Welfare Reform and the Empowerment of Poor 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
ABSTRACT The following paper provides an analysis of the 1996 Personal Responsibility and Work Opportunity Reconciliation Act (PRWORA) and the specific impact of this legislation on poor women and children. It is argued that the current political/policy climate demands that helping professionals need to rethink their intervention methods in working with poor women. Proposed is an innovative response to the needs of this constituency which utilizes Freire's (1971) theories of popular education and “conscientization” as a model. The proposed model is founded on the belief that in order to achieve lasting change and real self-sufficiency women welfare recipients will need to begin to recognize themselves as political beings with the potential for exercising both individual and collective power. Moreover, it is argued that social workers and other frontline professionals have a critical role to play in the promotion of social justice, and social action on behalf of the poor clients they serve.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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