Ambient‐Air‐Processed, Solution‐Based Organic Photovoltaics and Photodetectors
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
Abstract Organic photovoltaics (OPVs) and organic photodetectors (OPDs), which use conjugated polymers and molecules as photoactive materials, hold significant promise for energy harvesting and sensing applications due to their customizable optoelectronic properties, potential mechanical flexibility, and compatibility with low‐cost, high‐throughput manufacturing. However, OPV and OPD research to date has typically relied on device fabrication in controlled environments (e.g., glove boxes filled with inert gases) and vacuum‐deposited (rather than solution‐processed) electrodes, limiting scalability and increasing manufacturing complexity and cost. This review explores these challenges by surveying the development of ambient‐air‐processed, solution‐based (APSB) OPVs and OPDs, which not only use solution‐processed electrodes but are also entirely fabricated under ambient conditions. Various solution processing techniques, solution‐processed electrodes, and the performance of APSB OPVs and OPDs are comprehensively examined, offering insights for future research to advance these technologies toward ultra‐low‐cost optoelectronics and energy harvesting.
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