Application of PC104 in a Modified Liquid Scintillator Measuring Apparatus
Why this work is in the frame
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Bibliographic record
Abstract
This paper introduces a data acquisition and control system which took a PC104 module as the core,used WIN98 op- erating system as the platform and adopted VB6.0 as implementation language.The system has been successfully applied into a modified liquid scintillator measuring apparatus,which made the apparatus can measure several specimens with multiple modes such as delay measurement,timing measurement and repeat measurement,and display,save and analyze data acquired.In this paper,the structure of apparatus,the design of hardware and software,and the realization are described in details,and the criti- cal techniques used in the design is also presented.It has been proved by practices that this measuring apparatus has many merits such as easy operation,high automation capacity and high reliability.
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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 | 0.000 | 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