A Simulation System for Computational Cell Models Based on Object-Oriented Design Patterns
Why this work is in the frame
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Bibliographic record
Abstract
Reconstruction of biophysically detailed computer models for simulating electrical activities of heart cells provides a powerful tool to systematically investigate the ionic mechanisms underlying the genesis and control of cardiac rhythms. However, the fact that there is no unified or standard architecture for computational cell models, which were built by different research groups with specific purposes, obstructed profound applications of these models. In this study, we employed object-oriented design patterns to redesign and reconstitute the cell models and provided a more flexible, portable, and expansible infrastructure for modeling computational cell models. Meanwhile, using the proposed methods, a simulation platform has been developed for electrical activities of cell models with aims to offer a user-friendly interface to study the electrical activities of cardiac cells under various physiological and pathological conditions. Both the proposed design methods and the developed system were validated and effective by testing several typical cell models.
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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 | 0.001 |
| 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