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
Electrohydrodynamics (EHD) is an interdisciplinary field that combines electrodynamics and fluid dynamics, primarily studying fluid motion driven by electric fields. The mechanisms of EHD arise from the interaction between the electric fields, charged particles and polarization effects within the fluid. This review extends the boundaries of our knowledge about mechanisms of EHD-induced mass transfer. The impact of EHD flow on convective and diffusive mass transfer in gaseous and liquid phases of capillary-porous materials is thoroughly discussed. The review covers the gap between electrohydrodynamics and thermodynamics, serving as a reference for future EHD applications in mass transfer processes. • EHD flow enhances both convective and diffusive mass transfer. • Conjugate effects of heat, momentum, and charge flows on mass transfer have been discussed. • The model of EHD-induced mass transfer was proposed. • The review connects domains of electrohydrodynamics and thermodynamics.
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