CRC-COVLIB: A Publicly Available Propagation Resource to Facilitate Wireless Signal Predictions Utilizing Geospatial Data and Propagation Models
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
This paper provides details on CRC-COVLIB, a propagation resource to facilitate large-scale simulations for interference and coverage analyses. This publicly available resource is comprised of a library of propagation models and geodata extraction capabilities for propagation predictions for terrestrial and non-terrestrial applications. The capabilities of the propagation resource are outlined through an assessment of International Telecommunication Union - Radiocommunication recommended models for predicting propagation characteristics millimetre-wave bands. A model of a dense urban environment was implemented for simulations using the ITU-R P. 1411 and ITU-R P. 452 propagation models.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.001 | 0.001 |
| 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