MétaCan
Menu
Back to cohort
Record W7101432394 · doi:10.21083/crrf.v27i1.8632

Resilient e-community initiatives and partnerships in remote and rural First Nations

2025· article· W7101432394 on OpenAlexafffundabout

Bibliographic record

VenueProceedings of the Canadian Rural Revitalization Foundation · 2025
Typearticle
Language
FieldComputer Science
TopicDigital Media and Visual Art
Canadian institutionsUniversity of New Brunswick
FundersSocial Sciences and Humanities Research Council of CanadaUniversity of Toronto
KeywordsResilience (materials science)Local governmentLocal communityGovernment (linguistics)Community resilienceCommunity developmentCommunity organizationLocal economic developmentGeneral partnership

Abstract

fetched live from OpenAlex

Canada’s First Nation leaders have adopted the e-community approach for their local broadband development. Services supported within the e-Community include e-health, e-learning, e-business and e-work as well as supporting community members’ activities ranging from online banking to networking with social media. The chiefs directed their national organization, the Assembly of First Nations, to drive the e-community development at all levels of government (Whiteduck, 2010). E-community is fueled by the desire of First Nations to own, control, and manage their local infrastructure and online services. Community infrastructure has been identified as an indicator of community resilience (Kimayer, 2009). This presentation highlights the importance of locally owned and managed telecommunication infrastructure supporting First Nation e-community and local resilience. E-community provides choices for local people to remain in their communities and contribute to the growth and positive development in these challenging environments. First Nations organizations are developing comprehensive e-community initiatives in collaboration with their member First Nations as intermediary delivery agents. My presentation highlights how local broadband infrastructure is supporting community resilience through social and economic developments. The research findings provide evidence for national and regional programs to support First Nation ownership, control and management of local infrastructure and broadband-enabled services.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.765
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.002
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.033
GPT teacher head0.287
Teacher spread0.254 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueProceedings of the Canadian Rural Revitalization FoundationSame topicDigital Media and Visual ArtFrench-language works237,207