Accelerated Contagion and Response: Understanding the Relationships among Globalization, Time, and Disease
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
The rapid global transmission of Severe Acute Respiratory Syndrome (SARS) in 2003 raises questions about the intersections of globalization, time, and diseases. Viewing it as a disease of speed, this article examines SARS as a case of emerging infectious diseases in the context of contemporary globalization. We contend that the SARS crisis exposed the limitations of traditional spatiality-based approaches to infectious diseases, disease control, and health governance. When the advances in information and communication technologies (ICTs) in recent decades have accelerated the diffusion of pathogens, actors at all levels of global public health are pressed to keep up with the new temporalities. While cognitive and organizational innovations arising from technological changes show some hope for addressing these issues on a global level, other temporality-related challenges—such as differential capacities of the affected countries to respond to the simultaneity of the crisis—are yet to be tackled.
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| 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