Management of antibiotic resistance in the intensive care unit setting from an international perspective
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
Infections represent one of the most threatening complications for intensive care unit (ICU) patients. Approximately 50% of all ICU patients are treated for infection or suspected infection during their ICU stay, of which approximately half are acquired during the ICU stay. Multidrug-resistant (MDR) organisms are often the etiologic agents with a dramatic impact in morbidity and mortality rates. The emergence of carbapenemase-producing bacteria, in particular the emerging K. pneumoniae strains harboring the plasmid-encoded KPC-type carbapenemase and the New Delhi metallo-beta-lactamase 1 (NDM-1), in many countries is an example of the continuous evolution and spread of bacterial resistance. Infection prevention and control and antimicrobial stewardship programs in the ICU setting are demonstrating good results and need continuous implementation.
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 | 0.001 | 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