Total suspended solid data from streams draining permafrost thaw slumps on the Peel Plateau, Northwest Territories
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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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.021 | 0.014 |
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 source (direct Gemma or distilled Codex), 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".