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
This is a personal narrative of a backpacking trip into the remote mountains that form the backbone of Vancouver Island. It is not a commentary on the value of wilderness experience or therapy, or on what defines notions of wilderness; rather the author, a trauma psychotherapist working with victims of violence, is simply telling a story of journeying into the mountains, accompanied by the pain of being a witness to the grief that this world suffers. As she traverses the ridges, she pays careful attention to her inner landscape of violence and loss and to the external landscape of coastal alpine. The necessity for mindful attention brings her step by step to a deeper place, a place of increasing spaciousness and a sustaining unity. Implicit in the narrative are themes of the interconnectedness of all life, what it means to find our place in the world, and loosening the edges between the self and the rest of life. In the mountains, the author is reminded of her true nature and what it means to live awake in the moment, to commit to what needs to be done.
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 | 0.000 | 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) | 0.012 | 0.005 |
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