Kijibashik: Turn it Around
Bibliographic record
Abstract
Over the last decade, there has been a dramatic increase in the number of incarcerated Indigenous women within Canada’s federal prisons. More than half of these women also identify as single mothers of multiple children, extending the scope of incarceration’s impact across generations. While maternal incarceration has been shown to contribute to a myriad of issues in children, including mental illness and increased mortality, there are few qualitative studies where previously incarcerated Indigenous women have been asked directly about the impact of incarceration on their wellbeing and mothering. This project will utilize a community-based research methodology that centers the voices of previously incarcerated Indigenous mothers by examining the commonalities and distinctions in their lived experiences. We will (1) identify the mental, emotional, spiritual, physical, and relational implications of incarceration for Indigenous mothers, (2) explore Indigenous concepts of motherhood and kinship, (3) identify the unique needs of this population in the criminal justice system, and (4) inform new and existing programs and services directed towards Indigenous mothers involved in the criminal justice system. Semi-structured individual interviews with previously incarcerated Indigenous mothers and Sharing Circles (focus groups) with key stakeholders, including Elders, Healers, and community partners involved in the criminal justice field will form the core knowledge for the project. This project will address a critical gap in public health research concerning the wellbeing of marginalized and incarcerated individuals and contribute significantly to our understanding of the experiences of Indigenous women in the criminal justice system. Through a collaborative partnership with several key Indigenous-centred organizations, the knowledge generated will be used to inform and develop decarceration programming and supports for previously incarcerated Indigenous mothers, establishing concrete measures to reduce the overrepresentation of Indigenous women in the Canadian criminal justice system, now and into the future.
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.
How this classification was reachedexpand
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 | 0.002 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".