Effects of Not Intubating Non-Trauma Patients With Low Glasgow Coma Scale Scores: a Retrospective Study
Bibliographic record
Abstract
Background: Endotracheal intubation (EI) is a critical life-saving procedure commonly performed on emergency department (ED) patients who present with altered mental status (AMS). Aims: We aimed to investigate the safety of observing, without EI, patients who present to the ED with decreased levels of consciousness (LOC). Methods: We reviewed the data of all adult ED patients with a Glasgow Coma Scale (GCS) score ≤ 8, during the period between 2012 and 2018, in an academic tertiary care centre. Trauma patients were excluded. The patients were divided into two groups for comparison: those who were intubated and those who were not. Data on mortality, morbidity, and baseline clinical characteristics were collected and analysed. Results: After screening 6334 electronic medical records of patients presenting to the ED with decreased LOC, only 257 patients met the inclusion criteria. 173 (67.3%) patients were intubated, while 84 (32.7%) were not. Among the intubated patients, 165 (95.4%) were intubated early (within two hours of presentation). Mortality, morbidity and length of stay for the intubated group were higher, although the baseline clinical characteristics were the same. Conclusion: It might be safe to observe non-trauma emergency patients with a GCS score ≤ 8 without intubation. However, such decision should be taken carefully, as delayed intubation can be associated with higher mortality and morbidity
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How this classification was reachedexpand
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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".