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Record W4200526305 · doi:10.5130/ijcre.v14i2.7767

Community Members as Facilitators: Reclaiming Community-Based Research as Inherently of the People

2021· article· en· W4200526305 on OpenAlexaff
José Wellington Sousa

Bibliographic record

VenueGateways International Journal of Community Research and Engagement · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicUniversity Challenges and Reforms
Canadian institutionsUniversity of Regina
Fundersnot available
KeywordsSociologySubjectivityFacilitatorHegemonyGender studiesCommunity engagementPower (physics)Community organizationCommunity buildingCommunity developmentScholarshipPublic relationsPolitical scienceEpistemologyLaw

Abstract

fetched live from OpenAlex

This article aims to rethink the positionality of community in community-based research collaboration and advocate the need for community members to facilitate CBR processes to counter power imbalances in community-university engagement. I reflect on my lived experience as a community-based facilitator through a feminist post-structural lens focused on the interplay between concepts such as subjectivity, margin-centre and performativity. I argue that, despite the community-engaged scholarship egalitarian ideal, university-community engagement still echoes the old researcher-researched binary in which academics remain the hegemonic pole. In addition, as a medium of power/knowledge, the university fabricates the community and its marginality. Thus, a margin-centre relationship is established, in which community groups must claim their marginality to receive a share of the centre (the university), such as research skills and information. In these margin-centre dynamics, university and community can be understood as identities and subject positions to be taken up by individuals. In essence, these positions are expressions of regulatory power that normalises subjectivities, a condition in which individuals exist as subjects in the social space. Insights from the work of Judith Butler lead to the understanding that, in order to conceive community members as CBR facilitators, normalised and stabilised binary identities (university-community) should be unsettled. This entails individuals who are subjected as ‘the community’ to escape subjection by moving towards recognition of a subjectivity that is not prescribed or is still marginalised within the discourse. In escaping subjection, community groups may exercise power in order to establish new power relations in which CBR becomes more community-led, yet still collaborative.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.097
metaresearch head score (Gemma)0.079
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.097
Threshold uncertainty score0.514

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0970.079
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.002
Science and technology studies0.0240.113
Scholarly communication0.0270.041
Open science0.0050.043
Research integrity0.0080.011
Insufficient payload (model declined to judge)0.0040.001

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 head0.403
GPT teacher head0.478
Teacher spread0.075 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations7
Published2021
Admission routes1
Has abstractyes

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