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 Marriage promotion is a controversial US antipoverty policy that emerged as part of the 1996 Personal Responsibility and Work Opportunity Act, which sought to end dependence on government benefits by promoting marriage and self‐sufficiency and making work‐related activities mandatory to receive aid. Marriage education and promotion activities have been supported by federal welfare funds through the Healthy Marriage Initiative (2002–2011) and the Fatherhood, Marriage, and Family Innovation Fund (2011–2015). Supporters of this policy argue that single parenthood is a cause of poverty and that encouraging and strengthening marriage through relationship education services is a plausible poverty‐reduction strategy. Critics argue that marriage promotion is an ideologically driven policy that obscures the structural causes of poverty and diverts funds from programs that directly benefit families living in poverty. Marriage promotion activities are being funded through 2015. Their longevity suggests that they have become established public policy.
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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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