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Posts by Jim Cavanagh

Hey me too! (And it was the 3rd submission)

4 days ago 1 0 0 0

I learned that lesson in reviewer responses to a recent manuscript (revisions forthcoming!) where we had to leverage a Shrinking Spotlight model in the newly updated HSSM package. I'll detail that in depth when it comes out. It was a long lesson to learn about appropriate use of SSM.

1 month ago 1 0 0 0

Important lesson here: why were they never published? I wanted to see if pupil related to decision threshold in HDDM. In my time at @lnccbrown.bsky.social, @twiecki.bsky.social was pretty adamant that HDDM couldn't effectively estimate parameters from response conflict tasks.

1 month ago 0 0 1 0
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And how they affected pupilometry:

1 month ago 0 0 1 0
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I thought I'd show these, since the first two (unpublished) figures were so nice. You can see how the informative cues changed behavior:

1 month ago 0 0 1 0

I’ll have to read this. I had 2 studies showing a lack of use of proactive cues on a Simon task, then another study where there was an effect! I never published that last one tho (no reason). (Mild regrets)

1 month ago 1 0 2 0

Here's the goods:

authors.elsevier.com/a/1mNOx4sIRv...

3 months ago 1 0 0 0

We discuss over this valence dissociation as an opponent process, detail the analogy of this goal +RPE update as a critic-like process, and debate the generative neural structures contributing to this goal update process.

A huge thanks to Clay Holroyd whos precision balanced out my enthusiasm.

3 months ago 2 0 1 0

This goal-focus places the computation in the domain of frontal control-based processes.

Oddly, RewP only responds to the degree of surprise during goal achievement (i.e. +RPE). Goal failures (-RPE) trigger the canonical N2 control-related system that we already know so much about (ahem theta etc).

3 months ago 1 0 2 0
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Well, its easy to confuse goals and rewards.

But you can make anything your goal - even if it isn't hedonically 'rewarding'. See Figure 3 for an example of my kids playing Mario Kart. (OMG what happens next!)

3 months ago 0 0 1 0
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Yeah! Let's get this year started off right.

A new theoretical model for everyone's favorite sensitive and specific neural marker.

So why is it a marker of goals if it is called the Reward Positivity? 1/4

3 months ago 25 9 1 0
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The Reward Positivity signals a goal prediction error The Reward Positivity (RewP) is an electroencephalogram (EEG) feature that emerges following performance feedback and is commonly understood to index both positive and negative reward-prediction error (RPE+ and RPE−, respectively) signals. In contrast to this dominant perspective, we argue that the RewP is an independent EEG feature that selectively responds to positive RPE and is superimposed on a common background signal. We further propose that the RewP signals a goal prediction error: it is elicited by abstract signals instead of by hedonic 'rewards'. This goal prediction error appears to be produced by a critic-like architecture that is associated with the actor–critic framework in reinforcement learning. This perspective emphasizes the role of the RewP in goal attainment and cognitive control as opposed to being a simple indicator of reward receipt.

Online Now: The Reward Positivity signals a goal prediction error

3 months ago 29 18 0 0
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Antidepressant treatment shouldn't be a guessing game. RELMED is working towards using advanced research to predict which medication is most likely to help each person along their individual path to recovery.

Postdoctoral research position in #ComputationalPsychiatry and #EEG as part of relmed.ac.uk trial testing reinforcement learning as biomarker for antidepressant treatment response. www.ucl.ac.uk/work-at-ucl/... @uclbrainscience.bsky.social @mikebrowning.bsky.social @relmed.bsky.social

4 months ago 32 29 1 1
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Linear predictive coding electroencephalography algorithms predict mortality in Parkinson’s disease Mortality is increased in Parkinson’s disease (PD) and is difficult to predict because of its heterogeneity and the availability of few reliable progn…

Our latest paper showing that a few minutes of EEG can predict mortality in PD is now up: www.sciencedirect.com/science/arti...

4 months ago 2 1 0 0
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🚨 “Psychophys Is” 2025 video contest: winners announced! 🚨
Check out the three winning videos, plus all the brilliant submissions: sprweb.org/spr-video-co...

6 months ago 7 1 0 0

Congratulations - this will be very helpful in guiding my lab's work on this topic.

6 months ago 0 0 0 0

I spent some time looking into this question myself using the AX-CPT / DPX tasks: e.g. pubmed.ncbi.nlm.nih.gov/31368085/

The expected proactive theta patterns were certainly present, but about 1/3 as big as reactive control.

6 months ago 1 0 0 0

Looking forward to reading it in more depth. Any chance to look at dmPFC-dlPFC theta band phase sychnrony?

6 months ago 3 0 1 0
Video

✨🎬 “Psychophys Is” 2025 videos are lighting up the contest! This video was submitted by Olivia Quintana, Mark Lavelle, Kumar Narayana & James F. Cavanagh.

Submit your video before October 1, 2025: sprweb.org/spr-video-co...

6 months ago 5 1 0 0
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APA PsycNet

I'd put frontal theta phase synchrony as a mechanism for implementing control at the top of the successes. Theoretically motivated, specific to control evocation, specific to theta, and *highly* replicated (see Fig 9.2: awspntest.apa.org/record/2023-...) 2/2

7 months ago 2 0 0 0

I've always thought of the problem as a more theoretical vs. atheoretical issue. Everyone can run methods and show connectivity. But *why* are these effects there? When are they *not there*? What is the connectivity *doing*? Few studies even bother to ask. 1/2

7 months ago 1 0 1 0
OSF

Really looking forward to reading this. Your work was very influential for a recent review article I wrote - and now this preprint seems even more relevant: osf.io/preprints/ps...

7 months ago 3 0 1 0
OpenLists Curated lists of Open Resources.

Seems as good a time as any to re-share the "OpenLists" collection - an openly accessible set of lists of available resources in / for Cognitive Neuroscience!

Includes open M/EEG & iEEG datasets & open software / analysis tools, and resources for DSP, Python, git, etc:

openlists.github.io

8 months ago 25 12 1 2

Where Does EEG Come From and What Does It Mean?

pubmed.ncbi.nlm.nih.gov/28314445/

9 months ago 7 0 0 0
Getting to the Bottom of Things: Magnetoencephalography Reveals Weak Ventral Frontal Reward Responses in Adults With Major Depressive Disorder The past decade has seen a massive shift in neuroimaging toward analysis of resting-state data collected from very large samples. That approach has key strengths, but task-based neuroimaging in smalle...

ORDER NOW and get a super-neato commentary.

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

9 months ago 2 0 0 0

is it a pony?

10 months ago 0 0 1 0

You got a template?

11 months ago 0 0 0 0
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Theta-frequency subthalamic nucleus stimulation increases decision threshold Executive functions are often impaired in patients with Parkinson’s disease (PD), and these deficits can be predicted by decreased frontal cortical 4-…

Excited to share our new paper: whether STN stimulation increases impulsivity depends on theta frequency. 🧠🤓 Grateful to have contributed alongside such a fantastic team! Rachel, Kumar,
@jimfcav.bsky.social @janw.bsky.social and more! Link 👇: www.sciencedirect.com/science/arti...

11 months ago 9 2 2 0

Neat thought about sign-tracking. But I don't see any evidence that RewP is involved in any RL or salience-related enhanced neural response to an imperative cue. It's feedback only (as far as we know). Response, volition, attention, meaning: all these enhance ERPs; RewP isn't any different.

11 months ago 0 0 1 0
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In these cases we cite, the interspersed proxy cues are highly predictive of the desired outcome, so I think they end up being the same thing. (e.g. when you see ♦️, press 👈 to get a 😀. But before the 😀 you get a 🍇. This 🍇==😀 for the purposes of the RewP)

11 months ago 0 0 1 0