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
This article provides an overview of microbes (viruses and pathogenic bacteria) in human history, with special focus on their emerging threat in societies that had appeared to have conquered them as significant takers of life. The relationship between microbes and mortality level is discussed, with reference to both developed and developing societies, which display different historical patterns regarding the timing and tempo of reductions in mortality due to microbes. An overview of the epidemiological transition theory - which has until recently guided current thinking about the mortality-microbe relationship - is presented in the light of current trends that counter its view of the diminishing role of microbes over time. Four factors leading to a re-examination of epidemiological theory’s optimism about the eventual control of microbes are identified. Consequences of microbe resurgence in the West, particularly in Canada, are discussed. Concerns about the Canadian reaction to microbes - which focuses upon individualist responses - and to threats to the health care system - which ignore public health - are raised.
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 | 0.000 |
| 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) | 0.001 | 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