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
The Swedish Navy’s Visby corvette is designed to be virtually invisible in pursuit of hostile submarines and underwater mines. The Visby is designed to be difficult to detect by an enemy using radar, infrared, hydro-acoustic monitoring or any other sensor system. The craft’s success could change naval warfare as profoundly as did the ironclad ships in the 19th century. Sweden’s YS2000 class corvette, the first known production naval stealth vessel, takes shape at Kockums’ shipyard on Karlskrona Island. The Kockums shipwrights designed the Visby to be electronically undetectable at a range greater than 13 km in rough seas, and at more than 22 km in calm seas, without electronic jamming. With the assistance of jamming, the Visby is invisible at more than 8 km in rough waters and 11 km in a calm sea. Computing Devices Canada also designed a monitoring system so that the Visby can perform a background check on its own vibration levels to ensure that the ship’s sound is within acceptable levels.
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