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 enhancement of living standard is accompanied with rising both demand of air-conditioner and construction of large building. Consequently the additional request of electric power tends to be increased abruptly. But construction of power plant to supply to those electric power demand is encountering with the problem of capital and duration of construction. For these reason, the first ice storage system was installed in 1989 by KEPCO, and the application of ice storage system is being adopted gradually. Generally screw chiller, reciprocating chiller and centrifugal chiller are adopted to ice storage system within the country. Especially centrifugal chiller to be used in this system has applied R123 refrigerant. But R123 is restricted by Montreal Protocol, and many advanced states have developed and sell cooling device using other alternative refrigerants. After the consideration of the using of alternative refrigerant and the comparison of operation cost and efficiency, R134a centrifugal chiller was applied instead of R123 machine
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.020 | 0.017 |
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