Downstream Impact of Urine Cultures Ordered without Indication at Two Acute Care Teaching Hospitals
Bibliographic record
Abstract
Antimicrobial therapy for asymptomatic bacteriuria (ASB) is recommended for pregnant patients and those undergoing genitourinary procedures. In other populations, treatment has not been demonstrated to confer benefit and is associated with adverse drug reactions, selection for infection with increasingly drug-resistant bacteria, and Clostridium difficile infection. We undertook a prospective audit of urine culture ordering practices among medical and surgical inpatients at 2 acute care teaching hospitals to identify the proportion of urine cultures ordered without clinical indication that lead to antimicrobial therapy for ASB. During August and September 2012, consecutive urine cultures from nonpregnant ward patients were identified within 24 hours of culture ordering. Each patient was interviewed by the study team to determine the presence of urinary tract infection (UTI) using standard surveillance criteria. Non-catheterized patients met clinical indications for UTI if they had fever (temperature >38°C) without another explanation or at least 1 urinary symptom (dysuria, urgency, frequency, costovertebral angle tenderness, or suprapubic pain or tenderness). Catheterized patients met clinical indications for UTI if they had fever, suprapubic pain, or costovertebral angle tenderness. Other reasons for ordering cultures were documented on the basis of care provider interviews before culture results were known. Culture results and antimicrobial prescriptions were documented 72 hours later. The study was approved by the research ethics boards of Mount Sinai Hospital (472 beds) and University Health Network (408 beds; Toronto General Hospital site).
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 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 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".