Clinical suggestions for honouring Indigenous identity for helpers, counsellors, and healers: The case of ‘Marsha’
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
As a discussion of clinical issues in counselling in an Indigenous and/or multicultural setting, this paper explores issues associated with the healing and integration of race, identity, and empowerment. The issues are highlighted by a case study of a 36 year old, female, lesbian, Indigenous Canadian, immigrant to Australia. A process of values clarification and identity-reframing is discussed through an exercise called ‘Opening a Sacred Circle’. This process may be used in creating space for personal and social acknowledgment, healing, and transformation during a time when issues of reconciliation, social justice, and mobilisation of Indigenous peoples requires practical, culturally appropriate, flexible, and sensitive responses to issues faced in a ‘post-colonial’ environment.
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 | 0.001 | 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 | 0.000 | 0.000 |
| 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