Potential Barriers to Aboriginal Teenaged Mothers' Access to Maternal and Parental Benefits
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
This chapter uses available data to examine the ways in which federal and provincial maternity, maternal, or parental benefits are likely to receive less income than others because of their lower income and parental leave programs may have a differential impact on Aboriginal teen mothers as compared to other Canadian parents. This is done through analysis of the employment and income characteristics of Aboriginal teen mothers in relation to the benefits and eligibility criteria for maternity and parental leave programs. It is concluded that Aboriginal teen mothers are less able to receive these benefits because they are less likely than others to meet the minimum requirements for hours of insured employment. In addition, those Aboriginal teens who meet the qualifying employment levels may be unable to take advantage of parental benefit options open to couples because they are more likely to be lone parents. It is also found that the Quebec Parental Income Plan is more generous and flexible than those in other provinces and its provisions would be especially beneficial to Aboriginal teen mothers. Recommendations for further research are provided.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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