Camille Phaneuf-Hadd (she/her)
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camillephaneuf.bsky.social
Camille Phaneuf-Hadd (she/her)
@camillephaneuf.bsky.social
🧠 Learning, making decisions, exerting cognitive control, & studying the neurodevelopment of these processes as a PhD Candidate @ Harvard Psych
👩‍💻 https://sites.google.com/umich.edu/camillephaneuf/home
YAY, so excited to read this today!!! 🧠💫
October 10, 2025 at 4:12 PM
So thrilled to see this out -- reading IMMEDIATELY!!! Congrats to you and the team 🎉
October 10, 2025 at 4:09 PM
Dream team!!!!! 💫
May 12, 2025 at 6:14 PM
Had so much fun collaborating on this! 💫
April 11, 2025 at 7:38 PM
Thanks so much! ☺️
April 11, 2025 at 7:37 PM
🧵 10/10

Huge thanks to the team for their support, & shoutout to our participants & their families for making this work possible!

📚 Journal link:
doi.org/10.1037/xge0...
📄 Free link on lab website: andl.wjh.harvard.edu/publications/
APA PsycNet
doi.org
April 9, 2025 at 3:39 PM
🧵 9/X

Our take-away: when some of the information about the benefits & costs of cognitive effort needs to be learned, exertion becomes more economical into adulthood. During childhood & adolescence, aims may not translate into actions.
April 9, 2025 at 3:39 PM
🧵 8/X

For completeness, in our secondary experiment, both the reward & difficulty cues were instructed. We believe that the removal of learning demands made the task easier. Accordingly, we no longer found strategic cognitive effort allocation in older participants.
April 9, 2025 at 3:39 PM
🧵 7/X

We also found that participants of all ages reported trying harder when there were greater rewards at stake — even though we only observed reward-boosted performance in adults.

➡️ This hints at a gap between goals & realized behavior in younger participants.
April 9, 2025 at 3:39 PM
🧵 6/X

➡️ This suggests that adults, but not children & adolescents, economically exerted their cognitive effort.
April 9, 2025 at 3:39 PM
🧵 5/X

In the primary experiment, the reward cue was instructed, but the difficulty cue had to be learned through experience. We found that reward-based titration of task accuracy emerged with age & difficulty-based titration of task accuracy somewhat emerged with age.
April 9, 2025 at 3:39 PM
🧵 4/X

A participant who invests their cognitive effort efficiently would try hard to get trials correct in high reward & low difficulty blocks, but not in low reward & high difficulty blocks.
April 9, 2025 at 3:39 PM
🧵 3/X

We tested 300 participants (ages 10–20 years) across 2 experiments using a child-friendly task-switching paradigm🌙👾🪐. The task blocks varied in rewards & difficulty, & these blocks were proactively cued.
April 9, 2025 at 3:39 PM
🧵 2/X

Are children & adolescents similarly economical? TLDR: they may say that they are, but their behavior tells a different story.
April 9, 2025 at 3:39 PM
🧵 1/X

Adults learn to exert their cognitive effort when it's economical to do so — i.e., when the benefits (like rewards offered for performing a task well 💰) outweigh the costs (like the difficulty of the task 💪).
April 9, 2025 at 3:39 PM