Planetary Health: Focusing on the Intersection of Human Health and the Earth System
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 core insight of Planetary Health is that the Earth crisis is fueling a global health crisis. Planetary Health examines the links between human health and Earth's natural systems. This review outlines key drivers of environmental degradation and how they lead to global environmental change, which is marked by the transgression of six Planetary Boundaries and causes severe health impacts such as malnutrition and the spread of diseases, with increased risks for vulnerable populations. The concept of Earth system justice highlights the need for just solutions to address inequities within and between generations. The review discusses actions like sustainable food and energy systems, circular economies, governance changes, and collaboration across sectors. It also emphasizes the importance of Indigenous knowledges and building resilience for vulnerable populations. Aligning human well-being with the health of natural systems is necessary to address current challenges and ensure a livable future for all.
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