Modeling of Heating Requirement in Chinese Solar Greenhouse
Why this work is in the frame
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Bibliographic record
Abstract
<abstract> <b><sc>Abstract.</sc></b> A mathematical model is developed for simulation of the heating requirement in Chinese solar greenhouses. The model was developed based on heat balance of the greenhouse air that takes into account all of the heat sources and sinks and transfers mechanisms including the variation in solar radiation, ventilation and infiltration, heat storage capacities of the north wall and the ground, and heat exchanged in the process of plant photosynthesis and transpiration. The soil surface temperature and north wall surface temperature are estimated by solving the ordinary differential equations of heat balance equation of the north wall and the greenhouse floor. The model would be beneficial to the researchers and greenhouse industry for predicting the time-dependent heating requirement in Chinese solar greenhouses.
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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