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
Unter den Lyrikern Kanadas, die seit den 1960er Jahren hervortraten, gilt Al Purdy als der kanadischste, eine nationalliterarische Leitfigur. Kein anderer Dichter des Landes bemühte sich um eine so flächendeckende lyrische Erfassung der unterschiedlichen Regionen vom heimatlichen Süd-Ontario bis zum äußersten arktischen Norden, von den Cariboo-Bergen in British Columbia bis zur Küste von Neufundland; keiner versuchte so beharrlich, die von den Pioniertagen bis in prähistorische Zeit zurückreichende Landesgeschichte in ihrer vielseitigen Bedeutung für das zeitgenössische Bewusstsein aufzuzeigen. Aufgrund seiner Lebenserfahrung bewahrte sich Purdy eine robuste, unakademische Sensibilität gegenüber dem Leben wie der Literatur.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 0.024 |
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