A revised approach to the UKIH method for the calculation of baseflow
Why this work is in the frame
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Bibliographic record
Abstract
Nous presentons une approche amelioree du calcul de l'ecoulement de base, appuyee sur la methode proposee a l'origine par l'Institut d'Hydrologie du Royaume Uni (UKIH). Les ameliorations reglent deux problemes inherents a cette methode qui l'empechaient de donner des resultats optimum; en l'occurrence le calcul des valeurs de l'ecoulement de base qui sont superieures aux valeurs correspondantes de l'ecoulement fluvial et la dependance des valeurs calculees vis a vis de l'origine de la segmentation sur cinq jours des donnees d'entree d'ecoulement fluvial. Nous illustrons l'approche a l'aide de donnees observees de l'ecoulement fluvial, typiques de regions du sud de l'Ontario, au Canada, ou l'ecoulement de base resulte essentiellement de l'emergence d'eaux souterraines.
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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 | 0.004 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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