Rhythm of the Pulse: South Asian Traditional Healers and their Healing Practices in Toronto
Bibliographic record
Abstract
South Asians in the diaspora use a wide variety of traditional healers and healing practices, such as Ayurveda, Unani, Sahaja, Shamanism, Sidda, homeopathy, naturopathy, babajis (wise men), pundits and granthis (holy men) and jyotshis (fortune tellers or astrologers). Outside of the communities directly involved in these healing traditions, not much is known about the healers and the kinds of healing practices they engage in. This research explores and offers insights into South Asian traditional healers and their healing practices in the Greater Toronto Area, in Canada. The work of six individuals (five males and one female) who identified as South Asian traditional healers is discussed; they described their healing practices, shared issues related to assessment and treatment of patients' presenting problems, and talked about collaboration between Western healthcare practitioners and themselves. Interviews were analyzed using grounded theory.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.014 | 0.005 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".