Bibliographic record
Abstract
Simulations of reentry in 1D, 2D and 3D ionic models of cardiac excitable tissue have shown that the APD(DIA) curve is a major determinant of the stability of the propagation. Curvature is also an important factor in extended tissue and kinematical (KIN) models including K and rhythm dependence of /spl Theta/ have been proposed. These models are incomplete since they do not include the effect of APD on the propagation. The authors' objective was to find functions expressing the effect of K and DIA on /spl Theta/ and APD, and to use these them to construct a more complete KIN model of propagation in 2D medium. The /spl Theta/(K,DIA) and APD(K,DIA) were obtained by fitting the results of simulations with a BRT ionic model, using an approximation of the 2D diffusion equation allowing a systematic exploration of K and DIA. The functions were used in a KIN model describing the propagation of period-1 solutions in a 2D ring of tissue.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| 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 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".