Transcranial magnetic stimulation as a countermeasure for behavioral and neuropsychological risks of long-duration and deep-space missions
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
These are exciting times for the global space industry; governmental and commercial space ventures have grown considerably over the past decade, and this growth is projected to expand further in the near future 1 . Human exploration of space, however, is facing new challenges that have yet to be solved. As planned and prospective missions extend both in duration and reach, the risks of human exposure to the spaceflight environment are a growing concern for crew health and well-being, as well as for mission success. Among the multisystemic risks of space exposure, the National Aeronautics and Space Administration (NASA) 2 , 3 recognizes that spaceflight can compromise the central nervous system (CNS) and could lead to behavioral 4 and neuropsychological 5 impairments. Specifically, extended stay in isolated, confined, and extreme (ICE) environment, exposure to cosmic radiation, structural and functional alterations to the CNS in micro and zero gravity, and space-related disruption of sleep and circadian rhythms pose major threats to behavioral and cognitive health and performance of space crews 5 , 6 .
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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