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
There are four health issues that have received the most consistent attention in G7 and G20 summit declarations, having been addressed in more than half of the summits since 2015 and appearing in 30 or more commitments over that time. Those issues are health systems strengthening, infectious diseases (including HIV/AIDS, tuberculosis, malaria, polio, neglected tropical diseases, and vaccination), antimicrobial resistance (AMR) and public health crises. Other issues highlighted in at least half of the summits include the importance of the One Health approach and multisectoral working (particularly in the context of combating antimicrobial resistance), research and development (in the context of work on infectious diseases and antimicrobial resistance), and universal health coverage. G7 and G20 summit declarations have tended to neglect non-communicable diseases, environmental pollution, tobacco control, substance abuse, road traffic morbidity and mortality, access to essential medicines via the Agreement on Trade-Related Aspects of Intellectual Property Rights (TRIPS), and social issues such as equity and the social determinants of health (Kirton & Bracht, 2015; McBride et al., 2019). G7 health commitments are closely aligned with Sustainable Development Goal 3, with commitments corresponding to 24 out of the 28 targets and principles in SDG 3. The G20’s commitments on health are less well aligned to SDG 3, matching only 14 of the 28 targets and principles (McBride et al., 2019). Some authors have criticised G7 and G20 health commitments for not being specific or measurable enough to hold member states to account effectively (Kirton & Bracht, 2015; Horton, 2017; McBride et al., 2019). The G7 and G20 both refer to inclusiveness in the form of supporting work towards universal health coverage, although this is more prevalent for the G7 than for the G20. The G7 included specific references to women’s and girls’ health among their commitments, while no specific references to gender were noted in G20 health-related commitments. No specific references to disability were observed in the summit documents reviewed for this report.
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) | 0.001 | 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