Physical Therapy Treatment of a Person Exposed to Directed Energy: A Case Report
Bibliographic record
Abstract
Directed energy exposure is a phenomenon that has been reported in Cuba and China by both U.S. and Canadian government employees. Persons exposed to directed energy report symptoms that resemble mild traumatic brain injury (concussion). No single case has been reported in the literature. A 43-year-old male with suspected directed energy exposure developed progressively worsening headaches, dizziness, auditory/vestibular symptoms, balance problems, difficulty sleeping, and cognitive/emotional complaints while assigned by the Department of State to Guangzhou, China. His physical therapy care is outlined and discussed to provide an in-depth understanding of his care and additional ideas that might benefit future diplomats and government employees who experience dizziness, visual complaints, and balance problems after suspected directed energy exposure. Coordinated multidisciplinary care with benchmarks of function before deployment is advised by the National Academies of Sciences.
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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) | 0.001 | 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".