Toward Active Reflexivity: Positionality and Practice in the Production of Knowledge
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ABSTRACT How should scholars recognize and respond to the complexities of positionality during the research process? Although there has been much theorizing on the intersectional and context-dependent nature of positionality, there remains a disjuncture between how positionality is understood theoretically and how it is applied. Ignoring the dynamism of positionality in practice has implications for the research process. This article theorizes one means of recognizing and responding to positionality in practice: a posture of “active reflexivity.” It outlines how we can become actively reflexive by adopting a disposition toward both ongoing reflection about our own social location and ongoing reflection on our assumptions regarding others’ perceptions. We then articulate four strategies for doing active reflexivity: recording assumptions around positionality; routinizing and systemizing reflexivity; bringing other actors into the process; and “showing our work” in the publication process.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.015 | 0.112 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.010 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it