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
A chemistry professor was among six people killed during a shooting on Sunday at a Quebec City mosque. Khaled Belkacemi, 60, was a professor in the Faculty of Agriculture & Food Sciences at Laval University. “He was a cultured and passionate man and very involved within the faculty,” says Jean-Claude Dufour, dean of the Faculty of Agriculture & Food Sciences at Laval University. “His remarkable contributions will endure despite his sudden passing, which deeply saddens us all.” Belkacemi’s research focused on the use of heterogeneous catalysis in food chemistry and in the conversion of biomass and food waste. He earned an M.S. in chemical engineering from the University of Sherbrooke in 1986 and later earned a Ph.D. from the same university in 1990. He also earned a Ph.D. in chemical engineering from the Algerian Ministry of Higher Education in 1995. “He firmly believed that his work in food engineering should
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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