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
A solar unit to produce desalinated water and hot water from saline feed water was designed and tested. The unit consists of a solar collector (5 evacuated tubes) that heats a thermal fluid circulating in a closed loop due to thermo siphoning effect. The hot thermal fluid passes through a water bath giving its thermal energy and causes some of the water in the bath to evaporate. The vapor generated condenses on an inclined glass plate and withdrawn as desalinated water. The effect of the ambient temperature, the solar irradiation, and the other weather conditions on the productivity of the unit (liters of desalinated water produced/hr) was investigated. The results showed that the unit was capable of producing 0.15 L of desalinated water/hr. The experiments showed that the unit productivity was improved by cooling the glass cover on which the water vapor condenses. Two types of thermal fluids were used namely; jojoba oil and water. Water as a thermal fluid gave better productivity. The effect of feed water salinity on the unit productivity was tested by feeding water of salinity ranging between 0.5 g/L (tap water) to 25 g/L. The productivity decreased as the feed water salinity was increased.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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