Total suspended solid data from streams draining permafrost thaw slumps on the Peel Plateau, Northwest Territories
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 dataset represents a compilation of total suspended solid (TSS) concentrations (in mg/L) and watershed yields (in mg/s/km2) for streams draining watersheds that are, and are not, affected by permafrost thaw slumps on the Peel Plateau, Northwest Territories, Canada. Data were compiled to contribute to a figure in the following manuscript: SV Kokelj, J Kokoszka, J van der Sluijs, ACA Rudy, J Tunnicliffe, S Shakil, S Tank, and S Zolkos. Slope thermokarst transforms permafrost preserved glacial landscapes and effects propagate through Arctic drainage networks. In preparation for submission to Cryosphere Discussions. These data show differences in TSS yields between watersheds that are, and are not, affected by permafrost thaw-enabled slumping in the western Canadian Arctic. Collection dates and site information are provided with the dataset.
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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 | 0.001 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.024 |
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