Determining the frailty status in patients who apply for home health care
Bibliographic record
Abstract
Background To examine the relationship between an institutionally prepared standardized patient evaluation form and the Edmonton Frail Scale (EFS) in patients receiving home health care.
 Material and Methods Our prospective, observational study included 200 patients over the age of 18 who requested home health care, regardless of gender. The EFS and institutional data collection forms were applied consecutively on the same day to all patients included in the study. 
 Results Among the 200 individuals recruited for the study, 59% were female and 41% were male; the overall average age was 80 years. According to the EFS results, 4.5% of the patients were classified as non-frail, 6% were vulnerable, and 89.5% had varying degrees of frailty (mild, moderate and severe). There was a significant positive correlation between EFS score and age (p
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".