Reviews and Resources:Antisepsis, Disinfection, and Sterilization: Types, Action, and Resistance
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
Antisepsis, disinfection, and sterilization are crucial tasks to be performed by all kinds of professionals working in settings in which people can be exposed to infectious agents. These settings include, for example, microbiology and public health laboratories, hospitals, the medical device and the pharmaceutical industry, food processing and water treatment plants, and, last but not least, physician, dentist, and veterinarian offices. The ultimate goal is to kill infectious agents or at least inhibit them in order to minimize their destructive effects. Yet, and surprisingly, we often find only fragmented information about the types, actions, and resistance of these methods in a single source. Author Gerald McDonnell recognized this shortcoming and prepared a comprehensive book that provides the reader with “all there is to know” about these important methods of infection prevention and contamination control.
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