Uniting the global gastroenterology community to meet the challenge of climate change and non-recyclable waste
Bibliographic record
Abstract
Climate change has been described as the biggest global health threat of the 21st century1 and has significant implications for gastrointestinal (GI) health and disease,2 which is the focus of this consensus commentary provided by the World Gastroenterology Organisation (WGO) Climate Change Working Group (CCWG). The CCWG has members from 18 countries representing high-income, medium-income and low-income populations. The WGO includes gastroenterology societies from 108 countries, which represent more than 60 000 medical practitioner members. The CCWG members, who have coauthored this consensus commentary, aim to review the scientific literature on climate and GI health, to encourage education and the undertaking of actionable measures including advocacy, and to further research and collaborations within the global GI community. The CCWG’s objective is to assist GI health providers worldwide to adapt to, and mitigate, the effects of climate change on health. The CCWG has partnered with three major GI journals, which are copublishing this commentary, given the timeliness and importance of the topic.3 4 ### Climate change The earth’s climate is changing because of increasing concentrations of greenhouse gases in the atmosphere, which has already warmed by more than 1°C compared with preindustrial times. The aim of mitigation efforts is to keep the rise in global mean surface temperature (GMST) below 2°C by 2100. An increase of 2°C might not seem like a major change, but variations of similar magnitude have been associated with profound alterations of climate in the past. It is important to note that even if this somewhat arbitrary target can be met, catastrophic changes in earth ecosystems can still occur. The Intergovernmental Panel on Climate Change was established in 1988 with a mandate to assess relevant scientific literature related to climate change. It produces regular reports and updates about climate change. The Intergovernmental Panel on Climate Change projects that …
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.014 | 0.052 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.008 | 0.010 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.023 | 0.019 |
| Insufficient payload (model declined to judge) | 0.009 | 0.004 |
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 source (direct Gemma or distilled Codex), 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".