An ecosystem perspective in the socio-cultural evaluation of dengue in two Colombian towns
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
Despite extensive public health efforts, dengue is still a major health concern in Colombia. The objective of this study was to provide an ecosystem and cross-disciplinary perspective on the dengue situation in two Colombian towns. The article focuses on presenting the anthropological methodology and research findings. An interdisciplinary team gathered quantitative (cross-sectional), meteorological, entomological, and qualitative data (based on medical anthropology) through fieldwork and archival research. According to the qualitative data, dengue can be described as a point of convergence between public health policies, the affected population, the environment, and the social dynamics generated through this interaction. Dengue is illustrative as a disease, in that it has a negative impact on public health, but individuals in Colombia have learned to live and cope with it. Dengue prevalence and its on-going historical presence have made it part of everyday community life, viewed as a minor health issue.
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 | 0.001 | 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 | 0.000 |
| 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