AEROSOL CHARACTERIZATION OF CONCENTRIC PNEUMATIC NEBULIZER USED IN INDUCTIVELY COUPLED PLASMAMASS SPECTROMETRY (ICP-MS)
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
A type-C all-glass concentric pneumatic nebulizer (CPN) widely used for sample introduction in inductively coupled plasma mass spectrometry is characterized. Although the fundamentals of the spray formation in CPN and (ICP-MS nebulizers in general) is similar to mechanical engineering nozzles, the specific design, the geometry, dimension, and nominal flow regimes of the former require separate characterization. As investigated in this paper, the well-known Nukiyama-Tanasawa (NT) correlation leads to erroneous size prediction. In this study, an optimization to the NT model together with characterization for spray velocity is presented. The efficiency of the nebulizer under different gas and liquid flow rates is determined, and finally the characterization results of size and velocity are employed into a maximum entropy principle model to predict the velocity and size distributions of the sprayed aerosol.
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 | 0.001 |
| 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