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
Ionic polymer metal composites (IPMCs) are one of the newest and most promising materials being studied for their electromechanical properties. They are robust and light-weight, and can be fabricated easily into nearly any desired size or shape. It is already well known that IPMCs, if prepared properly, can produce large macro-bending deformations while under low driving voltages or, conversely, produce measurable electric signals (sensing) when deformed. The recent discovery of capacitative behavior in dry-prepared IPMCs has led to the development of high energy density devices. Here we report on a single-step microfabrication of metal electrodes to produce ionomer composites sandwiched between two thin metal films. These composites exhibit a capacitance per unit planar area of ~1.0 mF cm <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">-2</sup> , or 40 mF/g, for a 127 μm-thick ionic polymer substrate with 100-nm thick Au (5 nm-thick Cr for adhesion) electrodes. We further report on the scalability of these devices. These composites could open the door to high energy density, flexible, and scalable thin films needed to meet the energy storage solutions of the future.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| 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