Age and Gender Identification using Stacking for Classification⋆ Notebook for PAN at CLEF 2016

This paper presents our approach of identifying the profile of an unknown user based on the activities of known users. The aim of author profiling task of PAN@CLEF 2016 is cross-genre identification of the gender and age of an unknown user. This means training the system using the behavior of different users from one social media platform and identifying the profile of other user on some different platform. Instead of using single classifier to build the system we used a combination of different classifiers, also known as stacking. This approach allowed us explore the strength of all the classifiers and minimize the bias or error enforced by a single classifier.

Nursing training in Brazil and in Portugal: similarities and specificities

Objective: To identify similarities/specificities in the nursing training in Brazil and in Portugal. This is a documentary research conducted in two higher education institutions, in January 2013. Method: It was focused on the National Curriculum Guidelines and on the Bologna Process. Results: Common points: objectives and profile of the newly-trained nurses grounded on competencies; teaching of education in/for health. Brazilian specificity: universal admission; three disciplines focused on research; mandatory discipline related to elderly care; two optional disciplines: Alternative therapies and Brazilian Language of Signs; insertion of complementary activities, actions in teaching/research/extension; basis of teaching: compliance with the Brazilian Unified Health System. Portuguese Specificity: admission with regionalized medical certificate; grounded on the European Credit Transfer and Accumulation System; compulsory disciplines: Clinical Reasoning in Nursing; Family Nursing; Development throughout life; Rehabilitative Nursing and Prospects of development of the Nursing; two optional disciplines: entrepreneurship and arts; basis of teaching: clinical teaching. Conclusions: There are similarities and specificities between the surveyed courses.

Nursing training in Brazil and in Portugal: similarities and specificities

Objective: To identify similarities/specificities in the nursing training in Brazil and in Portugal. This is a documentary research conducted in two higher education institutions, in January 2013. Method: It was focused on the National Curriculum Guidelines and on the Bologna Process. Results: Common points: objectives and profile of the newly-trained nurses grounded on competencies; teaching of education in/for health. Brazilian specificity: universal admission; three disciplines focused on research; mandatory discipline related to elderly care; two optional disciplines: Alternative therapies and Brazilian Language of Signs; insertion of complementary activities, actions in teaching/research/extension; basis of teaching: compliance with the Brazilian Unified Health System. Portuguese Specificity: admission with regionalized medical certificate; grounded on the European Credit Transfer and Accumulation System; compulsory disciplines: Clinical Reasoning in Nursing; Family Nursing; Development throughout life; Rehabilitative Nursing and Prospects of development of the Nursing; two optional disciplines: entrepreneurship and arts; basis of teaching: clinical teaching. Conclusions: There are similarities and specificities between the surveyed courses.