Canadian Practice Guidelines for Surgical Intra‐Abdominal Infections
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
Recommendation 4. Due to the predominance of certain virulent pathogens in IAIs, the concept of 'core' pathogens is recommended for planning initial empirical antimicrobial therapy (A-2 evidence). Recommendation 5. The microbiology of community-acquired IAIs in the absence of previous antimicrobial exposure generally consists of 'core' pathogens that are readily predictable (A-2 evidence). In such patients and particularly those with mild to moderate severity of illness, routine bacteriological cultures of abdominal fluid or pus and antibiotic susceptibility testing of intra-abdominal isolates are optional and not routinely required to guide empirical antimicrobial therapy. However, such cultures may be useful for ongoing surveillance studies and generating local epidemiological data regarding antimicrobial susceptibility profiles and emerging resistance (A-2 evidence). Recommendation 6. Patients with health care-associated IAIs who have prolonged previous hospitalization (five days or more), are severely ill (APACHE II score of 15 or greater) or have received previous antimicrobial therapy (more than two days) are at a greater risk for antimicrobial-resistant pathogens. In AMMI CAnAdA guIdelInes 2010 Pulsus Group Inc.
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 | 0.007 |
| 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