Dealing with High Workload in Future Naval Command and Control Systems
Why this work is in the frame
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Bibliographic record
Abstract
In this paper we propose a system, the distributed adaptive task management system (DATMS), which assists operators and commanders to decide what tasks to perform, when, and by whom. It ensures that an acceptable level of workload is kept while tasks are carried out properly. The four modules that form the DATMS architecture are analyzed and solutions are provided: some guidelines are described for the workload measure module; a model based on relevant task and operator's features is considered for the workload prediction module; a rule based expert system handling four workload segments and dealing with uncertainty and fuzziness is proposed for the task distribution module; and Jensen's time/ utility functions are applied in the task scheduling module. A prototype demonstrates both the system architecture and the different solutions introduced in the modules.
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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