The Aging of the Global Population
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: ObservationalConsensus signal: Observational
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.006
- Threshold uncertainty score
- 0.088
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.259 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
The global population is currently undergoing an upward shift in its age structure due to decreasing fertility rates and increasing life expectancy. As a result, clinicians worldwide will be required to manage an increasing number of spinal disorders specific to the elderly and the aging of the spine. Elderly individuals pose unique challenges to health care systems and to spinal physicians as these patients typically have an increased number of medical comorbidities, reduced bone density mass, more severe spinal degeneration and a greater propensity to falls. In anticipation of the aging of the population, we undertook this project to heighten physicians' awareness of age-related spinal disorders, including geriatric odontoid fractures, central cord syndrome, osteoporotic compression fractures, degenerative cervical myelopathy, lumbar spinal stenosis and degenerative spinal deformity. This introductory article provides an overview of the changing demographics of the global population; discusses the age-related alterations that may occur to the spine; and summarizes the purpose and contents of this focus issue.
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.
The record
- Venue
- Neurosurgery
- Topic
- Scoliosis diagnosis and treatment
- Field
- Medicine
- Canadian institutions
- University Health NetworkToronto Western HospitalUniversity of Toronto
- Funders
- not available
- Keywords
- MedicineSpinal stenosisMyelopathyPopulationDegenerative DisorderLife expectancyPopulation ageingPhysical therapyPhysical medicine and rehabilitationLumbarGerontologySpinal cordDiseaseSurgeryPathologyPsychiatry
- Has abstract in OpenAlex
- yes