Affective Voice Interaction and Artificial Intelligence: A Research Study on the Acoustic Features of Gender and the Emotional States of the PAD Model.

New types of artificial intelligence products are gradually transferring to voice interaction modes with the demand for intelligent products expanding from communication to recognizing users' emotions and instantaneous feedback. At present, affective acoustic models are constructed through deep learning and abstracted into a mathematical model, making computers learn from data and equipping them with prediction abilities. Although this method can result in accurate predictions, it has a limitation in that it lacks explanatory capability; there is an urgent need for an empirical study of the connection between acoustic features and psychology as the theoretical basis for the adjustment of model parameters. Accordingly, this study focuses on exploring the differences between seven major "acoustic features" and their physical characteristics during voice interaction with the recognition and expression of "gender" and "emotional states of the pleasure-arousal-dominance (PAD) model." In this study, 31 females and 31 males aged between 21 and 60 were invited using the stratified random sampling method for the audio recording of different emotions. Subsequently, parameter values of acoustic features were extracted using Praat voice software. Finally, parameter values were analyzed using a Two-way ANOVA, mixed-design analysis in SPSS software. Results show that gender and emotional states of the PAD model vary among seven major acoustic features. Moreover, their difference values and rankings also vary. The research conclusions lay a theoretical foundation for AI emotional voice interaction and solve deep learning's current dilemma in emotional recognition and parameter optimization of the emotional synthesis model due to the lack of explanatory power.

Early Screening of Risk for Multidrug-Resistant Organisms in the Emergency Department in Patients With Pneumonia and Early Septic Shock: Single-Center, Retrospective Cohort Study.

OBJECTIVES: Pneumonia is the fourth leading cause of death globally, with rapid progression during sepsis. Multidrug-resistant organisms (MDROs) are becoming more common with some healthcare-associated pneumonia events. Early detection of MDRO risk improves the outcomes; however, MDROs risk in pneumonia with sepsis is unknown. This study investigated the disease outcomes of pneumonia with septic shock in patients admitted in the emergency department (ED) intensive care unit (ICU), a population with a high prevalence of MDROs, after early screening of MDROs risk. METHODS: In this retrospective cohort study, patients with pneumonia and early septic shock (n = 533) admitted to the ED at the Taipei Tzu Chi Hospital from 2013 to 2019 were selected. The study population was divided into four subgroups after the MDROs risk and screening procedure were completed within 1 or 6 h of admission. ICU mortality and multidrug antibiotic therapy were compared. RESULTS: The high-risk MDROs groups had higher percentage of P aeruginosa than the low-risk group. Furthermore, the appropriate ED first antibiotics were higher in the 1-h subgroup than in the 6-h subgroup of the high-risk MDROs group. In multivariate analysis, the 6-h high-risk MDROs group had an adjusted odds ratio of 7.191 (95% CI: 2.911-17.767, P < 0.001) and 2.917 (95% CI: 1.456-5.847, P = 0.003) for ICU mortality and multidrug therapy in the ICU, respectively, after adjusting for other confounding factors. CONCLUSIONS: MDRO screening within 1 h is recommended following admission of patients with pneumonia and early septic shock in the ED, especially in areas with a high prevalence of MDROs.

The effect of the inhalation of and topical exposure to zinc oxide nanoparticles on airway inflammation in mice.

Zinc oxide nanoparticles (ZnONPs) are widely used in the manufacturing of many commercial products. Workers exposed to ZnO particles may develop metal fume fever. Our previous study suggested that the oropharyngeal aspiration of ZnONPs could cause eosinophilic airway inflammation and increase T helper 2 (Th2) cytokine expression in the absence of allergens in mice. ZnO has been used topically as a sunscreen and a therapeutic agent for dermatological conditions. To understand whether inhalation and topically applied ZnONPs might cause or exert an adjuvant effect on the development of allergic airway inflammation in mice, C57BL/6 J mice were exposed to filtered air or 2.5 mg/m3 ZnONPs via whole-body inhalation for 5 h a day over 5 days, and BALB/c mice were topically exposed to ZnONPs using modified mouse models of atopic dermatitis (AD) and asthma. Ovalbumin (OVA) solution was used as an allergen in the topical exposure experiments. A significantly increased eosinophil count and mixed Th1/Th2 cytokine expression were detected in the bronchoalveolar lavage fluid (BALF) after ZnONP inhalation. However, only mild eosinophilia and low Th2 cytokine expression were detected in the BALF after oropharyngeal OVA aspiration in the high-dose ZnONP topical treatment group. These results suggest that ZnONP inhalation might play a role in the development of allergic airway inflammation in mice. However, topically applied ZnONPs only play a limited role in the development of allergic airway inflammation in mice.

A rare case of cefepime-induced cholestatic liver injury.

Cefepime is widely used in the hospital setting, and only a few studies have reported neurotoxicity and nephrotoxicity as side effects of this drug. Herein, we present a 93-year-old man who exhibited features of cholestatic hepatitis including elevated blood transaminases and direct-form predominant bilirubin levels after administration of cefepime. Blood liver tests showed total recovery after discontinuing the offending agent. Cefepime was probable to cause drug-induced cholestatic hepatitis in our patient since the Roussel Uclaf Causality Assessment Method score for cefepime was 7. No drug interactions were likely according to the Drug Interaction Probability Scale for this patient. No similar cases of cholestatic drug-induced liver injury related to cefepime have been reported previously. Hence, this rare condition requires a high degree of clinical suspicion for prompt diagnosis and treatment.

The effect of size-segregated ambient particulate matter on Th1/Th2-like immune responses in mice.

BACKGROUND: Particulate matter (PM) has been associated with increased pulmonary and cardiovascular mortality and morbidity. Additionally, PM is known to exacerbate asthma. However, whether ambient PM exposure contributes to the onset of asthma, especially in non-atopic children and adults, is less conclusive. The current study aimed to evaluate the effects of size-fractioned PM on lung immune responses in healthy BALB/c mice. METHODS AND PRINCIPAL FINDINGS: We collected PM10, PM2.5, PM1 and PM0.1 samples from October 2012 to August 2013 in the Taipei Basin. These PM samples were representative of urban traffic pollution. The samples were extracted and sonicated in phosphate-buffered saline (PBS). Female BALB/c mice were exposed to the samples via intratracheal instillation at three different doses: 1.75 mg/kg (35 µg/per mouse), 5 mg/kg (100 µg/per mouse), and 12.5 mg/kg (250 µg/per mouse). The mice were exposed on days 0 and 7, and PBS alone was used as a control. Following the exposures, the expression profiles of inflammatory cells and cytokines in bronchoalveolar lavage fluid (BALF) were assessed. Exposure to PM10 resulted in inflammatory responses, including the recruitment of neutrophils and the induction of T helper 1 (Th1) cell-related cytokine release, such as TNF-α and IFN-γ. Furthermore, an allergic immune response, including the recruitment of eosinophils and the up-regulation of T helper 2 (Th2) cell-related cytokine release, such as IL-5 and IL-13, was also observed in the BALF of mice exposed to PM10. CONCLUSIONS: Our study showed that exposure to PM alone caused mixed Th1/Th2 inflammatory responses in healthy mice. These findings support the hypothesis that PM may contribute to the onset of asthma.

Mycobacterium tuberculosis nucleic acid amplification tests reduce nosocomial tuberculosis exposure in intensive care units: A nationwide cohort study.

BACKGROUND AND OBJECTIVE: This retrospective national surveillance study investigated the burden of and risk factors for nosocomial exposure of pulmonary tuberculosis (TB) in intensive care units. METHODS: Patients admitted to intensive care units were identified from the National Health Insurance Research Database. During 2004-2009, there were 1 387 707 intensive care unit admissions of 900 562 adult patients. Pulmonary tuberculosis association was considered if the patient was diagnosed with pulmonary tuberculosis during admission or within 3 months after discharge. Nosocomial transmissible period was calculated based on the length of anti-tuberculosis treatment and negative-pressure isolation during admission. RESULTS: Pulmonary tuberculosis was associated with 1.20% of all intensive care unit admissions and 6731 (38.9%) started anti-TB treatment during admission. For the other 10 583 admissions, the diagnosis was made after discharge and anti-TB treatment was not prescribed during admission. The probability paralleled the regional tuberculosis incidence. On average, 2794 pulmonary tuberculosis associated intensive care unit admissions contributed to 42 999-44 062 days of nosocomial exposure per year. The length of nosocomial transmissible period decreased with the gradual implementation of Mycobacterium tuberculosis nucleic acid amplification tests in intensive care practice. Multivariate linear regression analysis revealed that the length of nosocomial transmissible period was inversely associated with male gender, airway symptoms prior to admission and performing M. tuberculosis nucleic acid amplification tests and mycobacterial culture. CONCLUSIONS: Nosocomial tuberculosis exposure is not uncommon in intensive care units. Performing rapid molecular diagnostic tests in those suspected of tuberculosis is recommended to reduce the risk of nosocomial exposure.

Zinc oxide nanoparticles induce eosinophilic airway inflammation in mice.

Zinc oxide nanoparticles (ZnO NPs) have been widely used in industry. The metal composition of PM2.5 might contribute to the higher prevalence of asthma. To investigate the effects of ZnO NPs on allergic airway inflammation, mice were first exposed to different concentrations of ZnO NPs (0.1 mg/kg, 0.5 mg/kg) or to a combination of ZnO NPs and chicken egg ovalbumin (OVA) by oropharyngeal aspiration on day 0 and day 7 and then were sacrificed 5 days later. The subsequent time course of airway inflammation in the mice after ZnO NPs exposure was evaluated on days 1, 7, and 14. To further determine the role of zinc ions, ZnCl2 was also administered. The inflammatory cell count, cytokine levels in the bronchoalveolar lavage fluid (BALF), and lung histopathology were examined. We found significant neutrophilia after exposure to high-dose ZnO NPs on day 1 and significant eosinophilia in the BALF at 7 days. However, the expression levels of the T helper 2 (Th2) cytokines IL-4, IL-5, and IL-13 increased significantly after 24h of exposure to only ZnO NPs and then decreased gradually. These results suggested that ZnO NPs could cause eosinophilic airway inflammation in the absence of allergens.

Pulmonary rehabilitation improves exercise capacity and quality of life in underweight patients with chronic obstructive pulmonary disease.

BACKGROUND AND OBJECTIVE: An estimated 20-40% of COPD patients are underweight. We sought to confirm the physiological and psychosocial benefits of pulmonary rehabilitation programmes (PRP) in underweight compared with non-underweight patients with COPD. METHODS: Twenty-two underweight COPD patients with BMI <20 kg/m(2), and 22 non-underweight COPD patients, who were matched for FEV(1) and age, were studied. All patients had moderate-to-very severe COPD. All patients participated in 12-week, hospital-based outpatient PRP consisting of two sessions per week. Baseline and post-PRP status were evaluated by spirometry, cardiopulmonary exercise testing, ventilatory muscle strength and the St. George's Respiratory Questionnaire (SGRQ). RESULTS: At baseline, the age distribution and airflow obstruction were similar in underweight and non-underweight patients with COPD. Baseline exercise capacity, inspiratory muscle strength and SGRQ total and symptoms scores were significantly lower in the underweight patients (all P < 0.05). After the PRP, there was significant weight gain in the underweight COPD patients (mean increase 0.8 kg, P = 0.01). There were also significant improvements in peak oxygen uptake, peak workload and the SGRQ total, symptoms, activity and impact scores in both underweight and non-underweight patients with COPD (all P < 0.05). CONCLUSIONS: Underweight patients with COPD have impaired exercise capacity and health-related quality of life (HRQL). Exercise training with supplemental oxygen may result in significant weight gains and improvements in exercise capacity and HRQL. Exercise training is indicated for underweight patients with COPD.

Unreliability of pulse contour-derived cardiac output in piglets simulating acute hemorrhagic shock and rapid volume expansion.

BACKGROUND: Pulse contour-derived cardiac output for continuous hemodynamic monitoring is becoming popular in critical care. However, the data regarding its reliability during acute hemodynamic instability are inconsistent. This study was conducted to determine whether pulse contour-derived cardiac output truly reflects rapid hemodynamic changes. METHODS: Hemorrhagic shock was created in seven anesthetized piglets by continuous blood withdrawal at a rate of 1 mL . kg . min for 20 minutes. Volume expansion with 10% hydroxyethyl starch 8 mL . kg was then administered for 5 minutes. Pulse contour-derived and thermodilution- derived hemodynamic parameters were compared. RESULTS: Baseline thermodilution-derived cardiac index was 3.2 +/- 0.4 L . min . M. After exsanguination, it decreased to 2.1 +/- 0.3 L . min . M while pulse contour-derived cardiac index increased to 4.4 +/- 0.4 L . min . M (p value <0.001). Thermodilution-derived systemic vascular resistance index (SVRI) increased to 2463 +/- 474 dyne . sec . cm . M while pulse contour-derived SVRI paradoxically decreased to 1047 +/- 368 dyne . sec . cm . M (p value <0.001). Following rapid volume expansion, thermodilution-derived cardiac index increased to 3.5 +/- 0.2 L . min . M while pulse contour-derived cardiac index decreased to 1.8 +/- 0.4 L . min . M (p value <0.001). Thermodilution-derived SVRI decreased to 2215 +/- 323 dyne . sec . cm . M while pulse contour-derived SVRI increased to 4105 +/- 1097 dyne . sec . cm . M (p value = 0.001). CONCLUSIONS: Pulse contour-derived hemodynamic parameters do not accurately reflect rapid hemodynamic changes, and the trend may be misleading in piglets. Physicians are advised to interpret pulse contour-derived hemodynamic parameters with caution or to use invasive monitoring to guide treatment strategy therapy.