A slight nick or disturbance to the tail acts as a stress concentrator, causing the entire structure to rapidly release its stored energy. This results in the drop shattering into countless tiny fragments almost instantly.

The phenomenon is explained by the propagation of cracks. Any disturbance to the tail initiates a stress wave that travels through the drop at speeds of up to 1,450 meters per second (faster than the speed of sound in glass), disintegrating it completely.

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Applications and Relevance

Prince Rupert’s Drop serves as a dramatic illustration of material properties like stress distribution, energy storage, and fracture mechanics. It has applications in:
•Material Science Education: A vivid way to teach the principles of stress and fracture mechanics.
•Engineering: Inspiring the design of materials and structures with tailored stress distributions to enhance strength and durability.
•Shock-Absorbing Materials: Lessons from the compressive stress distribution in the bulb could inform the development of robust, impact-resistant materials.

Experimental Studies

Modern studies on Prince Rupert’s Drop leverage high-speed photography and advanced computational models to analyze the stress distribution and fracture dynamics. Key findings include:
•The outer compressive layer is only microns thick, but it significantly contributes to the drop’s strength.
•The release of stored energy during fracture creates a cascading effect, making the disintegration nearly instantaneous.

Prince Rupert’s Drop is a perfect example of how materials can exhibit seemingly contradictory properties of strength and fragility. Its study bridges art, physics, and engineering, offering insights into stress management and fracture behavior that can be applied to modern technological advancements. Despite its simplicity, this 17th-century curiosity continues to captivate scientists and engineers alike, proving that even the smallest objects can reveal profound scientific truths.Image
Read 4 tweets
Sep 25, 2024
This is the story of how Edward Bernays with the help of his uncle Sigmund Freud changed your mind in ways that you may never discover.

In this 4 part series The Century of the Self you will begin to see how we live in the Bernays world.

Part 1:

Edward Bernays.

Part 2:

Edward Bernays.

Part 3:
Read 4 tweets
Sep 25, 2024
This is one of the most important movies you can watch at this very moment.

Take the hour and learn about the Edward Bernays world you and I live in.

From a VHS tape for you to see today.

Be ready to understand how you and I have been played.
This is a continuation of the most important movies you can watch at this very moment.

Take the hour and learn about the Edward Bernays world you and I live in.

From a VHS tape for you to see today.

Be ready to understand how you and I have been played.
This is a part 3 of the most important movies you can watch at this very moment.

Take the hour and learn about the Edward Bernays world you and I live in.

From a VHS tape for you to see today.

Be ready to understand how you and I have been played.
Read 4 tweets

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