Incremental Relay-Based Co-CEStat Protocol for Wireless Body Area Networks
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Bibliographic record
Abstract
This paper presents Incremental relay-based Co-CEStat protocol for Wireless Body Area Networks (InCo-CEStat). This protocol is proposed to enhance the performance of Cooperative Critical data transmission in Emergency for Static Wireless Body Area Networks (Co-CEStat) and Advanced Co-CEStat (ACo-CEStat). Proposed protocol utilizes the merits of both direct and cooperative transmission to achieve reliable and quick data delivery and greater network stability period. Incremental relay based cooperation is utilized to improve energy efficiency of the network. At relays, Detect-and-Forward (DF) technique is used, whereas, selection combining technique is utilized at sink. Simulation results are obtained in MATLAB in which proposed protocol is compared with ACo-CEStat and Co-CEStat protocols. Simulations show that InCo-CEStat has 37% and 58 % more stability period than ACo-CEStat and Co-CEStat. InCo-CEStat also achieved 51% and 79% higher throughput than that of compared protocols.
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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 | 0.000 |
| 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