Counterion Condensation on a Polyelectrolyte near an Electronically Responsive Cylinder
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
The existence of a nearby electronically responsive cylinder can affect the counterion condensation (CC) on a polyelectrolyte (PE) embedded in a dilute solution. This is examined by studying a system consisting of two infinitely long cylinders with parallel axes: one representing the PE, and the other is either metallic or dielectric. Using the Debye−Hückel equation coupled with Manning’s theory of CC, analytical expressions are obtained for the electrostatic free energy per unit length of the PE and the degree of CC. It is found that, in the presence of a metallic cylinder, counterions are gradually released from the surface of the PE as the separation between the PE and the metallic cylinder decreases. Near a dielectric cylinder, depending on its dielectric constant relative to that of the solution, the amount of CC can decrease, increase, or remain unchanged as the PE approaches the cylinder.
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 | 0.002 |
| 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