Table 1.

Cross-technology synthesis of information services and their participatory patterns

 Methodological dimensions
Technology typeTimingMethodEngagementOwnership
Knowledge graphs (6 practices found)Mostly design-led early/late; One constant research-driven and One not-explicit research-design caseCo-construction, PD workshops, mixed-method usability/interviews, annotation workflows, UCD refinementConsult to collaborate/empower; One scientific-participation profileInterpreted ownership in yanyuwa; mostly under-explicit in other KG cases
Neurosymbolic systems (3)Early/late or constant across development/evaluationCollaborative storytelling + AI, requirement workshops/user testing, user-controlled narrative generationInvolve/consult to collaborate -empowerMostly not explicit, with preliminary community-agency framing in narrative-generation work
Linked open data platforms (5)Not explicit or evaluation for first lens; constant/ongoing for second lens.User-oriented portals, collaborative editing, crowdsourced contribution modelsInform/involve to community curation and citizen participationMostly not explicit in justice safeguards
Other ontology/semantic search systems (8)Early, late, ongoing and mixed early + constant patternsOntology engineering (NeOn), semantic search UX iterations, participatory indexing, provenance co-design, community co-design, implicit crowdsourcingInform/consult to collaborate/empower; includes community-agency profilesStrongest ownership signals in inuvialuit, HyperReal, ProvKOS/GTDOnto; others remain under-explicit
Source(s): Author’s own data

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