Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Pain is a common symptom in the elderly and it is problematic and distressful especially if the polder person is dependent on a caregiver. Pain keeps the sufferer uncomfortable and can affect the person from carrying out daily activities and tasks especially activities of daily living. Pain in the older person may be acute or chronic. Some of the causes of pain in the elderly are neuralgia, musculoskeletal dysfunction especially osteoarthritis, emotional and mental problems, cancer and several other causes. The assessment of pain in the elderly is done using validated pain assessment tools such as the visual analogue scale, verbal rating scales, numeric rating scales, McGill pain assessment questionnaire, pain attitudes, brief pain inventory, and geriatric pain measure. Management of pain in older persons involves non-pharmacological and pharmacological methods. There are some barriers and challenges of pain management in the elderly and also consequences when pain is not properly managed or not managed at all in an older person.
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.002 | 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 it