Condenser Designs for Greenhouse Desalination
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
Innovative condenser designs were created in this study. The plate channelled condenser and the vibrating plastic surface condenser, first condenser design consisting of a cooled plate surface upon which water vapor, carried by saturated air, condenses at its outer surface. The plates are made of plastic and are constantly cooled by coolant flowing through internal passages within the plate. The second condenser design which is the vibrating plastic surface condenser consists of a very thin plastic sheet mounted on a frame. The plastic sheet vibrates by the impingements action of pressurized water sprayed from the rear side. Experimental tests were done to investigate condensate production rate per unit area. These results were then compared to conventional vertical fin-tube bank condenser designs used by other investigators. The comparison showed that a higher rate of condensate production (an increase of 16.4%) is achieved using the plate channelled which is simpler and less expensive condenser than other designs. On the other hand, the vibrating plastic surface condenser did not meet the expected performance
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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 | 0.000 | 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