Assessment of compressor compatibility with alternative working fluids to HFC-134a in domestic refrigerators.
Why this work is in the frame
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Bibliographic record
Abstract
'Drop-in' working fluids for the domestic refrigerator are focus of research in developing countries like India where the useful life of a refrigerator is about twenty years, which is past CFC phase out commitment as per the Montreal Protocol. After analysing the different working fluids based on their thermodynamic properties, HC-290/HC-600a and FC-218/HFC-134a/HC-600a were focused for the study to assess their suitability as drop-in working fluids in domestic refrigerators. The most important component, compressor is tested for its chemical and material compatibility as per the Life Cycle Test. Result revealed that both the compressors with said combinations of refrigerant and lubricating oil have passed the test. FC-218/HFC-134a/HC-600a/MO combination showed slightly better results then HC-290/HC-600a/MO combination but HC-290/HC-600a is environmental friendly as compared to FC-218/HFC-134a/HC-600a having slightly high GWP. However, there is no commitment to phase out HFCs in near future by the government of India and FC-218/HFC-134a/HC-600a/MO can be safely used as a drop-in substitute.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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