Indigenous Cultural Safety Trainings for Healthcare Professionals Working in Ontario, Canada: Context and Considerations for Healthcare Institutions
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
Background: Racism and discrimination are realities faced by Indigenous peoples navigating the healthcare system in Canada. Countless experiences of injustice, prejudice, and maltreatment calls for systemic action to redress professional practices of health care professionals and staff alike. Research points to Indigenous cultural safety training in healthcare systems to educate, train, and provide non-Indigenous trainees the necessary skills and knowledge to work with and alongside Indigenous peoples using cultural safe practices grounded in respect and empathy. Objective: We aim to inform the development and delivery of Indigenous cultural safety training within and across healthcare settings in the Canadian context, through repository of Indigenous cultural safety training examples, toolkits, and evaluations. Methods: An environmental scan of both gray (government and organization-issued) and academic literature is employed, following protocols developed by Shahid and Turin (2018). Synthesis: Indigenous cultural safety training and toolkits are collected and described according to similar and distinct characteristics and highlighting promising Indigenous cultural safety training practices for adoption by healthcare institutions and personnel. Gaps of the analysis are described, providing direction for future research. Final recommendations based on overall findings including key areas for consideration in Indigenous cultural safety training development and delivery. Conclusion: The findings uncover the potential of Indigenous cultural safety training to improve healthcare experiences of all Indigenous Peoples. With the information, healthcare institutions, professionals, researchers, and volunteers will be well equipped to support and promote their Indigenous cultural safety training development and delivery.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.022 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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