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
Objectives: Investigate mumps, as a possible cause of sudden deafness, for its relationship with the impairment extent of hearing loss and otolith organs damage. Methods: Twenty-two cases of unilateral hearing impairment in mumps diagnosed in the out-patient department of our hospital have been investigated with audiometry and vestibular evoked myogenic potentials (VEMP) in order to confirm the degree of permanent lesions. Results: Seventeen of twenty-two cases had no response in the test of audiometry, 4 with profound sensorineural hearing loss and 1 with severe sensorineural deafness. In cervical VEMP (cVEMP) test, 14 patients (63.64%) with varied elevated threshold in the affected side, 7 cases (31.82%) with the same threshold binaural sides, 1 case (4.55%) with slightly elevated threshold in the normal side; There were statistical significant differences compared the threshold values of the affected side with that of the normal side, P = 0.000. In ocular VEMP test, 2 of 22 with no response in both sides; Among the other 20 cases, 12 cases (60%) could have at least one ear response with varied elevated threshold in the affected side, 6 cases (30%) with the same threshold binaural sides, 2 cases (10%) with slightly elevated threshold in the normal side; There were statistical significant differences compared the threshold values of the affected side with that of the normal side, P = 0.006. Conclusion: Deafness from mumps is usually profound and permanent. It showed mumps also concerned otolith organs with the functional lesion in vestibular system, yet more slightly than that in auditory system.
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 | 0.007 |
| 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 | 0.001 | 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 it