EFFECTIVENESS OF A HEALTH CARE AIDE EDUCATIONAL INTERVENTION TO IMPROVE RECOGNITION OF URINARY TRACT INFECTION AND NURSING HOME ACQUIRED PNEUMONIA SYMPTOMS IN LONG-TERM CARE FACILITIES: A PRE-POST INTERVENTION TRIAL
Bibliographic record
Abstract
Objectives: To implement and evaluate a targeted training initiative for care aides with the aim of improving recognition and reporting of early symptoms of Nursing Home Acquired Pneumonia (NHAP) and Urinary Tract Infection (UTI). Design: Pre-post, non-randomized, intervention trial design with care aides and residents. Setting: Three long-term care facilities: one site implemented the intervention and two maintained normal practices and procedures. Intervention: A nurse-led educational intervention and tool kit were delivered to health care aides to improve recognition and reporting of subtle behavioral or physiological changes in residents, which may be indicative of NHAP and UTI. Measurements: Paired t-tests were used to compare scores on questionnaires completed by care aides at baseline, immediately post-intervention and 3 months later, to identify their knowledge of UTI and NHAP symptoms, their perceptions of the professional relationships between care aides and members of other professions, and on workload. Resident charts were also reviewed. Results: Significant changes in NHAP symptom recognition were found for the intervention group between baseline (M = 2.45, SD = 1.18) and the three month follow-up (M = 2.94, SD = 1.34); t(31) = -2.05, p = .049. There was a significant increase in UTI symptom recognition scores for the intervention group between baseline (M = 2.20, SD = 1.18), immediately post-intervention (M = 2.80, SD = 1.05); t(35) = -3.34, p = .002 and after three months (M = 3.88, SD = 1.83); t(25) = -3.73, p = .001. Conclusion: A simple and inexpensive educational intervention among care aides may improve their recognition of UTI symptoms in residents in LTC.
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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 | 0.014 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".