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A number of software components were adapted, so that they can interoperate with the mOSAIC platform and facilitate seamless application development and deployment.
For increased efficiency, the application main components were adapted from two existing NLP tools implemented in the Apache UIMA framework: Textractor (for dictionary-based lookup) and cTAKES (for preprocessing and smoking status detection).
In order to ensure sustainability, most intervention components were adapted from existing services commissioned by the local NHS bodies at the time (including Villa Vitality, cooking courses and training of walk leaders).
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Different from MAP adaptation in Fig. 2, in the i-vector framework, all components are adapted at the same weight.
Even in the case that training frames are sparse and imbalance, according to maximum likelihood estimation (MLE) of the EM auxiliary function defined in the proof of proposition 3 in [2], entire Gaussian components are adapted at same weight, adapting weight corresponding to entire Gaussian components is denoted by i-vector.
Assessment of program components was adapted from the report from the International Forum on Antibiotic Resistance colloquium.
Assessment of program components was adapted from the report from the International Forum on Antibiotic Resistance (IFAR) colloquium [ 6].
The network analysis components are adapted from previous studies of social networks by Alexander et al. [ 89], De Lange et al. [ 90] and others [ 14, 90- 94].
The specific items in each component are adapted specifically to the case of Brunei Darussalam, making this a novel area-specific vulnerability model (Fig. 2).
The non-formal education component was adapted for the Extended and Continuous Education and Learning (EXCEL) project.
The injury prevention component was adapted from the PRECISE PREventionn of Child Injuries through Social intervention and Education) study in Bangladesh [ 22] which developed and evaluated injury prevention packages for home, school and community settings.
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