Polymer-based gas sensor on a thermally stable micro-cantilever
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
Polymer-based sensors have several advantages for gas detection. They can utilize different polymer composite films as their sensing materials, which results in their ability to respond to a wide range of volatiles. However, it is shown that polymer-based sensors suffer from a large temperature sensitivity that causes shift in their volatile response. To overcome this disadvantage, a new design of interdigitated electrodes on a micro-hotplate is proposed. This detector employs a micromachined sensor structure on silicon wafer that maintains a constant temperature throughout the device. Different micromachined sensor structures and substrates were investigated as candidates for constant temperature platforms. COMSOL simulations were performed to investigate the heat transfer profile. Sensor structure and dimensions together with the heater structure were optimized based on the simulation results.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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