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
We look at women leaders in the Society for the Psychological Study of Social Issues (SPSSI) as a case study to explore the roots of second wave feminist leadership in psychology and its impact on the acceptance of gender as an important part of the field. Although all psychological organizations excluded many women from leadership until the latter part of the 20th century, the SPSSI, despite the contradiction between its socially activist agenda and exclusionary practices, was unusual because its ideals attracted many accomplished women to become members. In order to provide a richer view of women's professional leadership and its consequences, we conducted a cohort analysis of the personal and professional circumstances of those women elected to office in the SPSSI over the past 70 years. We examine the complex interaction between the internalization of sexist norms, the use of formal and informal social structures (especially those involving collegial networking), political ideology, and social change. Based on our analysis, we suggest that the achievements of individual women appear to be less influential than the development of a critical mass of women leaders with a politically activist agenda and commitment to a social constructionist theoretical frame.
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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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