Acute infectious conjunctivitis in childhood
Bibliographic record
Abstract
OBJECTIVE: To review the etiology, clinical features and management of acute infectious conjunctivitis in children after the newborn period. DATA SOURCES: Articles obtained from MEDLINE published before March 2000. DATA SELECTION AND EXTRACTION: Representative articles on the etiology and clinical features were selected. Twenty-four clinical trials were also selected. From these articles, the main findings from three placebo controlled trials and two comparative clinical trials involving children are summarized in detail. The main findings from 19 comparative clinical trials in adults are briefly summarized. DATA SYNTHESIS AND CONCLUSIONS: Acute infectious conjunctivitis caused by bacteria or viruses is a very common problem in children after the neonatal period. The most common bacterial pathogens are nontypable Haemophilus influenzae and Streptococcus pneumoniae. Diagnostic microbiology tests are not indicated for uncomplicated cases but may be useful for very young or very ill children if there is no response to initial therapy; for nosocomial cases; for cases suspected to be caused by sexually transmitted pathogens; and for outbreaks. Conjunctivitis is usually a mild, self-limited disease, but topical antibiotics are superior to placebo in reducing the duration and severity of symptoms. Most topical agents have equivalent efficacy; therefore, the selection of first-line agents should include inexpensive drugs with few adverse effects. Good choices include polymyxin/gramicidin, polymyxin/trimethoprim or sulfacetamide. Referral to an ophthalmologist should be considered in situations in which the diagnosis of uncomplicated conjunctivitis is in doubt or if there is no prompt response to therapy.
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.
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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.006 | 0.007 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".