Contagion: a worthy entrant in the outbreak film genre
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
As researchers working in the fields of genomics, infection and epidemiology, we chose to write about Contagion for this issue. It wasn't much of a choice, a quick bit of Internet research confirmed that there aren't many films about infectious diseases, outbreaks and epidemiology, with the exception of the fairly terrible Outbreak (1995), and the 1970s-tastic sci-fi thriller The Andromeda Strain. What we do have plenty of are zombie flicks, and the parallels to outbreaks have been well recognized. Often starting with a virus or uncharacterized pathogen, zombie films exploit the nature of contagion as ever greater numbers of the population are infected, usually with the film's heroic (World War Z) or hapless (Shaun of the Dead) protagonist tasked with rescuing humanity, or at least staying alive.
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 | 0.000 |
| 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