Electrochromic materials for display applications: an introduction
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
An electrochromic device (ECD) is a non-emissive device similar to a liquid crystal display device (LCD). Electrochromism offers a way to modulate light which can be used in various optical devices. Main uses are in displays where there is a need to adjust the transmission of light while still being able to see through the window, or to show a changing message that need to be read from a variety of angles. Its main advantage is the 'ink-on-paper' appearance that gives good viewing properties from various angles. Current research in electrochromism is directed towards improving the contrast ratio and increasing switching speed. New and better materials that give improved properties to the devices is also a focus of research. This article is a primer on the subject, explaining how electrochromic devices operate, the nature of the device, its manufacture, its optical properties and applications. The paper concentrates on inorganic materials because they offer better stability and cyclability. Inorganic materials change colour with a double injection of ions and electrons; organic electrochromic materials change colour by electro redox reaction. 41 refs., 9 figs.
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 | 0.001 | 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