from my link log —
Supercomputing on Nitro in AWS cloud with Scalable Reliable Datagram (SRD).
https://ieeexplore.ieee.org/document/9167399
saved 2020-09-18
Tailoring AI-Driven Reading Scaffolds to the Distinct Needs of Neurodiverse Learners
Soufiane Jhilal, Eleonora Pasqua, Caterina Marchesi, Riccardo Corradi, Martina Galletti
https://arxiv.org/abs/2603.28370 https://arxiv.org/pdf/2603.28370 https://arxiv.org/html/2603.28370
arXiv:2603.28370v1 Announce Type: new
Abstract: Neurodiverse learners often require reading supports, yet increasing scaffold richness can sometimes overload attention and working memory rather than improve comprehension. Grounded in the Construction-Integration model and a contingent scaffolding perspective, we examine how structural versus semantic scaffolds shape comprehension and reading experience in a supervised inclusive context. Using an adapted reading interface, we compared four modalities: unmodified text, sentence-segmented text, segmented text with pictograms, and segmented text with pictograms plus keyword labels. In a within-subject pilot with 14 primary-school learners with special educational needs and disabilities, we measured reading comprehension using standardized questions and collected brief child- and therapist-reported experience measures alongside open-ended feedback. Results highlight heterogeneous responses as some learners showed patterns consistent with benefits from segmentation and pictograms, while others showed patterns consistent with increased coordination costs when visual scaffolds were introduced. Experience ratings showed limited differences between modalities, with some apparent effects linked to clinical complexity, particularly for perceived ease of understanding. Open-ended feedback of the learners frequently requested simpler wording and additional visual supports. These findings suggest that no single scaffold is universally optimal, reinforcing the need for calibrated, adjustable scaffolding and provide design implications for human-AI co-regulation in supervised inclusive reading contexts.
toXiv_bot_toot
from my link log —
Supercomputing on Nitro in AWS cloud with Scalable Reliable Datagram (SRD).
https://ieeexplore.ieee.org/document/9167399
saved 2020-09-18
Very proud and excited to vote in the NDP leadership race today!!
This is not the first time I've voted in a Federal leadership race... more on that later but first, my choices! I considered only voting for two people, but I ended up filling in all 5 choices.
#1: Tanille Johnston @…
#2: Avi Lewis @…
#3: Heather McPherson
#4: Tony McQuail
#5: Rob Ashton
Why?
You might ask why I would publicize my choices. I don’t expect others to of course. It is a privilege and a right in Canada to exercise your democratic choice freely and privately, but I also think there is value in knowing how others voted.
#1 why Tanille? #electoralReform and proportional representation myself, I didn't just want to pick my top two. I wanted to make a statement on each of these candidates an influence each one.
To be blunt, Heather is #3 because she is the middle-of-the-road candidate. She is an excellent representative as MP and has gathered the support of other MPs including my own, but while I would be OK with her leadership, I would see her as a continuation of the status quo, and that is not what the NDP needs as a party, nor is it what Canada needs as a country.
We desperately need a vigorous and clear alternative to the Centre-but-mostly-Right Liberals, and the MAGA-wannabe Conservatives. The only way to do that is to catch the attention of Canadians and inspire them. I am not sure that Heather has the ability to do that, and if we continue with the same leadership crew in the NDP, I am not confident that the policy choices will be strong enough to inspire and attract Canadians.
That is why Tanille and Avi are far better options.
#4 Why Tony:
Tony is the real deal. Honestly, I would have loved to rank him higher. He represents the true life blood of rural, socially progressive, environmentally aware, Canadians. You should go check out his platform. I am so glad that he was able to participate fully in the race and we need his voice in the NDP.
#5 Why not Rob?
I have been an active member in my Union for more than 10 years. Unionism is The Way. Rob is representing a division within the union movement that claims that working people can't have jobs if the environment is put first. This is a lie.
We need union leaders that look to the future and speak honestly to people. We need union leaders who are genuinely progressive, not ready to do the bidding of corporate masters to the benefit of a few.
Working people need honesty, and when an industry is on decline, a clear path to new, excellent, union, jobs!
#CanPoli #CdnPoli #Liberal #CPC #Canada #Democracy #NDP