Lukas Gunschera

Lukas Gunschera

@lukasgunschera.com

PhD Student at the MRC Cognition and Brain Sciences Unit, University of Cambridge | Research on mental health, social media, and addiction. lukasgunschera.com

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🚨 Does social media use show established neurocognitive signatures of addiction? Concerns about social media addiction are widespread, yet whether platforms' design features actually engage the same neurocognitive pathways as established addictions has remained untested. doi.org/10.31234/osf...

Lukas Gunschera reposted

New preprint! Universities increasingly expect academics to practise open science. But is it rewarded when hiring? We analysed 1,356 academic job ads from Norwegian institutions and found that <5% of ads mentioned open science as a required or desired qualification osf.io/preprints/ps...

Addiction has become the default framework for interpreting problematic social media use. It shapes how it is measured, discussed, regulated, and what support young people are offered. But does it match the experiences of young people who report feeling addicted to social media? 🧵(1/7)

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The preprint goes into much more detail on the experiences young people consider most harmful, what support they consider most effective, and the potential psychological consequences of this framing for young people For more detail, please read the preprint at: doi.org/10.31234/osf... (6/7)

Addiction has become the default framework for interpreting problematic social media use. It shapes how it is measured, discussed, regulated, and what support young people are offered. But does it match the experiences of young people who report feeling addicted to social media? 🧵(1/7)

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Our findings suggest the addiction framework captures only parts of lived experience well, and some of its components are rarely or not at all reflected in young people's accounts. (4/7)

This highlights the importance of developing and validating measures that incorporate the experiences of those affected, rather than imposing a predefined framework on young people's complex experiences in digital environments. (5/7)

Addiction has become the default framework for interpreting problematic social media use. It shapes how it is measured, discussed, regulated, and what support young people are offered. But does it match the experiences of young people who report feeling addicted to social media? 🧵(1/7)

Measures of problematic social media use rely on rephrased criteria from established addictions. Without independent conceptualisation or validation, this becomes circular: addiction-based measures are predisposed to find addiction-consistent features and are used to validate the construct. (2/7)

We wanted to reverse this direction of inference. Across 8 workshops, 44 young people (16–21) who reported 6+ months of social media-related impairment shared their lived experiences, ranked perceived harms, and discussed how young people could be better supported and by whom. (3/7)

Lukas Gunschera reposted

Does spreading mental health awareness online amplify self-diagnosis? In my first PhD pre-print, I empirically examine this question (n =3392) with some kick-ass collaborators and tools from cultural evolution A 🧵

Lukas Gunschera reposted

Honoured to receive a Poster Prize at #BAP2026 for my project investigating the Effects of Transcranial Ultrasound Stimulation (TUS) on Interoceptive Attention. I'm grateful to everyone who worked on this project, @camillanord.bsky.social and Veronica Forslund, who were at the conference, and...

Does problematic social media use involve the same dopamine-related reward mechanisms as addiction? That’s the question motivating the research I presented at the @bapsych.bsky.social Summer Meeting, involving a dopaminergic manipulation to probe the involved mechanisms. #BAP2026

Also, proud of Jamil Adjallah, who won a poster award for our work involving young people with lived experience to address conceptual shortcomings of current measurement approaches and inform how young people can be better supported online.

Lukas Gunschera reposted

Excited to be chairing/presenting at our post-doc symposium discussing the advancements (and challenges 🤫) of computational psychiatry with a ⭐️ line-up of @saramehrhof.bsky.social @yanivabir.bsky.social & Alicia Rybicki. If at #BAP2026, come join us today at 2pm ‼️

Three high quality Post-Doc symposia will be running in parallel on Monday afternoon, 20th July, with subjects including computational psychiatry, long-term effects of stopping antipsychotics and antidepressants, and challenges of psychosis prediction modelling #BAP2026

Lukas Gunschera reposted

🎉 Now published in Nature Communications! 🧠 We develop a novel computational reinforcement learning & habit model of Twitter data, and show that younger people & women are more behaviourally sensitive to 'Likes'. Read the paper: bit.ly/4f1vsKS

bit.lyA computational model of reward learning and habits on social media - Nature CommunicationsThe cognitive processes driving social media use could be key to understanding social media’s impact. Here, the authors develop a computational model of real-world social media behaviour, identifying ...
Georgia Turner@georgiaturner.bsky.social

🚨New preprint 🚨 **A computational model of reward learning and habits on social media** 🧵 We develop a computational reward learning model of real-world social media data, which infers the separate goal-directed and habitual cognitive processes driving posting...

Lukas Gunschera reposted

🚨 Does social media use show established neurocognitive signatures of addiction? Concerns about social media addiction are widespread, yet whether platforms' design features actually engage the same neurocognitive pathways as established addictions has remained untested. doi.org/10.31234/osf...

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There are further neurocognitive processes implicated in addiction that we did not examine. Rather than drawing definitive conclusions, we hope this work contributes to a more mechanistic, theory-driven approach to understanding problematic social media use.

🚨 Does social media use show established neurocognitive signatures of addiction? Concerns about social media addiction are widespread, yet whether platforms' design features actually engage the same neurocognitive pathways as established addictions has remained untested. doi.org/10.31234/osf...

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💡 These findings challenge the idea that problematic social media use shares neurocognitive mechanisms with established addictions. This doesn't diminish real struggles with social media, but questions whether an addiction framework is the right lens and what that means for support and interventions

🚨 Does social media use show established neurocognitive signatures of addiction? Concerns about social media addiction are widespread, yet whether platforms' design features actually engage the same neurocognitive pathways as established addictions has remained untested. doi.org/10.31234/osf...

View full thread

The neurocognitive signatures tested: 1️⃣ Elevated wanting: heightened motivational salience. 2️⃣ Wanting-liking dissociation: increased craving alongside stable or declining hedonic enjoyment. 3️⃣ Devaluation insensitivity: loss of goal-directed control resulting in behaviour that is rigid.

What did we find? 1️⃣ No elevated wanting for TikTok vs. Netflix, even in self-identified addicted users. 2️⃣ Wanting-liking dissociation driven by lower enjoyment, therefore inconsistent with incentive sensitisation. 3️⃣ No greater devaluation insensitivity in self-identified addicted users.

🚨 Does social media use show established neurocognitive signatures of addiction? Concerns about social media addiction are widespread, yet whether platforms' design features actually engage the same neurocognitive pathways as established addictions has remained untested. doi.org/10.31234/osf...

We ran two preregistered experiments (N=330) to examine three neurocognitive signatures of addiction that are well established in the substance and behavioural addictions, using a computational effort-based decision-making framework. The procedure is illustrated below.

Lukas Gunschera reposted

🚨New Preprint Announcement🚨 Social Media Reward Sensitivity and Depressive Symptoms Over Time 🧵 Social media platforms are designed to maximise engagement by amplifying social rewards such as “likes”, and there is widespread concern that these digital designs contribute to mental health declines.

Lukas Gunschera reposted

Journal editors - the status quo on preregistration is not working! You need to check submissions vs. preregistrations before sending articles out for review. *56%* of experiments I reviewed in last year have severe problems with non-disclosure, undocumented deviations, & more - see Claude summary ↓

Lukas Gunschera reposted

1/ "Silicon samples" are becoming more and more common in research and polling. One problem: depending on the analytic decisions made, you can basically get these samples to show any effect you want. The updated version of this preprint is now online! THREAD🧵 arxiv.org/abs/2509.13397

arxiv.orgThe threat of analytic flexibility in using large language models to simulate human dataSocial scientists are now using large language models to create "silicon samples": synthetic datasets intended to stand in for human respondents. However, producing these samples requires many analyti...
Jamie Cummins@jamiecummins.bsky.social

Can large language models stand in for human participants? Many social scientists seem to think so, and are already using "silicon samples" in research. One problem: depending on the analytic decisions made, you can basically get these samples to show any effect you want. THREAD 🧵

Lukas Gunschera reposted

Lukas Gunschera reposted

UKgov publishes new screen time guidance for under 5s 👨‍🍼 <2s: Avoid screens except shared activities 👶 2-5s: Try for less than 1hr a day 📱 Choose safe, slow-paced content 🧑‍🧒‍🧒 Lead by example 🛌 Have screen-free areas/times Glad to have contributed. Parent guidance and research report linked below.

Lukas Gunschera reposted

There are other reasons for the UK government not to award or continue Palantir contracts but this statement of intent by its CEO must surely be decisive?

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Lukas Gunschera reposted

We are recruiting! Postdoctoral research fellow at www.sdn-lab.org, studying the computational & neural basis of social decision-making. Birmingham is a fantastic & affordable place to live, with one of the youngest populations in Europe & over 600 parks. Please share! www.jobs.ac.uk/job/DQO275/p...

jobs.ac.ukPostdoctoral Research Fellow in Social Decision Neuroscience at University of BirminghamExplore an exciting academic career as a Postdoctoral Research Fellow in Social Decision Neuroscience. Don't miss out on other academic jobs. Click to apply and explore more opportunities.

Lukas Gunschera reposted

A new study from Anthropic finds that gains in coding efficiency when relying on AI assistance did did not meet statistical significance; AI use noticeably degraded programmers’ understanding of what they were doing. Incredible.

Lukas Gunschera reposted

This smells distinctly like collider bias and/or selection bias and/or regression to the mean... You simply can't select teen prodigies, and world class athletes rom databases, and go run regressions without serious consideration of the selection process!

Mike Inouye@mikeinouye.bsky.social

"Most top achievers (Nobel laureates and world-class musicians, athletes, chess players) demonstrated lower performance than many peers during their early years. Across the highest adult performance, peak performance is negatively correlated with early performance" www.science.org/doi/10.1126/...