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
Kofi Annan, the seventh UN Secretary-General (UNSG), and the only UNSG to have come from the ranks of the Secretariat, has been described in many ways over the years by observers, supporters and critics. Nevertheless, in this article, the Ghanaian is compared to a funambulist. In carefully examining his entire life span, one realises the extent to which this daring, yet humble, man exhibited, metaphorically speaking, the essential qualities of a tightrope walker. From his early days in Cape Coast to his journey across continents to MIT, Annan underwent arduous preparation for what was to become a risky, sometimes painful, sometimes exhilarating, journey to the pinnacle of the UN multilateral system. In the process, he kept his focus and vision, using unique guiding principles, on the end-goal of “putting people first”. This required a balancing act of making adjustments during turbulent times and moments of disequilibrium, and in the end championing the security of people over the pressure to adhere to outmoded principles of state sovereignty.
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 | 0.000 | 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