Theme 5. Application of International Standards to Disasters: Summary and Action Plan
Bibliographic record
Abstract
INTRODUCTION: The need for the application of international standards has been evolving over the last decade. Consistency is needed not just in how we respond, but in when we respond. The discussions in this theme reflected on the progress of standard setting both at the local level and internationally. METHODS: Details of the methods used are provided in the introductory paper. The chairs moderated all presentations and produced a summary that was presented to an assembly of all of the delegates. The chairs then presided over a workshop that resulted in the generation of a set of action plans that then were reported to the collective group of all delegates. RESULTS: Main points developed during the presentations and discussion included: (1) requirement of standards of care for ALL disasters and core parameters, (2) process and procedure is best when there is interagency collaboration and coordination, (3) problems in disasters are management-related, not skill-related, and (4) standards of care must encompass evolving emergencies (e.g., emerging diseases, landmines). DISCUSSION: The action plans for Theme 5 included: (1) develop positions of standards for management, health and public health, education and training, research, psychosocial aspects, and disaster plans; (2) advocate for actions and task forces to deal with evolving and emerging disasters, terrorism, landmines, and emerging infections; (3) proactively work to advocate and facilitate the multidisciplinary and multiorganizational requirements for disaster management; and (4) develop a resource list of interdisciplinary institutions and activities organized by country and topic including the design and maintenance of a website. CONCLUSIONS: There is a clear need for international standards for the management of disasters. Positions and advocacy for these positions are required to define and implement such standards.
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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".