Long-term eco-medical monitoring using the Heart Wizard Mars-500 system in North America
Bibliographic record
Abstract
A long-term eco-medical monitoring was undertaken from 2009 through 2011 as part of the MARS-500 satellite project. One of its major objectives was to conduct field testing of innovative technologies for assessment of human physiological status. The monitoring protocol represented a replica of that in the experiment with 520-day isolation. Heart Wizard Mars-500 is a telemedical health assessment system based on heart rate variability (HRV) analysis. Prenosology diagnosis using Heart Wizard Mars-500 has been tested in the United States and Canada. Prenosology monitoring is aimed predominantly to estimate the potential risks of maladaptation. Our results further validate diagnostic comprehensiveness of HRV analysis, in particular, during long-term systematic health monitoring, and when functional HRV tests results are compared and contrasted with entries in the health and lifestyle questionnaire. Heart Wizard Mars-500 is a simple and easy system for home use. Individual prenosology monitoring to assess the dynamics of personal functional state and detect potential risk factors may inspire personal changes in the way of life and, thus, improve one’s health and life quality.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".