Depinning of water droplets from a horizontal solid surface by wall-bounded shear flows
Why this work is in the frame
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Bibliographic record
Abstract
Liquid droplets depinning due to shear flow aerodynamic loading is relevant to a range of engineering applications. Factors influencing depinning include droplet volume and submergence, shear flow velocity profile and acceleration, and surface wettability. A series of experiments are performed to assess the critical depinning velocity of liquid droplets subjected to an accelerating (i) laminar boundary layer, and (ii) slot jet at varying impingement angles. Critical depinning velocity, cast into a nondimensional critical Weber number, is found to be strongly related to a newly introduced volumetric shape factor, which encapsulates droplet shape and related aspects of substrate wettability.
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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) | 0.001 | 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) | 0.001 | 0.002 |
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