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
“Unless the LORD watches over the city, the watchmen stand guard in vain.” Psalm 127:1 This biblical quote carries profound implications beyond its religious context. In essence, it suggests that regardless of the number of systems, safeguards, and laws in place, the ultimate protection lies in the shared moral values of the people involved. This is reflected in contemporary anti-corruption papers which increasingly emphasize fostering ‘integrity’ rather than just focusing on preventing and detecting corrupt practices. In the dynamic field of event management, this approach holds particular relevance. While robust systems and controls are necessary, cultivating a culture of integrity among all stakeholders can be far more effective in maintaining ethical standards. THE shift in focus from mere compliance to the promotion of ethical behaviour aligns well with the complex and fast-paced nature of event management where adaptability and trust are crucial.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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