A New Acute-At-Home Child and Adolescent Clinical Service: Evaluation of Impact
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
OBJECTIVE: An Acute at Home (AAH) clinical service was implemented to reduce emergency and inpatient admissions to the regional tertiary child and adolescent mental health system. This paper examines describes the served the population and impact on emergency and inpatient admissions. METHODS: Analysis of re-admission rates for those enrolled before and after the May 2019 implementation of the AAH service in comparison over the same time period to an unexposed comparison group. In addition the groups were compared on clinical and demographic variables comparing those exposed and those not exposed to the AAH service. RESULTS: The results indicated that the AAH group experienced reduced rates of readmission and lengths of stay post-exposure. Family composition, sex, seven Adverse Childhood Experience survey items, and nine Western Canada Waitlist Child Mental Health Priority Criteria Score items distinguished those exposed to AAH compared to those who were not. Thirteen of 19 independent variables indicated greater pathology in the AAH group with less likelihood of potential of danger to self. CONCLUSION: The present results indicate a substantial benefit of the AAH service via reducing readmissions and lengths of stay. The quantitative measures warrant a careful qualitative examination of the AAH processes along with ongoing monitoring of the program's effect.
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.
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 | 0.002 | 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 | 0.000 | 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) | 0.002 | 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