Empyema and Cavitation After Dental Procedure
Bibliographic record
Abstract
Thoracic complications following oropharyngeal procedures have been reported in medical literature. Aspiration of foreign bodies and gastric contents, upper airway obstruction, bacterial endocarditis, descending necrotizing mediastinitis, Lemierre syndrome, and pneumomediastinum are among the most commonly reported. In this case report, we present a 67-year-old Caucasian male without significant comorbidities found to have a left lower lobe empyema and a right upper lobe cavitary lesion after having a tooth extraction 4 months prior. The organisms found within the lesions are normal constituents of the oral flora. In patients presenting with intrathoracic symptoms within the context of recent dental procedures, the clinician should be aware of procedure-related complications that although uncommon could be life-threatening. J Med Cases. 2016;7(11):512-514 doi: http://dx.doi.org/10.14740/jmc2683w
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".