Stream water survey along the Annapurna Circuit, Nepal
Bibliographic record
Abstract
This paper focuses on stream water testing that took place on the Marshyangdi River, Jharsang Khola and the Kali Gandaki River that are located along the Annapurna Circuit Trek within the Annapurna Conservation Area. Sampling was undertaken from May 16, 2011 to May 28, 2011. A total of 7 samples were taken from the Marshyangdi River, 1 sample from a branch of the Marshyangdi River ( Jharsang Khola), and 5 from the Kali Gandaki River at various accessible points along the trek. An effort was made to sample both upstream and downstream of a village to assess any difference between the two results. Analysis was conducted for Aluminum (Al3+), free Chlorine (Cl), Iron (Fe), Nitrite (NO2 -), and Nitrate (NO3 -), Ammonia (NH3/NH4 +), General Hardness (Ca and Mg) and the presence of Coliform and E. coli.
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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 | 0.000 | 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 | 0.000 |
| Open science | 0.000 | 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 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".