System Closure in an Integrated Newsprint Mill, Practical Application of the Genetic Algorithm
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
Une methode nouvelle a ete developpee et appliquee a une usine integree de papier journal au Quebec afin de determiner des strategies novatrices de fonctionnement en circuit ferme. Elle combine l'algorithme genetique et la programmation mathematique. Les circuits d'eau blanche sont definis en termes de sources et de demandes. Le probleme est de trouver la meilleure combinaison possible de connexions de source et de demande selon la fonction objective et les contraintes du probleme. Nous avons developpe une simulation qui comprend toutes les operations majeures de l'usine et l'avons utilisee pour evaluer le degre de contamination des circuits de fabrication pour les solutions proposees.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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