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
Operational Safety of Dams and Reservoirs brings together a broad range of knowledge from key areas in dam and reservoir safety, spillways and flow control to provide new analytical tools to better understand operating risk in hydropower and dam safety. This book is an essential reference for all professionals and practitioners who specialise in dams, major reservoir owners, inspecting and supervising engineers, and suppliers of plant and equipment. Operational Safety of Dams and Reservoirs: With contributions from across the industry and a wide range of case studies, Operational Safety of Dams and Reservoirs outlines a solution for next-generation risk analysis, addresses the inputs and constraints to reservoir operations, as well as considering hydrologic inflows, downstream outflow requirements and external disturbances that may affect operations. Coupled with providing up-to-date information in managing the safe discharge of inflows and the control of water retention for productive uses, this book establishes a new approach for analysing and assessing the properties of dam systems in a more holistic way.
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) | 0.000 | 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