A sensitive, temperature-compensated, zero-bias floating gate MOSFET dosimeter
Why this work is in the frame
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Bibliographic record
Abstract
A new MOSFET dosimeter consisting of a floating gate sensor transistor and a reference transistor of identical geometry fabricated in close proximity on the same silicon chip is described. Sensitivity is maximized by not overlapping the floating gate with a control gate. The floating gate is precharged prior to irradiation by tunneling. No bias is applied during irradiation. The dosimeter output is the reference transistor gate bias required to give the same drain current in the sensor and reference MOSFETs at the same drain-source bias. Sensitivities up to 3 mV/rad have been achieved. The dosimeter provides excellent first-order temperature compensation. With second-order temperature compensation using an external temperature sensor, doses less than 500 mrad should be resolvable.
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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 | 0.001 |
| 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