Interannual thermal-regime variability of two lakes in British Columbia, Canada : implications for climate change
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 study examines the inter-annual variability of the thermal regime of two lakes, Quesnel Lake a very long residence-time lake and Kamloops Lake a short residence-time river-dominated lake. The changes are compared to local climate conditions as well as inter-annual variability associated with the El Nino Southern Oscillation (ENSO). Observations include that higher air temperatures in El Nino years are associated with higher surface water temperature, as well as earlier onset and longer duration of summer stratification. Observed lake heat content calculated from temperature profiles balanced well with the sum of heat fluxes calculated from meteorological data. Results indicate differences in the importance of heat flux components to the heat budgets of these lakes especially the river throughflow in Kamloops Lake. Since climate projections indicate more warming for this region the different potential impacts to the thermal regime of these lakes should be considered in environmental and resource management decisions.
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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 | 0.000 | 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it