Bibliographic record
Abstract
This poetic inquiry paper is a reflection on the phenomenon of self-immolation committed as compassionate protest. Whether the self-directed social protest of Vietnamese monk, Thích Quảng Đức, and Tibetan monastics and lay people, expresses selfless, altruistic action, dedicated to the greater good, merits reflection. Individuals seeking social justice in today’s troubled times may be interested in cultivating ahimsa, or non-violence, within themselves before attempting to implement it within their communities. In brief, they should change themselves before they change the world. With self-compassion that broadens to loving kindness and compassion for all, they may try to understand those from whom they seek justice before they commit to action. This inquiry concludes with ekphrastic poetry, “interpreting, troubling and addressing” (poets.org) the Tibetan painting, “Wheel of Life,” a depiction of the Buddhist concept of the “three poisons,” ignorance, desire, and anger, and contemplates their antidotes.
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 | 0.004 | 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 | 0.011 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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; both teacher heads agree on what is shown here.
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".