DESIGN AND OPTIMIZATION OF CHARCOAL ECONOMY ENERGY EFFICIENT STOVE
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
African women are most vulnerable to the health hazards associated with smoking environment created as a result of local heating during cooking.Creating an eco-friendly and convenient atmosphere during cooking provoked research into an existing stove design by the author.This involves making it smokeless by channeling and maximum air volume and flow to the combustion process.The stove comprises two burner liners, air-vent plate, conic shell, cooking pot holder and ash collector and all these components are stainless steel materials.Simple and easy-to -assemble local charcoal economy stove is detailed with CAD/CEA software -Abaqus and a transient thermal analysis conducted with Ansys workbench.Results reveal a maximum total heat flux and directional heat flux of 7.9829E5 and 7.5738E5 for transient thermal analysis.
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 | 0.002 | 0.001 |
| 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