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
In the 1980s the Bureaucracy eliminated all knowledge of the past in the wake of a nuclear holocaust. In 2030 André Gervais discovers two metal boxes containing manuscripts, diaries, and other personal papers that have somehow survived and asks an old man, John Wellfleet, to use these documents to discover the past. In doing so, Wellfleet learns the truth about two relatives: his older cousin Timothy Wellfleet, a Montreal TV journalist at the time of the 1970 War Measures Act, and his stepfather, Conrad Dehmel, a German scholar struggling to keep his Jewish fiancée and himself safe from Hitler's Gestapo. Hugh MacLennan skillfully juxtaposes the insanity of life in Nazi Germany, the political climate of Montreal in the 1960s, and the perspective of an old man looking back on the conditions that led to world destruction as the background to an unforgettable love story.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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