Massimo Stella's Avatar

Massimo Stella

@massimost.bsky.social

Professor on direct call from abroad @UniTrentoDIPSCO. Director of CogNosco Lab. Cognitive data scientist working in AI psychometrics and cognitive networks.

607 Followers  |  106 Following  |  33 Posts  |  Joined: 31.10.2023  |  2.0167

Latest posts by massimost.bsky.social on Bluesky

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SpreadPy: A Python tool for modelling spreading activation and superdiffusion in cognitive multiplex networks We introduce SpreadPy as a Python library for simulating spreading activation in cognitive single-layer and multiplex networks. Our tool is designed to perform numerical simulations testing structure-...

New pre-print! #SpreadPy, a Python implementation of spreading activation for both single-layer and multiplex networks.

arXiv: arxiv.org/abs/2507.09628
GitHub: github.com/dsalvaz/Spre...

@massimost.bsky.social @giuliorossetti.bsky.social @et al.
#kddlab #sobigdata #isticnr #dipsco

15.07.2025 11:33 โ€” ๐Ÿ‘ 2    ๐Ÿ” 2    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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We are excited our paper on cognitive networks and LLM biases won the Best Paper award in Big Data and Cognitive Science!
Read our paper here: Abramski, K., Citraro, S., Lombardi, L., Rossetti, G., & Stella, M. (2023) doi.org/10.3390/bdcc...

09.07.2025 18:26 โ€” ๐Ÿ‘ 4    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Thanks to all great co-authors and collaborators who made these exciting research projects possible!

It is exciting to see how network science and interpretable AI can better inform and elucidate on psychological mechanisms concerning phenomena as complex as loneliness, anxiety and schizotipy.

04.07.2025 20:12 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Covarying gray and white matter networks characterize schizophrenia and bipolar disorders on a continuum: A data fusion machine learning approach and a brain network analysis, Journal of Affective Disorders, doi.org/10.1016/j.ja...

04.07.2025 20:09 โ€” ๐Ÿ‘ 6    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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Cognitive Networks and Text Analysis Identify Anxiety as a Key Dimension of Distress in Genuine Suicide Notes, Big Data and Cognitive Science, doi.org/10.3390/bdcc...

04.07.2025 20:06 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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The last 2 weeks have seen our CogNosco Lab publish 3 papers on the topic of #AI and #mental #health, check them out ๐Ÿ˜‰

Predictors of loneliness at school: An explainable artificial intelligence approach on a large-scale cross-cultural assessment, Personality and Ind. Diff.,
doi.org/10.1016/j.pa...

04.07.2025 20:02 โ€” ๐Ÿ‘ 4    ๐Ÿ” 0    ๐Ÿ’ฌ 3    ๐Ÿ“Œ 0

I agree with you. In cognitive science, dual coding theory posits that reasoning relies on two processes: instinctive, rapid yet error-prone reasoning and analytical, slow-yet-balanced thinking. LLMs are not built to filter knowledge and use different processes, yet.

28.06.2025 11:30 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Thank you so much for inviting me! The organisation and the other talks at the conference have been excellent!

13.06.2025 14:45 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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This is a busy week for CogNosco Lab! My PhD students Edith Haim and Edoardo De Duro coordinated a great workshop on #LLMs and #text #analysis at @hhaiconference.bsky.social. Meanwhile, I am travelling for a keynote on #NLP and #cognitive #networks at @tabudag.bsky.social, which stasera tomorrow!

11.06.2025 12:45 โ€” ๐Ÿ‘ 4    ๐Ÿ” 3    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Hear hear!
๐Ÿ‘‡
@ghentccn.bsky.social
@frosas.bsky.social
@massimost.bsky.social

21.05.2025 14:35 โ€” ๐Ÿ‘ 8    ๐Ÿ” 4    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

"The meta-analysis results of this study confirm the positive impacts of ChatGPT on learning performance, learning
perception, and higher-order thinking,"

Some caveats in the paper & with early meta-analysis, but a examination of all 51 experimental studies suggests ChatGPT helps learning.

10.05.2025 15:28 โ€” ๐Ÿ‘ 58    ๐Ÿ” 10    ๐Ÿ’ฌ 3    ๐Ÿ“Œ 4

One more week to apply!

03.05.2025 20:31 โ€” ๐Ÿ‘ 17    ๐Ÿ” 5    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Looks super intriguing! We will organise something remote in the fall too! If you want to visit our lab in Trento let me know! With a postdoc and a PhD student we are working on a Python package for turning narratives into hypergraphs.

30.04.2025 18:01 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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CounseLLMe CounseLLMe: Investigating Human-Large Language Model conversations under the lens of cognitive science and complex systems SATELLITE WORKSHOP FOR HHAI2025 Submit Abstracts -> HERE

We still have 2 slots available for contributed talks at our CounseLLMe workshop for @hhaiconference.bsky.social :

sites.google.com/unitn.it/cou...

Join us in Pisa, deadline May 6!

30.04.2025 14:57 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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How to improve conceptual clarity in psychology?

Excited to share a new preprint with @ruimata.bsky.social, discussing approaches based on large language models as possible solutions.

Preprint: osf.io/preprints/ps...

30.04.2025 14:08 โ€” ๐Ÿ‘ 14    ๐Ÿ” 5    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1

๐Ÿ“ฃThe Department of Sociology and Social Research seeks a post-doctoral candidate for a 2-year appointment. The successful candidate will analyze a large-scale dataset of online job posts to investigate skill demand dynamics and shortage dynamics over 5 years in 29 countries.

22.04.2025 13:21 โ€” ๐Ÿ‘ 3    ๐Ÿ” 5    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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๐ŸŒ Excited to welcome Prof. Dani S. Bassett as a CCS25 keynote speaker!

๐Ÿ”—A leader in network neuroscience, Bassett explores how brain networks shape cognition and mental health.
#CCS25 #Keynote

14.04.2025 08:35 โ€” ๐Ÿ‘ 4    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Higher-order interactions Higher-order interactions: mechanisms, behaviors, and networks

Higher-order interactions: mechanisms, behaviors, and networks - Aug 25-31, 2025

We're happy to host a course/workshop at the Ettore Majorana Center for Scientific Culture in the incredibly beautiful Erice, Sicily, with amazing speakers

sites.google.com/view/ho2025e...

Wait no further and join!

12.12.2024 15:24 โ€” ๐Ÿ‘ 55    ๐Ÿ” 30    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 9
Challenges in Behavioural Health Interventions | BISI
YouTube video by NUS Medicine Challenges in Behavioural Health Interventions | BISI

Serene, Uri and I had a nice conversation here guided by Joanne.

www.youtube.com/watch?v=kHOH...

10.04.2025 06:57 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Totally, very excited about it!

10.04.2025 10:09 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

I look forward to this! Funny thing: we are also working on this topic with @giuliorossetti.bsky.social. We tested associative knowledge in different layers and different LLMs and... Let's chat about this if you want ;)

09.04.2025 19:25 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Given the times, seaborn sounds as sketchy as numpy, alas!

08.04.2025 15:57 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
Satellites List โ€“ Conference on Complex Systems 2025

Wow there is an impressive selection of satellites at @css-conference.bsky.social this year!
ccs25.cssociety.org/satellites-l...
We will attend the conference as a Lab and the choice is amazing!
#ccs #siena

07.04.2025 18:26 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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CounseLLMe CounseLLMe: Investigating Human-Large Language Model conversations under the lens of cognitive science and complex systems SATELLITE WORKSHOP FOR HHAI2025 Submit Abstracts -> HERE

If you are going to HHAI25 in Pisa, check out out satellite workshop on #LLM and #human conversations!
Submit here:
sites.google.com/unitn.it/cou...

04.04.2025 19:15 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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75% of US scientists who answered Nature poll consider leaving More than 1,600 readers answered our poll; many said they were looking for jobs in Europe and Canada.

This is grim because there's nowhere to go.

The US spends more on research and development than any other country in the world (by far), and we have more PI-level positions than anywhere else (by far).

30.03.2025 11:27 โ€” ๐Ÿ‘ 790    ๐Ÿ” 221    ๐Ÿ’ฌ 45    ๐Ÿ“Œ 22

Large Language Models are great at mimicking human conversation, but do we trust them? Until now, research on trust in LLMs has been scarce. Introducing the Trust-In-LLMs Index (TILLMI), a new framework extending McAllisterโ€™s cognitive and affective trust dimensions to humanโ€“LLM interactions 1/n

05.03.2025 16:20 โ€” ๐Ÿ‘ 4    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Measuring and identifying factors of individuals' trust in Large Language Models Large Language Models (LLMs) can engage in human-looking conversational exchanges. Although conversations can elicit trust between users and LLMs, scarce empirical research has examined trust formatio...

New preprint from the Lab! We introduce the Trust-in-LLMs Index (TILLMI) and see it partitions in cognitive and affective dimensions. Great collab by De Duro @gaveltri.bsky.social @hudsongolino.bsky.social and myself on #LLMs. Read it here: arxiv.org/abs/2502.21028

05.03.2025 12:12 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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CounseLLMe CounseLLMe: Investigating Human-Large Language Model conversations under the lens of cognitive science and complex systems SATELLITE WORKSHOP FOR HHAI2025 Submit Abstracts -> HERE

Glad to announce CounseLLMe as a satellite workshop of HHAI25 in beautiful Pisa: sites.google.com/unitn.it/cou...
We will host a half-day workshop of presentations about #LLMs and human #conversations. Join us by submitting an abstract before March 31!
#research #satellite

23.02.2025 12:08 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Proud of the Complex Systems Society's stand about supporting initiatives for open science and reducing the impact of "impact factor" metrics. We started this conversation when I was in the Executive Committee and I am only glad to see this black on white.

15.02.2025 11:01 โ€” ๐Ÿ‘ 4    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Honoured for the invitation! I look forward to the conference!

07.02.2025 18:17 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

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