Vaporization of Bicomponent Droplets Exposed to Asymmetric Radiant Heating
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
In this work, the fuel vapor distribution around vaporizing bicomponent droplets, exposed to asymmetric radiant heating, is investigated as an extension of prior work done by the authors involving single-component droplets. Acetone/octane and acetone/hexane mixtures (50/50 by volume) are used to explore bicomponent droplet phenomena within the context of asymmetric radiant heating. Planar laser-induced fluorescence images yield acetone vapor molar fraction contour plots, which reveal details of the asymmetries in the vapor distribution. Subsequent analysis of these contour plots leads to conclusions as to the influences of droplet size, droplet component properties, radiant heating temperature, and exposure time based on the characteristics of the vaporization process, including the apparent induction of Stefan flows above the droplet surface. Such phenomena have relevance to the overall fuel vaporization process as well as subsequent ignition and pollutant formation processes.
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 | 0.001 | 0.003 |
| 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