Design Challenges—Seward Marine Center, Arctic Research Vessel Berth in Seward, Alaska
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 presents the design challenges of the new Seward Marine Center Marine Facilities project. The proposed facilities will serve as the home port for the R/V Sikuliaq, a 261-ft oceanographic ice-capable research vessel. The facilities include two berths at an open pile fixed pier and a single berth at the seawall. A wave barrier wall is fixed to the pier to provide safe berthing of the vessels in the basin. Several layouts were investigated for the orientation of the facilities to provide optimal vessel accessibility. The pier structural design considers inertial, and liquefaction induced kinematic load per ASCE 61, as well as the incidental wave load on the barrier wall for 100-year return period event. Geotechnical investigation indicates ground improvement is recommended behind the seawall due to potential soil liquefaction.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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