Human health and social-ecological systems change: Rethinking health in the Anthropocene
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
This review article considers how social-ecological systems change is transforming human health in the Anthropocene. From hunting and gathering bands through modern globalized societies, human health has been shaped by circular feedbacks between ecological processes, available energy sources, levels of social complexity, and cultural ontologies. As the environmental crises of the early Anthropocene (biodiversity loss, climate change, land use changes) push ecosystems across thresholds into new configurations, we are experiencing an equally profound transition for human health. Drawing on literatures from medical anthropology, sociology, complexity science, and ecological economics, this article argues that promising alternatives for health systems in the Anthropocene are emerging beyond the boundaries of the formal healthcare sector in community-based practices that can take root in a context of ecological limits, economic contraction, and growing networks of reciprocal care.
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 | 0.005 | 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 | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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