Current situation and development of coal mine mobile refuge chamber
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
Refuge chamber can provide stable,reliable and completely guaranteed life space for miners in disaster circumstance as well as reduce the loss to a lower point.Mining developed countries such as the USA,Canada and South Africa have made lots of research on emergency shelter and refuge chamber as an important part of mine emergency rescue work and they have made many successful rescue experiences.However,mine refuge chamber is never used in China as a safety guaranteed facility.The paper brought forward refuge chamber design frame suitable for China's coal mine working environment through making analysis and comparison on products offered by ChemBio Shelter,Inc,Strata Products WordWild,LLC,MineARC Systems United States and other over 20 China enterprises' analogous products and combining China's coal mining features.It made an optimized analysis on coal mine refuge chamber's classification,structure and function design and ancillary equipments from the aspects of refuge chamber facility's practicability,human-machine reliability and economy.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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