Journal of clinical monitoring and computing
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J Clin Monit Comput · Aug 2013
Use of genetic programming, logistic regression, and artificial neural nets to predict readmission after coronary artery bypass surgery.
As many as 14 % of patients undergoing coronary artery bypass surgery are readmitted within 30 days. Readmission is usually the result of morbidity and may lead to death. The purpose of this study is to develop and compare statistical and genetic programming models to predict readmission. ⋯ Predictive accuracy of all three techniques fell in the Validation group. However, the accuracy of genetic programming (AU ROC = .654 ± .001) was still trivially but statistically non-significantly better than that of the logistic regression (AU ROC = .644 ± .020, p = .61). Genetic programming and logistic regression provide alternative methods to predict readmission that are similarly accurate.
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J Clin Monit Comput · Jun 2013
Clinical TrialDevelopment of a practicable non-contact bedside autonomic activation monitoring system using microwave radars and its clinical application in elderly people.
We developed a practicable, non-contact, autonomic activation monitoring system using microwave radars without imposing any stress on monitored individuals. Recently, the rapid increase in the aging population has raised concerns in developed countries. Thus, hospitals and care facilities will need to perform long-term health monitoring of elderly patients. ⋯ Previous studies using conventional ECG reveal that diabetic neuropathy decreases LF, and also MI causes parasympathetic attenuation which leads to HF reduction. Our study showed that average SDNN of post-MI patients is smaller than 50 ms which is known to have high mortality. The non-contact autonomic activation monitoring system allows a long-term health management especially during sleeping hours for elderly people at healthcare facilities.
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J Clin Monit Comput · Jun 2013
Randomized Controlled TrialThe effects of DEX premedication on volatile induction of mask anesthesia (VIMA) and sevoflurane requirements.
We investigated the effect of intravenous premedication with single dose of dexmedetomidine (DEX) on volatile anesthetic induction time and sevoflurane requirements of anesthesia maintenance in adults by monitoring the bispectral index (BIS). Sixty adult patients with status of ASA I-II undergoing general anesthesia with endotracheal intubation were randomly divided into two groups: The first group; a control group (group C, n = 30) and the second group; DEX group (group D, n = 30). Each patient in group D was premedicated with intravenous DEX 0.5 μg/kg or placebo 10 min before the induction of anesthesia. ⋯ Analgesic requirement was noted in postoperative 24 h-period. The time to induction of anesthesia (p < 0.0001) and Etsevoflurane at 1 min (p < 0.05) were significantly lower in group D than in group C. Intravenous premedication with 0.5 μg/kg of DEX decreased the induction time by almost 75 % and provided a significant decrease in Etsevoflurane.
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J Clin Monit Comput · Jun 2013
Randomized Controlled TrialStO₂ guided early resuscitation in subjects with severe sepsis or septic shock: a pilot randomised trial.
The scientific community has agreed upon developing accurate monitoring of tissue perfusion and oxygenation to improve the management of subjects with sepsis. This pilot study aimed to investigate the feasibility of targeting tissue oxygen saturation (StO₂) in addition to the currently recommended resuscitation goals, central venous pressure, mean arterial pressure and central venous oxygen saturation, in patients with severe sepsis or septic shock. A pilot, single-centre, randomised, non-blinded trial recruited 30 subjects with severe sepsis upon intensive care unit admission at an academic medical centre in France. ⋯ At study day 7, there were 5/15 (33.3 %) subjects who died or had a DSOFA > 0 in the experimental arm and 4/15 (26.6 %) who died or had a DSOFA > 0 in the control arm (p = 1.00). This pilot study was the first randomised controlled trial using an algorithm derived from the SSC recommendations, which included StO₂ as a treatment goal. However, the protocol showed no clear trend for or against targeting StO₂.
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A new application of photoplethysmography (PPG) has emerged recently to provide the possibility of heart rate monitoring without a telemetric chest strap. The aim of this study was to determine if a new device could detect pulsation over a broad range of skin types, and what light wavelength would be most suitable for detecting the signals. A light emitting diode-based PPG system was used to detect changes in pulsatile blood flow on 23 apparently healthy individuals (11 male and 12 female, 20-59 years old) of varying skin types classified according to a questionnaire in combination with digital photographs with a skin type chart. Four different light wavelengths (470, 520, 630, and 880 nm) were tested. Normalized modulation level is calculated as the AC/DC component ratio and represents the change in flow over the underlying constant state of flow or perfusion. ⋯ We concluded that a PPG-based device can detect pulsation across all skin types and that a greater resolution was obtained using a green light wavelength at rest and a green or blue light wavelength during exercise.