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
An American who has lived in Vancouver, Canada since the 1960s, William Gibson is a one-man brand for speculative fiction, a sort of Steve Jobs of prose narrative, the man who—as a note in a recent MoMA exhibition put it— is “credited with having coined the term ‘cyberspace,’ and having envisioned both the Internet and virtual reality before either existed.” Gibson’s recent collection of essays, Distrust That Particular Flavor, shows him writing on the future for Wired, Time, Rolling Stone, Forbes, and the Whole Earth Catalog, and addressing audiences at the annual BookExpo America in New York and the Director’s Guild in Los Angeles. Taken together, all of this makes his latest novel, The Peripheral, appear as much the expression of an entire culture as a book written by a single person, a vision of the future that comes to us with the stamp of approval of the West’s most powerful cultural arbiters.
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) | 0.001 | 0.002 |
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