<scp>EarthScope</scp> Networks in Alaska and Northwestern Canada
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 EarthScope program helped to catalyze fundamental changes in our understanding of the structure and dynamics of the lithosphere and underlying mantle in Alaska and northwestern Canada. EarthScope began in 2004, after several years of planning. The formal program at the National Science Foundation ended in 2018, although considerable instrumentation remained in place after that. EarthScope's legacy includes a long-term increase in geophysical instrumental networks that will enable further scientific discoveries and enhance the monitoring of earthquakes and volcanic eruptions. Instruments installed across Alaska, including in some very remote locations, have become core components of earthquake and volcanic monitoring networks and will continue to serve both basic science and hazard monitoring. These expanded geodetic and seismic networks not only led to new research discoveries, many of them documented or cited in this book, but also dramatically enhanced the ability of agencies tasked with hazard monitoring to do aspects of that work.
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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 | 0.000 | 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) | 0.000 | 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