Cell-DEVS/GDEVS for Complex Continuous Systems
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
The Cell-Discrete Event System Specification (Cell-DEVS) formalism allows defining asynchronous cell spaces with explicit timing delays (based on the specifications of the DEVS formalism). The authors used Cell-DEVS to solve different applications and go one step further in the definition of complex continuous systems by combining Cell-DEVS and Generalized DEVS (GDEVS). They focus on a model describing the electrical behavior of the heart tissue, as previous research in this field has thoroughly studied this problem using differential equations and cellular automata. The authors show that they can provide adequate levels of precision at a fraction of the computing cost of differential equations. Their thesis is that the use of the GDEVS formalism is perfectly suited to attack problems such as this one, improving complex systems analysis. The authors show that their approach permits making models easily extensible to provide different actions in different cells while not affecting performance.
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 | 0.000 | 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