Supplementary material to "An open source refactoring of the Canadian small lakes model for estimates of evaporation from medium sized reservoirs"
Bibliographic record
Abstract
ALBSLGAT SnowPackAlbedo Snow albedo [ ] ALBSLROT SnowPackAlbedo_In Snow albedo [ ] (ROT) ALILROT DiagTotalNIRAtLakeSurface_In Diagnosed total near-infrared albedo of lake surface [ ] (ROT) ALVLGAT DiagTotalVisAtLakeSurface Diagnosed total visible albedo of lake surface [ ] ALVLROT DiagTotalVisAtLakeSurface_In Diagnosed total visible albedo of lake surface [ ] (ROT) ASIDROT SnowAlbedoNIR_In Optional user-specified value of snow near-infrared albedo to override CLASS-calculated value [ ] (ROT) ASILGAT SnowAlbedoNIR Optional user-specified value of snow near-infrared albedo to override CLASS-calculated value [ ] (ROT) ASVDROT SnowAlbedoVis_In Optional user-specified value of snow visible albedo to override CLASScalculated value (ROT) ASVLGAT SnowAlbedoVis Optional user-specified value of snow visible albedo to override CLASScalculated value (ROT) BCSNROT --Removed, had no purpose BLAKGAT ExtinctionCoeff Beers Law Parameter -extinction coefficent (ROT) BLAKROT ExtinctionCoeff_In Beers Law Parameter -extinction coefficent (ROT) CDHGAT SurfDragCoeffForHeat Surface drag coefficient for heat [ ] (CDH) CDHROT SurfDragCoeffForHeat_In Surface drag coefficient for heat [ ] (CDH) CDMGAT SurfDragCoeffForMomentum Surface drag coefficient for momentum [ ] (CDM) CDMROT SurfDragCoeffForMomentum_In Surface drag coefficient for momentum [ ] (CDM) CGRAV --Acceleration due to gravity [m s-1], removed and just used GRAV instead since they are equivilant CKARM --Von Karman constant [-], removed and just used VKC CLHMLT LatentHeatOfFreezingH2O Latent heat of freezing of water [J kg-1], defined as 0.334 x 10^6 CLHVAP LatentHeatOfVaporizationH2O Latent heat of vaporization of water [J kg-1], defined as 2.501 x 10^6 COSZ CosineOfSolarZenith_Temp CPD --Specific heat of air [J kg-1 K-1] CSZGAT CosineOfSolarZenith Cosine of solar zenith angle [ ] CSZROW CosineOfSolarZenith_In Cosine of solar zenith angle [ ] CTLSTP ChangeInInternalLakeEnergy Change in internal energy of lake over current time step [W m-2] DAY CurrentDecimalDay Decimal Day DECL Declanation Declanation DEGLAT LatitudeInDeg_In Load from the lake.ini(4th line, 7th value)
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.005 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.453 | 0.117 |
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 source (direct Gemma or distilled Codex), 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".