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
This paper introduces a novel tidal energy conversion concept specifically designed for low-range tidal environments (~1 m), where conventional tidal technologies are ineffective.The system employs a buoyancy-countermass coupled hydraulic design, capturing energy during both tidal uplift and gravitational descent.This bidirectional approach enables full utilization of tidal displacement, in contrast to turbine-based systems that harness only part of the flow.Key performance results indicate an overall efficiency of approximately 77%, straightforward modular scalability through caisson dimensioning and replication, and technical feasibility using existing offshore engineering practices.Together, these outcomes show that the system can be practically realized and adapted to different site conditions.By demonstrating that both feasibility and scalability are achievable, the study positions the proposed design as a practical foundation for new tidal energy solutions in underserved coastal regions.The concept represents a significant contribution to ocean energy research by showing that useful power can be generated even under minimal tidal ranges.
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 | 0.001 | 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