Environmental Site Investigation in Croatia and the Conception of the Environmental and Industrial Health Hazard Risk Framework for Deployed Canadian Forces
Bibliographic record
Abstract
The modern battlespace encompasses many hazards to life and health. In addition to the obvious risks from the action of belligerents and naturally occurring hazards such as those caused by climate and endemic disease, current patterns of deployment carry the additional risk of potentially harmful exposure to chemical, biological and radiological hazards within the man-made environment. Acute or chronic exposure to these hazards may result in adverse health effects to military personnel and could have an impact on Canadian Forces operational capability. "Eco-terrorism" or the intentional dispersing of chemical, biological or radiological material can further increase these risk to exposure and represent a definite area of concern that must be predicted and properly evaluated in a timely manner. Canadian Forces personnel serving with the United Nations Protection Force (UNPROFOR - OP Harmony) in Croatia initially raised the possibility that troops had been exposed to contaminants in 1993-1994. The concerns at the time focused on the potential exposure to polychlorinated biphenyls (PCBs) and bauxite - used to fill sandbags for defensive works. Unfortunately, these concerns were never confirmed or fully investigated with proper closure, as they were not well understood by the operational planners at that time. Subsequently, the need to characterize environmental hazards was emphasized in 1998 when allegations were made that unexplainable illnesses being reported by Canadian Forces Personnel were as a result of being unknowingly exposed to environmental contaminants while in Croatia. These allegations prompted a review of all available documentation dating back from 1993. it was at this point that it became clear that no scientifically defendable information could be found. As a result, an environmental investigation team was sent to Croatia in July 1999 in an effort to determine the presence of environmental contaminants while in Croatia.
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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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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".