Conjugated and Redox Polymer Composites for Organic Electrochemical Energy Storage
Bibliographic record
Abstract
Widespread growth of energy storage technologies comes hand in hand with the penetration of renewable energy sources and the proliferation of electric transportation technologies. This dissertation has focused on the solution-based synthesis of polymer-based composite electrodes for electrochemical energy storage (EES) as a suitable option against traditional inorganic based materials. Emphasis have been placed on the need to incorporate sustainability measures during the process in order to meet the current and future role of EES devices in society. To do so, the design principles defined for the synthesis process included, among others, the need to use aqueous reaction media, incorporation of low-cost and bio-mass derived feedstocks to the electrode fabrication process, avoidance of critical materials, and maintaining the temperature of the individual processes below 250°C. The main result indicates that the electrochemical performance of the nanocomposite materials surpass that of the polymer-based versions of the same.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".