Bibliographic record
Abstract
Abstract Snowmelt runoff has major influence on water supply and hazards for many temperate and polar regions. The magnitude and timing of runoff depend on the processes of snow accumulation and melt, which are controlled by factors that include latitude, topography, and land use. The amount of runoff production is affected by meltwater loss to evaporation and infiltration, the latter is often limited by frozen soil conditions. Runoff is delivered as flow in the snow, overland flow on bare ground, channeled flow in rills and interhummock cracks, or as subsurface flow in organic soils. The flow may be modified by the presence of snow or river ice in the channels, which often causes runoff delay and amplification of peak flows. Streamflow hydrographs for small basins typically show diurnal cycles with high discharge during warm days and declines in the cool and terminating periods of snowmelt. Hydrographs of large basins are an integration of the runoff patterns of their subbasins. In terms of snow management, the control of snowmelt floods is a consideration, yet many arid regions look to snowmelt runoff as a source of water supply.
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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.070 | 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".