Steady‐State, Scalable Production of Mesoporous Rutile and Brookite Particles and Their Use in Energy Conversion and Storage Cells
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 Mesoporous TiO 2 rutile particles with a cauliflower‐like morphology and an internal structure of self‐assembled nanoneedles were synthesized in a novel Ti IV chloride aqueous‐solution hydrolysis process. In an effort to make nanostructured rutile synthesis cost‐effective and green, the process was conducted at steady‐state in a continuously stirred tank reactor (CSTR) below 100 °C. High TiCl 4 concentration 0.5–1 m yielded rutile, while lowering the concentration to 0.1 m led to the crystallization of brookite nanoplatelets. Apart from phase control, specific surface area of rutile may be tuned via TiCl 4 concentration regulation from 85 to 500 m 2 g −1 . Investigation revealed that low pH/high Ti IV concentration conditions favored direct nucleation of rutile nuclei during steady state that grow radially outward into nanoneedle structured cauliflower particles with nanoscale edgy surface. The unique steady‐state produced mesoporous rutile particles were shown to have excellent light scattering properties in a bi‐layer photoanode structure resulting in 42.5 % increase in photovoltaic efficiency. Brookite nanoplatelets were shown, in addition to their scattering properties, to exhibit stable Li‐ion intercalation functionality.
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