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
<italic>The Eagle on My Arm</italic> details the journey to recovery of Vietnam veteran Patrick Bradley. Enlisting at the age of eighteen, Bradley was mortified by the scenes in the North Vietnam jungles, and found himself unable to cope. At a psychiatrist’s recommendation, Bradley traveled to the Canadian wilderness where he spent three years studying and documenting bald eagles and their behavior. He made groundbreaking discoveries during his research, linking the use of chemical DDT to the decrease in southern bald eagle populations. Additionally, he made notable progress in his recovery, able to better control his previously unmitigated anger and rage. Bradley teamed up with other veterans to form the Avian Veteran Alliance in 2015, a non-profit that pairs wounded warriors with injured birds of prey. <italic>Where the Eagles Soar</italic>, written by biographers Dava Guerin and Terry Bivens, is one of only a handful of books concerned with the unique link between avian therapy and wounded warrior recovery. Introducing the psychiatric benefits of avian and animal therapy is crucial to the cultural climate regarding mental health, and sheds light on positive and exciting alternatives in the study of PTSD among war veterans.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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