LESSONS LEARNED FROM RENFREW COUNTY’S COMMUNITY PARAMEDIC RESPONSE UNIT PROGRAM
Bibliographic record
Abstract
The County of Renfrew Community Paramedic Response Unit (CPRU) program was designed to improve emergency response times, promote prevention activities and support older adults living in the community. Community Paramedics focus on preventative measures to support clients live independently. In 2015, 222 patients were enrolled in CPRU and received a total of 1186 home visits and 2874 assessments from community paramedics. An evaluation of the CPRU demonstrated following the first year of implementation demonstrated that all enrolled patients remained independent and were still living in their own home. Further, clients had a 35% decrease in hospital admissions one-year after being enrolled in the program. This same cohort experienced an 83% reduction in total hospital readmission rates 30, 60 and 90 days after receiving a visit from the paramedic.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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 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".