Spinal conditions in geriatric patients in developing countries
Bibliographic record
Abstract
Background: The spinal injury in an elderly patient is associated with higher mortality and an increased frequency of life-threatening complications and specifically spinal cord injuries. The aim of this study is to study the prevalence of geriatric spinal neurosurgical conditions in the Neurosurgical Department at Khoula Hospital, Muscat, Sultanate of Oman. Results: 171 patients were admitted due to spinal pathologies, which will be the main focus of the present study with an average age of 70.7 years. The male-to-female ratio was (1.5:1). Degenerative conditions were the most common spinal diagnosis (90.6%) followed by traumatic accidents (2.9%). Most of the patients underwent surgical intervention (78.9%). The majority of the patients (91.2%) of the patients stayed in the hospital for less than 15 days. There was a significant difference between the age of patients above and below 75 years the gender (p=0.003) and between the length of stay and type of intervention (P<0.005). Conclusion: Spinal cord-related pathologies are a growing cause of mortality and morbidity worldwide, because of the increasing number of elderly people due to an increasingly rising life span worldwide. In the present study, degenerative conditions were the most common spinal diagnosis followed by traumatic accidents.
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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 | 0.000 | 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) | 0.000 | 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".