The Practice of Vitamin D Deficiency Assessment in a Geriatric Day Hospital.
Bibliographic record
Abstract
There has been no clear consensus on the assessment and treatment of vitamin D deficiency prior to the publication of the National Osteoporosis Society (NOS) Vitamin D Guideline in 2014. The aim of our study was to assess the practice in a medicine for the older person day hospital setting relative to this guideline. A 6-month retrospective analysis of all new patients who attended service from January to July 2013 was carried out. Seventy-six patients were included in the final analysis. Mean age was 83 years. 39 (51%) patients had sufficient levels while 37 (49%) patients had insufficient levels; 14 (19%) being inadequate and 23 (30%) deficient. Eighteen patients who had insufficient levels were subsequently prescribed supplements; 13 (72%) received vitamin D3 in combination with calcium while 5 (28%) received vitamin D3 alone. Based on the findings of this study, we have made some recommendations and adopted the guideline.
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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 | 0.004 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".