Investigating Canada's Lithosphere and earthquake hazards with portable arrays
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 multi‐institutional research initiative, POLARIS, is providing scientists with unprecedented opportunities to map Earth structure and assess earthquake hazards across Canada. By completion of the initiative's installation phase in August 2005, deployments of POLARIS (Portable Observatories for Lithospheric Analysis and Research Investigating Seismicity) instruments will include 100 telemetered broadband seismograph systems, 10 with continuous‐recording magnetotelluric (MT) devices (devices that record natural variations in the geomagnetic field). Data from these observatories are transmitted by satellite (with a latency of 5 s) to data acquisition hubs in London (Canada) and Ottawa, where they are made available in near real‐time by an automatic data‐request manager (AutoDRM). Conceived in 2000 by an interdisciplinary group of 10 geoscientists, the 4‐year, C$11 million infrastructure project is fostering strong partnerships between academia, government laboratories, and the private sector.
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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