Processed and quality controlled surface fluxes and meteorological observations at Westham Island (CA-Wes)
Bibliographic record
Abstract
Eddy covariance fluxes and meteorological observations at Westham Island (CA-Wes), an eddy covariance tower operated by the University of British Columbia (UBC) Vacouver, over unmanaged grassland site in the Lower Fraser Valley on in the Delta of the Fraser (Delta, BC, Canada) between 2007 and 2009. The site was operated as a rural reference site during the EPiCC project for evaluating models and contrasting urban observations. The flux data processing is described here: https://dx.doi.org/10.14288/1.0103593 Files containing fluxes are organized in monthly comma-separated text files using the naming convention "Westham-Island-EC-XXXX-YY", where XXXX is the year and YY is the month of the year. All flux data has a 30-min time resolution and contains the following fields: Code Station Parameter Height Unit WIUST1 Westham Island (CA-Wes) Friction Velocity 1.75m m / s WITKE1 Westham Island (CA-Wes) Turbulent Kinetic Energy 1.75m m2 / s2 WIQHB1 Westham Island (CA-Wes) Sensible Heat Flux (Best available) 1.75m W / m2 WIQEB1 Westham Island (CA-Wes) Latent Heat Flux (Best available) 1.75m W / m2 WIUSP1 Westham Island (CA-Wes) Wind u-Component (Internal) No. of Spikes 1.75m Count WIVSP1 Westham Island (CA-Wes) Wind v-Component (Internal) No. of Spikes 1.75m Count WIWSP1 Westham Island (CA-Wes) Wind w-Component (Internal) No. of Spikes 1.75m Count WITSP1 Westham Island (CA-Wes) Acoustic Temperature No. of Spikes 1.75m Count WIHSP1 Westham Island (CA-Wes) Water Vapour No. of Spikes 1.75m Count WICSP1 Westham Island (CA-Wes) Carbon Dioxide Molar Density No. of Spikes 1.75m Count WINST1 Westham Island (CA-Wes) Number of Samples (including invalid samples) 1.75m No WIPQF1 Westham Island (CA-Wes) Flux Processing Quality Flag 1.75m Code Files containing meteorology and soil conditions are organized in monthly comma-separated text files using the naming convention "Westham-Island-MET-XXXX-YY", where XXXX is the year and YY is the month of the year. All meteorology / soil data has a 5-min time resolution and contains the following fields: Code Station Parameter Height Unit WIWVA1 Westham Island (CA-Wes) Wind Velocity (Horizontal Scalar Mean) 1.75m m / s WIWVV1 Westham Island (CA-Wes) Wind Velocity (Horizontal Vector Mean) 1.75m m / s WIWDA1 Westham Island (CA-Wes) Wind Direction 1.75m degdeg WIICI1 Westham Island (CA-Wes) Wind Inclination (from Horiz. Plane) 1.75m degdeg WISDA2 Westham Island (CA-Wes) Shortwave Irradiance 1.50m W / m2 WISUA2 Westham Island (CA-Wes) Shortwave Reflectance 1.50m W / m2 WILDA2 Westham Island (CA-Wes) Longwave Downward Radiation 1.50m W / m2 WILUA2 Westham Island (CA-Wes) Longwave Upward Radiation 1.50m W / m2 WINRA2 Westham Island (CA-Wes) Net All-Wave Radiation 1.50m W / m2 WIPSA1 Westham Island (CA-Wes) Barometric Pressure 1.75m kPa WIDTA1 Westham Island (CA-Wes) Air Temperature 0.50m degC WIRHA1 Westham Island (CA-Wes) Relative Humidity 0.50m % WIDTA2 Westham Island (CA-Wes) Air Temperature 2.00m degC WIRHA2 Westham Island (CA-Wes) Relative Humidity 2.00m % WISTA1 Westham Island (CA-Wes) Soil Temperature -0.02m degC WIPCT1 Westham Island (CA-Wes) Precipitation 1.00m mm WICVA1 Westham Island (CA-Wes) Carbon Dioxide Molar Mixing Ratio 1.75m ppm
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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 | 0.001 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".