Flirting with Death: Finitude, Tradition, and Leisure during the COVID-19 Pandemic
Bibliographic record
Abstract
In this hermeneutic phenomenological study I explored and interpreted the lived experiences of leisure of 11 African women immigrants living in Canada during the COVID-19 pandemic before the availability of vaccines. Gadamer’s theory of hermeneutic experience and Aristotle’s leisure philosophy afforded the philosophical bedrock. In-depth, online interviews were augmented with visual methods. After the initial shock of multidimensional loss as pandemic restrictions took hold, women quickly regrouped and were both courageous and resilient. They turned to their Christian faith to sustain them, making do with online services and finding solace in worship. The family circle sustained, and the home became a hive for leisure. Creative leisures were enthusiastically engaged in, and gardening, cultivating, and harvesting were essential to well-being. Through it all, the African ethic of ubuntu permeated their way of being and uplifted them even in the presence of plague and death.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.020 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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".