Bibliographic record
Abstract
This is the OBIS extraction of the Pacific Aquatic Telemetry Hub (PATH) and California Department of Water Resources (DWR) DWROTAT2004, consisting of the release tagging metadata, i.e. the location and date when the tagged animal was released, and summarized detection events of tagged individuals. If readers are interested in the source dataset they may also inquire with the project PIs as listed here or on the Ocean Tracking Network (OTN) portal for this project(https://members.oceantrack.org/project?ccode=PATH.DWROTAT2004). Abstract:The Yolo Bypass has been identified as a high restoration priority. The restoration projects currently being considered are to: 1) improve passage for upstream-migrating fish such as salmon and sturgeon; 2) reduce fish stranding risks for native fishes; and 3) provide rearing habitat for native fishes. However, there are substantial data gaps that must be filled to design and operate restoration plans, develop performance metrics for evaluation of restoration actions, and assess fisheries risks. Our proposed studies will address these data gaps for each of the above restoration actions. Acoustic telemetry studies will use surrogate species to help inform fish passage operations and adaptive management for Yolo Bypass projects that have been completed, are under construction, or being pursued under the California EcoRestore initiative or other similar restoration efforts. The goal is to develop a conceptual model on fish movement in the Yolo Bypass that can be used to inform DWR and Reclamation management strategies. Central Valley fall-run Chinook Salmon ESU will serve as a surrogate to Sacramento River winter-run Chinook Salmon ESU, Central Valley spring-run Chinook Salmon ESU, and Central Valley steelhead DPS. White Sturgeon A. transmontanus will serve as a surrogate species for sDPS of North American Green Sturgeon. The detection data for salmon and sturgeon from both groups will be incorporated into the Post-Construction Evaluation Monitoring Plan. Sturgeon tagging began in 2004, and fall-run Chinook tagging began in 2012.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.183 | 0.339 |
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 source (direct Gemma or distilled Codex), 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".