Home Care Before and After Hospitalization for an Acute Myocardial Infarction in Alberta, Canada
Bibliographic record
Abstract
UNLABELLED: Home care services are provided to about 10% of those admitted to hospital for acute myocardial infarction and about 20% of those discharged from hospital. The use of home care in patients with an acute myocardial infarction is growing in Alberta over the brief time span of this four year study. Those that received home care prior to a hospitalization for acute myocardial infarction were "old and frail" with a high mortality rate during and after hospitalization. The provision of home care after hospitalization selected those patients that stay in hospital longer and required more hospital care. BACKGROUND: The use of home care before and after hospitalization for acute myocardial infarction is described. METHODS: Hospital discharge abstracts were used to identify patients hospitalized in alberta, canada for acute myocardial infarction which were then linked to home care administrative data. RESULTS: There were 12,648 patients with acute myocardial infarction from April 1, 1995 until March 31, 1999. Home care within 60 days prior to hospitalization was provided for 8.7% of patients with acute myocardial infarctions (n = 1097) which significantly (p = 0.023) increased from 7.6% in the fiscal year 1995/6 to 9.5% in the fiscal year 1998/9. Home care within 60 days after hospitalization was provided to 16.4% of patients with acute myocardial infarctions (n = 2076) which significantly (p < 0.000) increased from 14.1% in the fiscal year 1995/6 to 18.1% in fiscal year 1998/9. Recipients of home care were significantly older, had more comorbidities, and greater severity of illness, but were less likely to undergo coronary artery revascularization during hospitalization. After multivariate adjustment, length of hospital stay, 60 day re-admissions, and mortality were higher in those receiving home care post hospitalization. Nearly half of those receiving home care prior to hospitalization died within one year. 80% of those receiving home care prior to admission also received home care services after hospitalization. CONCLUSION: Those patients who received home care prior to a hospitalization for acute myocardial infarction were "old and frail" with a high mortality rate during and after hospitalization. The provision of home care after hospitalization selected those patients that stay in hospital longer and required more hospital care.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".