Will Ebola change the game? Ten essential reforms before the next pandemic. The report of the Harvard-LSHTM Independent Panel on the Global Response to Ebola
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
An eff ective worldwide response to major outbreaks needs leadership, clarity about roles and responsibilities, and robust measures for accountability, all of which were delayed or absent during the Ebola epidemic. Recommendation 8: For a more timely response in the future, we recommend the creation of a Global Health Committee as part of the UN Security Council to expedite high-level leadership and systematically elevate political attention to health issues, recognising health as essential to human security. Recommendation 9: Additionally, decisive, timebound governance reforms will be needed to rebuild trust in WHO in view of its failings during the Ebola epidemic. With respect to outbreak response, WHO should focus on four core functions: supporting national capacity building through technical advice; rapid early response and assessment of outbreaks (including potential emergency declarations); establishing technical norms, standards, and guidance; and convening the global community to set goals, mobilise resources, and negotiate rules. Beyond outbreaks, WHO should maintain its broad defi nition of health but substantially scale back its expansive range of activities to focus on core functions (to be defi ned through a process launched by the WHO Executive Board). Recommendation 10: The Executive Board should mandate good governance reforms, including establishing a freedom of information policy, an Inspector General's offi ce, and human resource management reform, all to be implemented by an Interim Deputy for Managerial Reform by July 2017. In exchange for successful reforms, governments should fi nance most of the budget with untied funds in a new deal for a more focused WHO. Finally, member states should insist on a Director-General with the character and capacity to challenge even the most powerful governments when necessary to protect public health.
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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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