An Analytic Glossary to Social Inquiry Using Institutional and Political Activist Ethnography
Bibliographic record
Abstract
This analytic glossary, composed of 52 terms, is a practical reference and working tool for persons preparing to conduct theoretically informed qualitative social science research drawing from institutional and political activist ethnography. Researchers using these approaches examine social problems and move beyond interpretation by explicating how these problems are organized and what social and ruling relations coordinate them. Political activist ethnography emerges from, and extends, institutional ethnography by producing knowledge explicitly for activism and social movement organizing ends. The assemblage of vocabulary and ideas in this word list are new, and build on existing methodological resources. This glossary offers an extensive, analytic, and challenging inventory of language that brings together terms from these ethnographic approaches with shared ancestry. This compilation is designed to serve as an accessible “one-stop-shop” resource for persons using or contemplating using institutional and political activist ethnography in their research and/or activist projects.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.019 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.020 | 0.023 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.009 | 0.009 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.037 | 0.011 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".