Bibliographic record
Abstract
In this age of e-book readers to hold a book in hand is somehow special. To hold an independently published Sternthal Book in hand is pure aesthetic pleasure. Ian Sternthal is a Montrealer, artist and book publisher who is not afraid to make provocative art and to engage in the battle of the book. The collage pictured here was done by Sternthal and hidden under his bed while he attended Bialik, a private Jewish high-school in Montreal. It was not long before his hidden identity and many talents were unleashed! Hang out with this unique young man on Shtetl on the Shortwave at 11AM on CKUT 90.3FM in Montreal. Podcast available anytime right here or from Shtetl's iTunes . And a few videos. Sternthal Books in collaboration with ZIZ Printshop http://vimeo.com/79522282 An artist profile of Adriana Varella in Brazil by Sternthal Books http://vimeo.com/68327883
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 | 0.000 | 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) | 0.681 | 0.062 |
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".