Bibliographic record
Abstract
Series from first manuscript with a working title of "The Terrorist", (a book of love poems): This manuscript is unique as it is about a topic in current consciousness, terrorism, but it is book of poetry of unrequited love by an Arabic man. I used Arabic and French througout and will still need a formal editor - Ken Babstock will be editing my manuscript in the next couple of months. My poems are uniquely set in between a natural and social landscape. I have used symbols from Egyptian history, birds, world geography including Canadian & Tunisian, love, sex, violence, anger, music, ekphrasis, rage, lust, longing. I do not seek to find answers, but simply went into this process unconsciously with brutal honesty and went into my self on a level I didn't even know was possible. I believe this is the process of individuation that Carl Jung termed in the early 20th century. It was excrutiating and exciting. I hope readers will find their own experience in my poems and feel great emotion, as I think all good art creates emotion.
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 | 0.000 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.037 | 0.004 |
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".