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Record W3027064100 · doi:10.1111/cars.12283

Working the Project: Research Proposals and Everyday Practices for Emerging Feminist Researchers

2020· article· en· W3027064100 on OpenAlexaff
Janna Klostermann, Samantha McAleese, Lauren Montgomery, Sarah Rodimon

Bibliographic record

VenueCanadian Review of Sociology/Revue canadienne de sociologie · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicQualitative Research Methods and Ethics
Canadian institutionsCarleton University
Fundersnot available
KeywordsSociologySolidarityEveryday lifeCompassionPublic relationsEngineering ethicsPolitical sciencePoliticsEngineeringLaw

Abstract

fetched live from OpenAlex

Seeking to support graduate students in engaging in feminist sociological research, we provide guidance on "working the project"-working collaboratively and creatively to foster compassion and solidarity as we bring diverse research projects to fruition. We offer reflections on our everyday experiences and struggles as emerging feminist researchers, including with writing research proposals. We also include four condensed research proposals - on the social organization of care work, sex work, criminal justice, and abortion care - to support fellow students in the process. Spurring collaborative, fun and inclusive ways of working, we speak to feminist scholar-activists who may require additional support in navigating the social relations of academe, while contributing to collective projects of investigating and remaking the social organization of everyday life.

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)0.068
metaresearch head score (Gemma)0.167
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesMetaresearch, Science and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.770
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0680.167
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.009
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
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 head0.777
GPT teacher head0.607
Teacher spread0.170 · 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 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

Citations6
Published2020
Admission routes1
Has abstractyes

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