Ajusta o abstract

texto/main.tex

@@ -299,13 +299,13 @@
 % Resumo em inglês
 \begin{resumo}[Abstract]
  \begin{otherlanguage*}{english}
-   Developments in area of machine learning represent a series of opportunities for different areas of research and professional activity. The use of machine
-   learning models in predicting outcomes for mental health treatments has been investigated and shows promising results. The application of this type of model would
-   enable, for example, greater assertiveness in the personalization of psychotherapeutic treatments at an individual level. Despite the potential benefits, the topic
-   is still little discussed in research, training and practice in clinical psychology. This work aims to introduce the topic of machine learning to psychologists. The
-   aim is to present, in an accessible way, the basic concepts and terminology in machine learning, providing a general overview of the area. To complement the conceptual
-   exposition, an example is constructed based on data from a study on the effectiveness of positive psychology interventions for depression via the internet. Finally,
-   some implications of using this type of technology for research and practice in psychotherapy are discussed.
+   Advances in machine learning have opened up a multitude of opportunities for various research and professional fields. The use of machine learning models to
+   predict treatment outcomes in mental health has been investigated showing promising results. The application of such models would allow greater assertiveness
+   in tailoring psychotherapeutic treatments at the individual level. Despite its potential benefits, the topic remains unexplored in the fields of research, training
+   and practice in clinical psychology. This work aims to introduce the topic of machine learning to psychologists. It presents the basic machine learning concepts and
+   terminology in an accessible manner, providing a comprehensive overview of the field. To complement the conceptual discussion, an example is constructed using data
+   from a study on the effectiveness of internet-based positive psychology interventions for depression. Finally, implications of using this type of technology in
+   psychotherapy research and practice are discussed.
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