Evaluation of the Revaluation of the Coffee Husk as Bio-composite
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
Nowadays, with the continuous development of low-cost technologies such as 3D printing and open source hardware and software, the cost of building an ROV has been further reduced. This is why the present research aims to analyse the calculations necessary for the development of an ROV prior to its construction, obtaining significant improvements in design as well as a reduction of time and costs. This paper shows a comparison of the design parameters of a 3 DOF robot with 4 turbines and a 5 DOF robot with 6 turbines, to demonstrate the importance of CAD and CFD in underwater robots' design. The selection of actuators is based on the results of CFD, obtaining linear and quadratic, turbine rpm and the friction coefficient to determine the stability of the robot. A reduction in time and costs was obtained through CFD analysis prior to robot construction. The comparison between the open and close structures is evident that the close structure design in this paper has more stability and is better option for underwater robots. 3D printing is a good alternative for underwater robots, the infill should be 100% to avoid leaks and breaks based on the stress test. The mayor disadvantage of 3D printing is the manufacturing time.
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 | 0.001 |
| 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