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Pete Hitchcock

@pf-hitchcock

Assistant Professor at Emory Psychology || Computational clinical science of depression and anxiety || translational-lab.com

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03.10.2023
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Latest posts by Pete Hitchcock @pf-hitchcock

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Threading the needle: Practical considerations for merging theory-driven computational psychiatry with data-driven analytics to enhance precision health at scale The rapidly evolving field of computational psychiatry enables quantification of specific cognitive processes, and their underlying mechanisms, in a translational and potentially scalable manner, usin...

Excited to share our latest paper in which we discuss merging theory-and data- driven computational psychiatry in a large transdiagnostic cohort study (N=2400)

www.biologicalpsychiatrycnni.org/article/S245...

Christopher Pittenger, Godfrey Pearlson @annierhcheng.bsky.social @sobp-org.bsky.social

05.03.2026 19:33 πŸ‘ 35 πŸ” 15 πŸ’¬ 1 πŸ“Œ 0

Thanks!

07.03.2026 05:51 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I'm heading to CNS in Vancouver! Come check out my poster Sunday morning for some fun work (🐁?)

DM me if youll be there and want to link up!

06.03.2026 19:51 πŸ‘ 11 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Thanks Dennis! Would love your thoughts/feedback

06.03.2026 17:56 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Thrilled that this first empirical paper out of the lab is posted, led by Sandarsh Pandey, asking:

Depression (and other internalizing disorders) involve profound changes to sense of self. How can we study these differences using rigorous decision-making methods?

(alt link: tinyurl.com/2kk59dje)

06.03.2026 17:38 πŸ‘ 50 πŸ” 18 πŸ’¬ 3 πŸ“Œ 1

If you're headed to #sas2026 next week, check out work from 3 lab members:

Friday:

* Sissi Li on expectation setting + mood in worriers (P2.C.139)

Saturday:

* Tess Gilmartin on an RL perspective on self-monitoring (P3.C.248)

* Sandarsh Pandey on capturing latent self-schemas (P3.C.251)

06.03.2026 15:32 πŸ‘ 6 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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I'll be giving a talk in the #CNS2026 Rising Star session on Saturday. Come say hi if you're around!

05.03.2026 15:51 πŸ‘ 20 πŸ” 4 πŸ’¬ 0 πŸ“Œ 0
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A crowdsourced megastudy of 12 digital single-session interventions for depression in US adults Nature Human Behaviour - An online experiment compared 12 brief online interventions for depression. Most improved mental health immediately, but these gains decreased over time, with only two...

Our crowdsourced megastudy comparing a diverse set of 12 single-session interventions for depression is out today in @nathumbehav.nature.com!

Read the full paper here: rdcu.be/e6pzz (no paywall)

We also published a brief non-academic piece about the study today: theconversation.com/free-10-minu...

02.03.2026 15:41 πŸ‘ 39 πŸ” 18 πŸ’¬ 1 πŸ“Œ 3
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The inferred value of unchosen options spreads to related items in memory Counterfactual thinking β€” considering what could have come of choosing the other path β€” can facilitate inference. Previous studies have demonstrated t…

πŸ“’New paper out today in @cognitionjournal.bsky.social!

Does the value of an unchosen option β€” inferred through counterfactual reasoning β€” spread to related items in memory, similar to how the value of a chosen option β€” acquired through direct experience β€” does?

In short, yes!

28.02.2026 19:11 πŸ‘ 59 πŸ” 25 πŸ’¬ 1 πŸ“Œ 0

Personalized Prediction of Momentary Affect with Passive Smartphone Sensing Data in a Clinically Heterogeneous Sample: An evaluation of machine learning and mixed effects approaches: https://osf.io/2g8dp

28.02.2026 08:50 πŸ‘ 5 πŸ” 1 πŸ’¬ 1 πŸ“Œ 2
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Changes in our feelings, or "affective surprise," may act as a learning signal that influences what we remember. Large magnitude deviations in experienced valence during encoding relate to better long-term associative memory.

26.02.2026 19:03 πŸ‘ 23 πŸ” 13 πŸ’¬ 1 πŸ“Œ 0
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🚨New pre-print🚨

osf.io/preprints/ps...

What if the relationship between smartphone use and mental health depends not just on specific harmful or beneficial activities, but also on how users transition between activities?

24.02.2026 13:39 πŸ‘ 50 πŸ” 19 πŸ’¬ 3 πŸ“Œ 3
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This Wednesday February 25! Dr. Michael Treadway (Emory University) is presenting in
@motcogmeet.bsky.social series: "Effort-Based Decision-Making and Its Discontents: Precision medicine approaches for understanding the pathophysiology and treatment of motivational deficits in mental illness" 1/

23.02.2026 15:08 πŸ‘ 14 πŸ” 8 πŸ’¬ 1 πŸ“Œ 0

The project started pre-Covid, so it’s especially exciting to finally see it in print. Huge thanks to my amazing collaborators who made this possible: Bas van Opheusden, @fredcallaway.bsky.social, @cocoscilab.bsky.social and James Hillis.

Paper here:
direct.mit.edu/opmi/article...

23.02.2026 15:42 πŸ‘ 5 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

Where you look next isn’t arbitrary.
In our new paper, we model human eye movements in immersive visual search as reinforcement learning under cognitive constraints. 🧡

23.02.2026 15:42 πŸ‘ 34 πŸ” 14 πŸ’¬ 1 πŸ“Œ 0

🚨🚨New Preprint Alert!🚨🚨

www.biorxiv.org/content/10.6...

Animal learning is painfully slow (at least initially). Yet, well trained animals can learn very fast, sometimes displaying few-shot inference. How does this transition occur?

21.02.2026 17:51 πŸ‘ 58 πŸ” 21 πŸ’¬ 1 πŸ“Œ 1

That’s awesome! Very cool and much needed

21.02.2026 16:47 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Postdoctoral Research Fellow in Social Decision Neuroscience at University of Birmingham Explore 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.

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...

20.02.2026 10:54 πŸ‘ 36 πŸ” 45 πŸ’¬ 1 πŸ“Œ 1

I love this. And periodically you accidentally eat a blazing wing and black out for a few minutes.

20.02.2026 16:16 πŸ‘ 4 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Yeah and it does seem to have the effect of making them catastrophically unforgettable

19.02.2026 19:01 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Rejection-based choices discourage people from opting out of voting - Nature Communications When people dislike their options for candidates, they tend to refrain from voting rather than voting for the candidate they like best. Here, the authors show that this tendency to opt out of lose-los...

Excited to share my first PhD paper with @ashenhav.bsky.social
@shenhavlab.bsky.social
β€œRejection-based choices discourage people from opting out of voting.”
www.nature.com/articles/s41...

18.02.2026 20:25 πŸ‘ 20 πŸ” 10 πŸ’¬ 1 πŸ“Œ 2

Seems like that might work well in a block, yet ultimately be retained better if interleaved with co-authors

19.02.2026 15:18 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Book cover. A silhouette of a person's head filled with colorful geometric shapesβ€”perhaps symbolizing cognitive resources or deployment thereof. The style is attractive and modern, if generic.

text: 
The Rational Use of Cognitive Resources
Falk Lieder, Frederick Callaway, Thomas L. Griffithts

Book cover. A silhouette of a person's head filled with colorful geometric shapesβ€”perhaps symbolizing cognitive resources or deployment thereof. The style is attractive and modern, if generic. text: The Rational Use of Cognitive Resources Falk Lieder, Frederick Callaway, Thomas L. Griffithts

I'm excited to announce that I had my first (co-authored) book published today! "The Rational Use of Cognitive Resources" with Falk Lieder and Tom Griffiths (@cocoscilab.bsky.social ). You can read it for free! (see thread)

18.02.2026 01:05 πŸ‘ 142 πŸ” 45 πŸ’¬ 2 πŸ“Œ 0

I will be hiring a full-time pre-doctoral Research Professional to work with me at Chicago Booth.

Know someone interested in studying conversation and connection? Please help spread the word!

More details, including application instructions, are here: www.chicagobooth.edu/-/media/facu...

13.02.2026 17:51 πŸ‘ 35 πŸ” 28 πŸ’¬ 0 πŸ“Œ 3

New preprint alert🚨

We often rely on 0-10 scales to assess suicide urges in EMA and clinical settings. But we rarely ask a surprisingly important question:

What do these numbers mean?

In our new paper, we examine what these ratings mean and how consistently people use them.

More info ⬇️

09.12.2025 16:23 πŸ‘ 41 πŸ” 16 πŸ’¬ 3 πŸ“Œ 2
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Technical Assistant I (Lab Manager, Suicide Prevention Research Lab) - Amherst, Massachusetts, United States Title: Technical Assistant I (Lab Manager, Suicide Prevention Research Lab) Executive Area: Academic Affairs College/School/MBU: College of Natural Sciences Department: Psychology and Brain Sci Work L...

The Suicide Prevention Research Lab at UMass Amherst is hiring! We are looking for a lab manager to help grow our new lab with a start date of summer 2026.

Share and apply!

careers.umass.edu/jobs/technic...

11.02.2026 15:43 πŸ‘ 16 πŸ” 21 πŸ’¬ 0 πŸ“Œ 3

So proud of @meganspurney.bsky.social and team for this exciting new paper from my lab!

Younger adolescents' working memory performance benefits more from reward than older teens and young adults.

This occurs even though all ages report similar preferences about reward value and cognitive demand.

11.02.2026 20:21 πŸ‘ 17 πŸ” 8 πŸ’¬ 0 πŸ“Œ 0
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Subcomponents of reward processing in adolescent anhedonia Nature Reviews Psychology - Understanding the link between anhedonia and reward processing in adolescence can enhance mental health interventions specifically for young people. In this Review, Ma...

Excited to share our new review on #adolescent #anhedonia and #reward processing, published in
@NatRevPsych
with my lab @XueqingMa @AngadSahni9
rdcu.be/e2ENh
bsky.app/profile/unir...

10.02.2026 13:44 πŸ‘ 10 πŸ” 6 πŸ’¬ 0 πŸ“Œ 0
setweaver

Have you been interested in any of the set theory stuff I've been doing recently? Wondered at all how you can get in on the fun? Here's an R package @nicolasleenaerts.bsky.social and I built called 'setweaver.' This vignette should get you up and running. Yay :)
cran.r-project.org/web/packages...

05.02.2026 17:52 πŸ‘ 13 πŸ” 4 πŸ’¬ 1 πŸ“Œ 0
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The psychological consequences of mental health awareness efforts - Nature Reviews Psychology Mental health awareness campaigns aim to decrease stigma, increase help-seeking and improve mental health literacy. However, they might also negatively impact how individuals interpret, label and resp...

New review paper led by @lucyfoulkes.bsky.social: Mental health awareness campaigns reduce stigma but can also lead to problematic self-diagnosis and symptom misinterpretation. These trade-offs matter, especially for adolescents.

www.nature.com/articles/s44...

02.02.2026 01:03 πŸ‘ 35 πŸ” 15 πŸ’¬ 0 πŸ“Œ 0