ERT datasets of the article "Life cycles and polycyclicity of mega retrogressive thaw slumps in arctic permafrost revealed by 2D/3D geophysical and long-term retreat monitoring"
Bibliographic record
Abstract
This data set provides electrical resistivity tomography (ERT) data related to the article "Life cycles and polycyclicity of mega retrogressive thaw slumps in arctic permafrost revealed by 2D/3D geophysical and long-term retreat monitoring" on Herschel Island, Canada starting in 2011. For each ERT profile presented in the paper, we include two raw data files: an apparent resistivity text file and a coordinate/topography text file. The apparent resistivity text file shows each quadrapole configuration, the position (in meters) of the current (C) and potential (P) electrodes, and the apparent resistivity (in ohm-m). The coordinate/topography files contain the elevation (in meters) associated with each survey position (in meters), as well the latitude and longitude of the survey start and end points. For all files, the position refers to surface distance (not true horizontal distance). The text files are named according to the figure caption. For Figure 12 (containing seven ERT profiles parallel to the coastline at slump D), the filenames contain a distance value (e.g., 15 m), indicating that the survey was carried out 15 m away from the coastline.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".