Scientific promotion of 60 MW general-purpose nuclear icebreaker designing
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 nuclear icebreaking fleet is the basis of the Russian Federation's national safety in the Arctic, and it plays the governing role in provision of shipping along the Northern Sea Route. Nuclear icebreakers are federal owned and their development is financed by the state budget. The government is actively pursuing development of nuclear icebreakers of the new generation with icebreaking capability of up to 3 m. The icebreaker is presently under detailed design conducted by the leading Russian companies (experienced in the design of the nuclear icebreakers of the previous generation) headed by JSC ‘Iceberg’. The Krylov Shipbuilding Research Institute participates in the detailed design of a new universal nuclear icebreaker, finding solutions for essential issues. First of all, it relates to the development of an optimised shape for the hull in order to ensure unique icebreaking capabilities never achieved before by any other icebreaker in the world. The Krylov Shipbuilding Research Institute investigates the other important issues.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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