Hypoxie transitoire en relation avec les activités rythmiques des muscles de la mastication chez les patients atteints du bruxisme du sommeil
Bibliographic record
Abstract
Study Objectives: Sleep bruxism (SB) is a repetitive jaw-muscle activity characterized by clenching or grinding of the teeth and/or by bracing or thrusting of the mandible occurring during sleep. SB is scored, from electromyographic traces, as rhythmic masticatory muscle activity (RMMA). Most RMMA occurred during sleep in association with sleep arousal. Since not all RMMA episodes were associated with sleep arousal we hypothesized that some event could be observed in relation to small fluctuations of the oxygen level resulting in mild desaturation/hypoxia. Methods: Sleep laboratory or home recordings from 22 SB (teeth grinding) patients were analyzed from our data bank. A total of 143 RMMA/SB episodes were classified in 4 categories: (i) no arousal & no body movement; (ii) arousal + & no body movement; (iii) no arousal & body movement +; (iv) arousal + & body movement +. Minimum blood oxygen levels were assessed from finger oxymetry signal: 1) during the baseline period before RMMA, i.e., an average of 7 s before RMMA onset (-20 s to -14 s); 2) during RMMA, i.e. a window of 15 s corresponding to -5 s before the onset until +10 s after the episode. For all episodes, the minimum oximetry values were compared for each patient. Results: There was a significant variation of blood oxygen level over time (p=0.001) with a statistically significant transient hypoxia during RMMA at time (+7),(+8) and (+9) s. The variation over time was similar among the 4 groups (non significant group*time interaction p=0.10) and no overall difference was observed between groups (p=0.91). Of the 22 subjects, 6 subjects (27%) remained equal or had a slight increase in SaO2 (+8) s after the RMMA/SB onset compared to baseline (-20 s to -14) s, 10 subjects (45%) showed a small decrease in SaO2 (>0 to <1%) and 6 others (27%) had a decrease of 1-1.8%. Conclusions: These preliminary findings suggest that in some SB patients, RMMA episodes are potentially triggered by minor transient hypoxia. Key words: sleep bruxism, oximetry, desaturation, hypoxia, rhythmic masticatory muscle activity
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.001 | 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 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".