CDF data of VLF/ELF measurements at Athabasca, Canada
Bibliographic record
Abstract
CDF Data of ISEE VLF/ELF antenna observation at Athabasca, Canada cooperated by the Athabasca University. 9min50s spectrum is available in every 10 min. The sampling frequency is 100 kHz and the sensitivity has a peak at 8 kHz from February 19, 2012 to November 11, 2015. There are no data from February 27 to September 22, 2012 due to noisy operation near the AUGSO building. The sampling frequency was reduced from 100 kHz to 40 kHz at 05:30 UT on November 12, 2015. The channel is reduced from 4ch to 3ch at 23:50 UT on October, 2016 (riometer channel is removed). Only one channel (VLF-EW): N-S antenna measuring east-west magnetic field variation.
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.
How this classification was reachedexpand
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.006 | 0.007 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".