Acute Mastoiditis Before Pneumococcal Vaccination: The Experience of a Large Tertiary Care Pediatric Hospital
Bibliographic record
Abstract
To report the experience of a large tertiary care pediatric center during a period of increasing Streptococcus pneumoniae antimicrobial resistance before the introduction of pneumococcal vaccine in Israel. Retrospective chart review of children diagnosed acute mastoiditis (AM) between January 1997 and December 2007. The children were divided into 4 age groups (6-11, 12-23, 24-35, and 36-40 months), and each group was compared with the others. A total of 198 AM episodes were recorded during the 10-year study period. The most prevalent pathogen was S. pneumonia, with a very low (15%) penicillin resistance rate (minimal inhibitory concentration ≥ 2). Complications were more prevalent in the 12- to 23-month age group. The number of AM cases increased during the study period. Penicillin resistance did not play an important role in determining the morbidity before the introduction of pneumococcal conjugate vaccine.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".