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
Abstract Water bodies play a vital role in our daily lives from water supplies to recreational activities including many ecological benefits. This article provides an overview of most important aspects and processes of lakes, rivers, and estuaries. Lake processes are initially described in terms of morphological, light, and thermal characteristics. Then the heat balance and water movement are presented as they influence mixing and other important lake processes. Rivers and streams are described in terms of catchment hydrology as well as water movements (river hydraulics). As such, water availability and losses are described as well as the type of flow within channels that affects all aspects of the river environment. Estuaries are where both freshwater and saltwater meet. Accordingly, they are also influenced by many factors such as the freshwater runoff, Coriolis force, entrainment, and gravity currents among others, and these factors play a role in the mixing and stratification of estuaries. Therefore, the type of estuaries and related processes are briefly described.
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 | 0.000 | 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) | 0.178 | 0.007 |
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