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2015
DOI: 10.3109/10837450.2015.1116567
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In vitro/in vivo correlation and modeling of emitted dose and lung deposition of inhaled salbutamol from metered dose inhalers with different types of spacers in noninvasively ventilated patients

Abstract: Substituting spacer by another in noninvasive ventilation (NIV) involves many variables, e.g. total emitted dose (TED), mass median aerodynamic diameter (MMAD), type of spacer, total lung deposition and total systemic absorption, which must be adjusted to ensure patient optimum therapy. Data mining based on artificial neural networks and genetic algorithms were used to model in vitro inhalation process, predict and optimize bioavailability from inhaled doses delivered by metered dose inhaler (MDI) using differ… Show more

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Cited by 42 publications
(37 citation statements)
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“…So, nebulizers, and nebulizers designs interation are significant model terms. The ''predicted R squared'' of 0.8558 and 0.9055 are in reasonable agreement with the ''adjusted R squared'' of 0.8697 and 0.9143 for inhalation and nebulizer chamber, respectively [21,22]. ''Adequate precision'' measures the signal-to-noise ratio.…”
Section: Discussionsupporting
confidence: 54%
“…So, nebulizers, and nebulizers designs interation are significant model terms. The ''predicted R squared'' of 0.8558 and 0.9055 are in reasonable agreement with the ''adjusted R squared'' of 0.8697 and 0.9143 for inhalation and nebulizer chamber, respectively [21,22]. ''Adequate precision'' measures the signal-to-noise ratio.…”
Section: Discussionsupporting
confidence: 54%
“…The choice of inhaled salbutamol dosage for different devices was in accordance with the previous literatures [17][18][19][20][21].…”
Section: Methodssupporting
confidence: 56%
“…Actuations of the sixteen puffs were synchronized with the start of patients' inspiration for better aerosol delivery [16,17].…”
Section: Methodsmentioning
confidence: 99%
“…The choice of inhaled salbutamol dosage was in accordance with previous literature. 16,18,[24][25][26][27][28][29][30][31][32][33][34][35][36] As recommended previously in studies that used single-limb NIV, 10,30 the nebulizers were placed proximal to the subject and distal to the fixed expiratory valve, as shown in Figure 1.…”
Section: Study Protocolmentioning
confidence: 99%