Anterior Chamber and Vitreous Concordance in Endophthalmitis
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
OBJECTIVE: To examine the relationship between anterior chamber (AC) sterilization and vitreous positivity rate in cases of endophthalmitis. DESIGN: Retrospective case-control study. A review of all consecutive cases of endophthalmitis (N = 758) between January 1, 1999, and December 31, 2008, identified 229 matched AC and vitreous samples. Matched samples were evaluated for sensitivity and specificity, positive and negative predictive values, and positive and negative likelihood ratios. The main outcome measures were sensitivity and specificity of AC and vitreous samples in cases of endophthalmitis. Antibiotic resistance profiles from culture-positive endophthalmitis cases are given. RESULTS: Gram-positive organisms accounted for 124 of 154 (80.5%) culture-positive endophthalmitis isolates (146 of 229 [63.8%]). The sensitivity (0.36%) and specificity (0.71%) of AC culture results were poor predictors of positive vitreous culture. Positive and negative predictive values were less than 60%. Positive likelihood ratio (1.24) and negative likelihood (0.91) of AC culture results did not aid in predicting vitreous findings. Gram-positive isolates demonstrated in vitro resistance to moxifloxacin (47.1%), ciprofloxacin (43.4%), gatifloxacin (36.8%), levofloxacin (29.0%), gentamicin (19.2%), and ceftazidime (16.7%). CONCLUSIONS: The AC lacks concordance with vitreous findings in cases of endophthalmitis. Use of broad-spectrum antibiotics to sterilize the ocular surface and provide therapeutic levels in the AC may not prevent endophthalmitis. In this study, the finding of a sterile AC did not rule out vitreous infection. These results may have implications for the routine use of broad-spectrum antibiotics as a means of vitreous protection and endophthalmitis prophylaxis.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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