What grade are you in? On being a non-binary researcher
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
In this article, I draw on my experiences as a non-binary researcher in a high school to interrogate the normative construction of adulthood. I centre the discussion on the concept of adulthood in order to interrogate a presumption within the field of education that all researchers are recognized as adults. I argue that a person’s adherence to cisheteronormative logics is an integral aspect of being recognized as an adult and that people who do not move in legible ways along a socio-culturally prescribed trajectory of growing up can instead be positioned as non-adults. I explore the complexities of generating research in an age-striated space as a person who is not read as an adult. I argue that non-adults navigate distinct challenges as well as unique possibilities in education research because of their divergent ways of moving through field sites. I assert that grappling with questions of adulthood is necessary for youth-focused education research and end with ideas on what this thinking may make possible for future methodological work.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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