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Record W4408420473 · doi:10.1177/08861099251326943

Doing Research Differently: Fostering Relational Ethics in Research Teams

2025· article· en· W4408420473 on OpenAlexaff
Lindy Van Vliet, Sarah Tarshis, Katherine Occhiuto, Sarah Todd, Ruxandra M. Gheorghe, Pamela Grassau

Bibliographic record

VenueAffilia · 2025
Typearticle
Languageen
FieldMedicine
TopicEthics in Clinical Research
Canadian institutionsMcGill UniversityCarleton University
Fundersnot available
KeywordsEngineering ethicsResearch ethicsSociologyPsychologyPolitical scienceEngineering

Abstract

fetched live from OpenAlex

Feminist research methods have been historically collaborative and team-based, using the expertise of multiple researchers to analyze complex social problems. However, while feminist research teams often aim to be non-hierarchal and push against pre-existing power structures, they still exist within the neoliberal university which mediates how this resistance shows up. In this paper, we reflect on how a relational ethics of care can act as a disruptor to neoliberal academia. We offer reflections from a feminist research group on how we adopted a relational ethics of care and the impact it had on the research process. This article is not meant to be a guidebook for how to show care and resist neoliberal academic structure, but rather we hope to contribute to the ongoing conversations about how we can show up for each other and ourselves as researchers and beyond. We share this story in an attempt to foster a hopefulness within the messiness of relational research processes that have the potential to cultivate more compassionate and caring ways to conduct research.

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)0.048
metaresearch head score (Gemma)0.095
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.376
Threshold uncertainty score0.982

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0480.095
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.002
Research integrity0.0010.021
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 head0.871
GPT teacher head0.713
Teacher spread0.158 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
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

Citations1
Published2025
Admission routes1
Has abstractyes

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