Corrosion Protection for Bolting in Marine Environments
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
Abstract The nut and bolt thread protector system is a patented, ultraviolet stabilized polyethylene thread protector which seals nut and bolt threads in pressurized grease to effectively prevent corrosion and provide protection against physical damage. Laboratory corrosion testing has shown no corrosion on bolting using this system in 90-day ASTM B 117 salt spray tests and in 60-day wet sour gas tests. The system has proven its effectiveness for the corrosion protection of bolting in many marine applications. The corrosion protection provided allows removing the nut from the bolt after long exposure in corrosive environments without the use of special tools, and dramatically extends the useful life of the nut and bolt. The result is the elimination change-outs required from corrosion damage and significantly easier change outs when they are required for operational reasons, providing significant time savings for maintenance personnel. The system is state-of-the-art in corrosion protection for bolting in corrosive marine environments.
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