Corrections to the conventional approach to Si(Li) detector efficiency
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The contribution to full‐energy peak intensity from coherent or Compton scatter interactions followed by photoelectric absorption was calculated by the Monte Carlo method and found to be significant for photon energies above 30 keV. A multiple‐event term was therefore incorporated in the conventional physical model of detector efficiency. Also, a widely used approximation in the model was made rigorous, thereby removing a source of error. Efficiency measurements with and without an external collimator suggested the need for a further additional term, this one describing incomplete collimation by the internal aperture structure. Measured efficiency curves were least‐squares fitted using the conventional model with and without these corrections and new terms. The deduced detector thickness agreed with the manufacturer's value only when the new terms were used. Copyright © 2004 John Wiley & Sons, Ltd.
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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 | 0.002 |
| 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) | 0.001 | 0.001 |
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