Configurability in a Diagnostic Expert System for Paper Machine Dryer Sections
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 "Paper Drying Expert System" (PDES) prototype is being developed as a diagnostic consultant for troubleshooting dryer sections of paper machines. It is currently undergoing validation in two pulp and paper mills, scheduled to be completed in September 1994. A requirement that the PDES be configurable for many possible dryer configurations is a major consideration. This paper describes the project with a focus on how this requirement is satisfied in the design. Keywords: diagnosis, troubleshooting, expert system, paper making. Introduction A "Paper Drying Expert System" (PDES) prototype is being developed as a diagnostic consultant for troubleshooting dryer sections of paper machines. A requirement that it be configurable for many possible dryer configurations is a major consideration. The purpose of this paper is to describe the project with a focus on how this requirement is satisfied in the design. The project has five partners, i.e., three pulp and paper companies, one manufac...
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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 | 0.001 | 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) | 0.000 | 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