Stretchable electronics: recent progress in the preparation of stretchable and self-healing semiconducting conjugated polymers
Why this work is in the frame
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Bibliographic record
Abstract
With the recent development of printable organic electronics and flexible devices, new strategies are developed and investigated to design conjugated semiconducting polymers with innovative properties such as molecular stretchability and self-healing. This review covers the most recent progress in the preparation of these new materials, with a special emphasis on non-covalent dynamic bonding and other key design elements to achieve such properties in conjugated systems. New strategies and recent developments in high performance fully stretchable organic devices are also discussed. In contrast to previously reported review articles on stretchable electronics, this review focuses on the chemistry of the semiconductors and emphasizes the importance of chemical design in conjugated polymers for achieving stretchability and self-healing capabilities.
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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