“This is (Not) a Test”: Human Dimensions of Open-Air Biological Weapons Tests, 1949-1969
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
In the fall of 1950, eleven San Francisco residents were admitted to Berkeley Hospital with rare bacterial infections. Nearly thirty years later, a Senate subcommittee hearing revealed that the military deliberately released Serratia marcescens, a known opportunistic pathogen, from a naval ship in San Francisco Bay just days before the outbreak, which resulted in the death of Edward J. Nevin. Over the next twenty years, a court case and numerous investigations uncovered an alarming truth about the United States biological weapons program. Government and military personnel have repeatedly and publicly defended the safety and ethics of the research program, insisting that the released substances were "harmless simulants", and that their activities did not qualify as human experimentation. These claims contradict not only official project reports, but the knowledge of civilian scientists and the experiences of the exposed populations, which document the widely ignored human dimensions of the project.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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