The Hand that Rocks the Cradle Rocks the Boat: The Empowerment of Women
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
The obstacles to equality for women have changed from external to intrapsychic. The relational characteristics of women, such as nurturing and connecting with others, are now regarded as desirable attributes for the workplace. Adult growth and achievement models are based on the so-called masculine characteristics of separation, individuation, and independence. Relational theory supplies an alternative model called growth-in-connection, which stems from the feminine characteristics of connection, collectivity, and interdependence. Women's fears of exercising power, men's resistance to sharing power, the traditional ways in which women attain power are all concerns that are examined. Real power lies in exercising leadership, which implies risk-taking. Exploring the gender disequilibrium in issues of power--both the female advantage and the female disadvantage-as exemplified by the glass ceiling and its origins--helps to clarify the issues involved in empowerment.
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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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