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
Feminist psychology began as an avowedly political project with an explicit social change agenda. However, over the last two decades, a number of critics have argued that feminist psychology has become mired in an epistemological impasse where positivist commitments effectively mute its political project, rendering the field acceptable to mainstream psychology yet shorn of its transformative vision. In this article, we explore the complexity of allying positivism with a transformative project using two illustrative examples from feminist psychology's history. Both Naomi Weisstein, whose work was catalytic in the creation of feminist psychology in the 1970s, and Ethel Tobach, who has consistently fought against sexism, racism, and other forms of injustice as both scientist and citizen, have remained committed to the scientific ideal without losing sight of their political projects. An examination of their efforts reveals the vital necessity, but ultimate insufficiency, of this position for creating large scale social change as well as a need for constant vigilance to the politics of knowledge in which science—and feminism—are embedded.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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