Deposition of Aerosols in the Lungs: Particle Characteristics
Why this work is in the frame
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Bibliographic record
Abstract
Of the various particle properties that affect deposition in the respiratory tract, particle diameter and particle density are the most commonly considered, since their effect on deposition is well known and important, as has been discussed earlier in this chapter. However, there are several other particle properties that can affect particle deposition in the lungs. These include: 1) electrostatic charge on the particle, which can cause electrostatic forces to enhance deposition; 2) the shape of the particle, which can cause its trajectory to differ from that of a spherical particle and thereby alter its deposition; and 3) volatility of the particle i.e., its ability to condense or evaporate at its surface, which can change its diameter and in turn affect its deposition. In this section, we examine each of these three factors individually.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 |
| 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