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 paper provides a synopsis of research on arctic hydrology conducted in the catchment of the McMaster River, a river in the Canadian High Arctic that bears the name of our University. In snow hydrology, we found that terrain strongly affects the redistribution of the snow cover, and the weather stations sometimes register only half or one-third of the snow measured in their nearby areas. Snowmelt is dominated by radiation energy input and by sensible heat flux when the snow cover becomes patchy. Coldness of the snow leads to refreezing of the meltwater to form ice lenses, the most prominent being basal ice formed at the snow-ground boundary. Infiltration of meltwater into frozen ground depends on the soil materials but is limited compared with total melt. Much of the melt-water then runs off on slopes. Surface flow diminishes when thawing of the active layer above the permafrost enlarges the water storage capacity. Between the active layer and the atmosphere, vertical exchanges occur through such processes as evaporation and rainfall infiltration. Stream-flow regime reflects the dual control of snow and permafrost hydrology, yielding high flows during the melt season, followed by summer flows influenced by active layer processes. [Key words: snow cover, snowmelt, permafrost, arctic hydrology.]
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) | 0.020 | 0.001 |
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