The effectiveness and efficiency of providing home care visits in nursing clinics versus the traditional home setting
Why this work is in the frame
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Bibliographic record
Abstract
Objectives . (1) Develop and implement a new model of home care delivery for home care services that would better serve post acute clients; (2) Evaluate this process by determining the effectiveness of the new model; (3) Suggest how the model would complement and be assimilated with the acute and community health care sectors; (4) Determine if the model is a more efficient way to use nursing resources; (5) Determine the satisfaction and acceptability of the clients and nursing staff with the new model. New service . Three nursing clinics were built, equipped and staffed to operate in three geographically different areas of a large Canadian city. The clinics served post acute, ambulatory Community Care Access Centre (CCAC) clients requiring wound dressings, intravenous therapy and other complex nursing care. Research design . Randomized control trial with initial data collection immediately post randomization and six weeks post discharge from hospital. Sample size . 99 Clients (45 experimental and 54 control), average age 50.8 years, eligible for CCAC services and retained for a 6 week period post CCAC discharge. Results . Study participants treated in a nursing clinic versus at home maintained their equivalent health status on eight health dimension and two summary mental and physical component scales of the SF-36. The average number of visits per clients in either venue was not significantly different. The average treatment time in the home was 46.4% longer (p < .001) than the clinic when travel and documentation time was included. This saving translates into a potential $10 million savings and the release of 146 full time equivalent RN resources, based on 6 million home care visits annually in Ontario. In addition, the satisfaction results reveal the home group was significantly less satisfied and inconvenienced waiting to be treated in the home. Implications . This study demonstrates that nursing clinics are an effective, acceptable and more efficient alternative for home visits for certain groups of clients.
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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 | 0.001 | 0.000 |
| 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 | 0.000 | 0.000 |
| 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 it