The Spanish influenza pandemic of 1918-19 : new perspectives
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
Howard Philips and David Killingray Introduction Part I: Virological and Pathological Perspectives 1. Edwin D. Kilbourne A Virologist's Perspective on the 1918-1919 Pandemic 2. Jeffery K. Taubenberger Genetic Characterisation of the 1918 'Spanish' Influenza Virus Part II: Contemporary Medical and Nursing Perspectives 3. Wilfried Witte The Plague That was Not Allowed to Happen: German Medicine and the Influenza Epidemic of 1918-1919 in Baden 4. Nancy K. Bristow 'You Can't Do Anything for Influenza': Doctors, Nurses and the Power of Gender During the Influenza Epidemic in the United States Part III: Official Responses to the Pandemic 5. Geoffrey W. Rice Japan and New Zealand in the 1918 Influenza Pandemic: Comparative Perspectives on Offical Responses and Crisis Management 6. Mridula Ramanna Coping with the Pandemic: The Bombay Experience Part IV: The Demographic Impact 7. Wataru Iijima Spanish Influenza in China, 1918-1920 8. Kevin McCracken and Peter Curson Flu Downunder: A Demographic and Geographic Analysis of the 1919 Pandemic in Sydney, Australia 9. N. P. A. S. Johnson The Overshadowed Killer: Influenza in Britain in 1918-1919 10. D. Ann Herring and Lisa Sattenspiel Death in Winter: Spanish Flu in the Canadian Subarctic 11. Beatriz Echeverri Spanish Influenza seen from Spain 12. Patrick Zylberman A Holocaust in a Holocaust: The Great War and the 1918 'Spanish' Influenza Epidemic in France 13. Andrew Noymer and Michel Garenne Long-Term Effects of the 1918 'Spanish' Influenza Epidemic on Sex Differentials of Mortality in the USA: Exploratory Findings from Historical Data Part V: Long-Term Consequences and Memories 14. James G. Ellison 'A Fierce Hunger': Tracing Impacts of the 1918-1919 Influenza Pandemic in Southwest Tanzania 15. Myron Echenberg 'The Dog that Did Not Bark': Memory and the 1918 Influenza Epidemic in Senegal Part VI: Epidemiological Lessons of the Pandemic 16. Stephen C. Schoenbaum Tranmission of and Protections against Influenza: Epidemiological Observations Beginning with the 1918 Pandemic and the Implications
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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