Effect of Electrode Patterning on PEM Fuel Cell Performance using Ink-Jet Printing Method
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
The suitability of inkjet printing technology for patterning fuel cell electrodes was investigated. A study on resolution of the inkjet printer showed that micro-scale distinguishable patterns can be fabricated within a spacing of 300 microns. The performance of the patterned and non-patterned electrodes were compared from the polarization plot obtained at a cell temperature of 80 ◦ C and 70% RH with an estimated cathodic loading of 0.075 mg/cm 2 . Preliminary results show that under the current operating conditions, not much change in performance is observed, however the patterned electrodes have the potential to achieve higher limiting currents when the masstransport effects are dominant and is being currently investigated.
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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 | 0.000 |
| 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