Therapeutic Interventions are Important Risk Factors for Delirium in the ICU Setting ： A Multicenter Observational Study
Bibliographic record
Abstract
Abstract Background Delirium is an important independent predictor of negative clinical outcomes in intensive care unit (ICU) patients. The purpose of this study was to investigate the territorial incidence of ICU delirium, its related risk factors, and short-term outcomes in Shandong Province, China, to provide precise information for territorial patient management. Methods A multicenter prospective observational study was conducted. Patients with delirium were defined as any patient with at least one positive CAM-ICU or ICDSC assessment. Demographics, admission clinical data, daily interventions provided to patients and environmental factors were collected. Results From May 1, 2018 to Jan 31, 2020, 536 noncomatose patients were ultimately eligible for the study. One hundred eighteen patients (22%) experienced delirium at least once. In the univariate analysis, age (p = 0.009), SOFA score (p = 0.006), a history of cerebrovascular disease (p = 0.044) and impaired renal function (p = 0.003) were risk factors for delirium. Most therapeutic interventions were linked to delirium in the univariate analysis, including enteral nutrition (p = 0.000), artificial airway (p = 0.021), nasogastric tube (p = 0.001), use of restraint straps (p = 0.000), and use of sedative medications, including midazolam (p = 0.003), propofol (p = 0.032) and butorphanol (p = 0.028). Among the patient’s vital signs and laboratory examinations performed on the day of assessment, body temperature, BUN levels and CRP levels were risk factors for delirium. Midazolam use, chronic renal insufficiency, physical restraints, nosogastric tube, enteral nutrition, and CRP and BUN levels were factors associated with an increased risk of delirium in the multivariate analysis. The durations of mechanical ventilation and ICU stay in patients with delirium was significantly higher than those in patients without delirium [8 (IQR: 4–14) vs 5 (IQR: 3–10) and 9 (IQR: 4–17) vs 6 (IQR: 4–12), p < 0.05]. Conclusions Delirium was associated with prolonged mechanical ventilation and a prolonged ICU stay. Based on the findings from this study, we should not only reduce the use of sedatives and analgesics but also minimize invasive operations, including the placement of nasogastric tubes, to recover eternal nutrition for ICU patients and avoid physical restraints as much as possible to prevent delirium. Trial registration: This study was registered in the Chinese Clinical Trial Registry (ChiCTR1900021360).
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".