Framework specification · PDF · 3 pages
The Sensory Regulation Framework
A concise overview of structural criteria for audiovisual media: sensory demand, regulatory capacity, and measurable content features.
Research / 03
The thinking behind the little things.
Open methods, working ideas, and technical documentation for a more intentional approach to children’s media.
Reading library
Working papers & notes.
Downloadable project summaries for discussion. These are not peer-reviewed publications or externally hosted preprints.
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Methodology abstract · PDF · 2 pages
Calming Index: Methodology Abstract
An outline of the deterministic scoring model, feature normalization, empirically initialized weights, and current limitations.
Research working paper · PDF · 2 pages
Sensory Quality Engineering
A research summary exploring computational quality criteria for calmer children’s media and the path toward broader validation.
Academic engagement
Where research meets responsibility.
The affiliations at right are provided in the project brief and have not been independently verified here.
Read the scope statement01 / Membership
Senior Member, IEEE
02 / Program committee
IEEE BigData 2026
03 / Research community
Peer review contributions
The full methods live in the open.
Read the model specification, sample feature vectors, ablation results, and source code in the public repository.