Helping First Nations children-in-care develop a healthy identity
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
Grounded theory was used to collect and analyze data from a literature review and the lived experience with First Nations participants, a non-First Nations caseworker, and an Indigenous scholar in order to answer questions related to permanency for Aboriginal children-in-care. Assumptions underlying this study were the difference in child-rearing philosophies between First Nations and Western society – specifically as to what practice each culture considers to be in the best interests of the child. Also, negotiating “best interest of the child” lengthens the time it takes for children-in-care to find permanent homes, which may prevent them from achieving the self-confidence that comes from healthy identity formation. Research resulted in identifying effective practices, along with questions for further study. Some effective practices include ensuring the focus of care is on the child, reinforcing the importance of parenting; developing cross-culturally enhanced social work practices; cultural planning; open and custom open adoption; facilitating cross-cultural connections; and the importance of language in cross-cultural understanding.
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 | 0.002 |
| Science and technology studies | 0.007 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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