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
R22,which is extensively used on China fishing vessels has been listed as refrigerant that must be replaced before 2030,according to Montreal Protocol on Substances that Deplete the Ozone Layer. It is necessary to develop alternative refrigerant that has good thermal performance and environmental friendly to keep the fishing industry developing healthy and sustainably. In the article,HFC type refrigerants,HC type refrigerants and natural refrigerants are compared and analyzed in terms of safety,thermal performance,influence on environment and the cost. The writer give the opinion that the HFC type refrigerants are only suitable to replace R22 as transitional alternative refrigerant due to the high GWP value,the applying of the HC type refrigerants is difficult because they are flammable,the natural refrigerants such as ammonia and carbon dioxide are promising refrigerants that can eventually replace R22 due to the environmental friendly and lower price,but it is need to develop equipment and pipe systems that can match them. Moreover,refrigerants alternative strategy for China fishing vessel also be presented in the article.
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