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
Puzzle unfolding: complexity of interdisciplinary research Get access Hunting the 1918 Flu: One Scientist's Search for a Killer Virus by Duncan Kirsty University of Toronto Press, 2003, $24.50, 0-8020-8478-5 Tom Koch Tom Koch adjunct professor of geography (medical) at the University of British Columbia and of gerontology at Simon Fraser University University of British Columbia, Department of Geography (medical), 1984 West Mall, Vancouver, BC, Canada V6T 2S1; Website: http://kochworks.com Search for other works by this author on: Oxford Academic Google Scholar Science and Public Policy, Volume 31, Issue 5, October 2004, Pages 417–419, https://doi.org/10.1093/spp/31.5.417 Published: 01 October 2004
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 | 0.015 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.012 |
| Science and technology studies | 0.002 | 0.007 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.003 |
| 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