High-resolution hydrometeorological data from seven small coastal watersheds, British Columbia, Canada, 2013-2019
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 data set contains the first five water years (Oct 1, 2013 – Sep 30, 2019) of continuous stream discharge, rain, total precipitation, snow depth, air temperature, wind, relative humidity and solar radiation records from seven hydrometric and fourteen meteorological stations for seven small watersheds at Calvert and Hecate Islands, British Columbia, Canada. Hydrometric stations are installed near the outlet and meteorological stations are installed in a tight network spanning the entire elevation gradient. The stations are connected to a telemetry network facilitating online data storage to overcome accessibility issues related to the observatory’s remote setting. Streamflow was measured using a novel automated method, and quantitative uncertainty estimations are provided with the streamflow data. All data are provided at the hourly time-step. High data quality is assured through systematic and thorough quality control methods.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.006 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 0.023 |
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