Re: The Measurement and Analysis of Trust, Shared Meaning, and Cohesion in Digital Communities

Some possible soyrces for research on these topics:

1. https://medium.com/bankless-dao/what-is-a-trustless-system-3ded568c8921

2. Before this question it may be useful to understand how Tim Berners Lee
Web 3.0 and Cripto Web3 differ in their usage of Web 2.0 social media
technologies.

3. https://activisthandbook.org/tools/security
https://cyberpeaceinstitute.org

4. https://metrologyinstitute.org/the-ai-revolution-in-metrology is
thinking AI in metrology but no one is developing metrology FOR AI. This
would require us to DevOps an AI ontology that could start with something
like:
i. I/O hardware human interaction
ii. code linguistics
iii. algorithm hierarchy
iv. civic tech public participation
v. IGF internet regulation
vi. machine learning (ML) supervision
vii. artificial intelligence audit

On Sat., Apr. 4, 2026, 19:25 Adam Sobieski, <adamsobieski@hotmail.com>
wrote:

> Civic Technology Community Group,
> Daveed,
> Felipe,
> All,
>
> Hello. Recently, some questions were presented to the group:
>
>
>    1. What would trust signals look like if they were visible and
>    composable across contexts?
>    2. How can emerging W3C technologies support coordination at the
>    interaction level, not just data interoperability?
>    3. What practices or interfaces help people collectively interpret and
>    validate information in real time?
>
>
> Building on these questions, I would like to add:
>
>
>    4. How can we use technologies, in particular AI, to measure these
>    factors (e.g., trust, shared meaning, sensemaking, and cohesion) in
>    computer-mediated groups, teams, and communities?
>
>
> With respect to a subtopic of measuring and evaluating task-focused
> activities, e.g., "collaborative problem-solving", using a search-engine
> AI, I recently discovered the tools and techniques of: epistemic network
> analysis (ENA), discrete time Markov chains (DTMCs), synergy degree model
> (SDM), ordered network analysis (ONA), multidimensional sequence analysis,
> group metacognition measures, interaction analysis model (IAM) framework,
> and the connectivist interaction and engagement (CIE) framework.
>
> Some of these techniques are, interestingly, applicable to the topics in
> questions #1, #3, and #4.
>
> Understanding that a number of existing and emerging tools and techniques
> exist, what do you think about using AI to provide real-time sociological
> measurements and analyses for computer-mediated communication and
> socialization venues, e.g., online bulletin-boards, forums, social-media
> pages, for participants, moderators, facilitators, and managers to be able
> to view and utilize?
>
> That is, in addition to the computer-aided and automated moderation of
> community forums, could AI tools and technologies provide communities'
> participants with useful real-time sociological measurements and analyses?
> Could individual forum posts or threads, discussion sequences, be measured,
> analyzed, and scored for participants with respect to multiple objectives?
>
>
> Best regards,
> Adam
>
>