Technology and Research in a Global Networked University Digital Library (NUDL) by Marcos André Gonçalves, Edward A. Fox

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He votes or she votes? Female and male discursive strategies in Twitter political hashtags. by Evandro Cunha, Gabriel Magno, Marcos André Gonçalves, César Cambraia, Virgilio Almeida

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Contrasting Explain-ML with Interpretability Machine Learning Tools in Light of Interactive Machine Learning Principles by Bárbara Gabrielle C. O. Lopes, Liziane Santos Soares, Raquel Oliveira Prates, Marcos André Gonçalves

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Exploiting Contextual Embeddings in Hierarchical Topic Modeling and Investigating the Limits of the Current Evaluation Metrics by Felipe Viegas, Antonio Pereira, Washington Cunha, Celso França, Claudio Andrade, Elisa Tuler, Leonardo Rocha, Marcos André Gonçalves

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Pipelining Semantic Expansion and Noise Filtering for Sentiment Analysis of Short Documents – CluSent Method by Felipe Viegas, Sergio Canuto, Washington Cunha, Celso França, Claudio Valiense, Guilherme Fonseca, Ana Machado, Leonardo Rocha, Marcos André Gonçalves

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Stroke Outcome Measurements From Electronic Medical Records: Cross-sectional Study on the Effectiveness of Neural and Nonneural Classifiers by Bruna Stella Zanotto, Ana Paula Beck da Silva Etges, Avner dal Bosco, Eduardo Gabriel Cortes, Renata Ruschel, Ana Claudia De Souza, Claudio M V Andrade, Felipe Viegas, Sergio Canuto, Washington Luiz, Sheila Ouriques Martins, Renata Vieira, Carisi Polanczyk, Marcos André Gonçalves

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Comprehensive statistical analysis reveals significant benefits of COVID-19 vaccination in hospitalized patients: propensity score, covariate adjustment, and feature importance by... by Eduardo Villela de Moraes, Magda Carvalho Pires, Amanda Abrantes Abreu Costa, Aline Gabrielle Sousa Nunes, Caroline Lopes de Amorim, Euler Roberto Fernandes Manenti, Fernanda Barbosa Lucas, Fernanda d’Athayde Rodrigues, Fernando Anschau, Guilherme Fonseca do Nascimento, Giovanna Grunewald Vietta, Jessica Fernandes Benavides Moreira, Karen Brasil Ruschel, Monica Aparecida Costa, Pamela Andrea Alves Duraes, Pedro Augusto Van Der Sand Germani, Priscilla Pereira dos Reis, Rochele Mosmann Menezes, Leonardo Chaves Dutra da Rocha, Marcos André Gonçalves, Unaí Tupinambas, Milena Soriano Marcolino

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A New Natural Language Processing–Inspired Methodology (Detection, Initial Characterization, and Semantic Characterization) to Investigate Temporal Shifts (Drifts) in Health Care D... by Bruno Paiva, Marcos André Gonçalves, Leonardo Chaves Dutra da Rocha, Milena Soriano Marcolino, Fernanda Cristina Barbosa Lana, Maira Viana Rego Souza-Silva, Jussara M Almeida, Polianna Delfino Pereira, Claudio Moisés Valiense de Andrade, Angélica Gomides dos Reis Gomes, Maria Angélica Pires Ferreira, Frederico Bartolazzi, Manuela Furtado Sacioto, Ana Paula Boscato, Milton Henriques Guimarães-Júnior, Priscilla Pereira dos Reis, Felício Roberto Costa, Alzira de Oliveira Jorge, Laryssa Reis Coelho, Marcelo Carneiro, Thaís Lorenna Souza Sales, Silvia Ferreira Araújo, Daniel Vitório Silveira, Karen Brasil Ruschel, Fernanda Caldeira Veloso Santos, Evelin Paola de Almeida Cenci, Luanna Silva Monteiro Menezes, Fernando Anschau, Maria Aparecida Camargos Bicalho, Euler Roberto Fernandes Manenti, Renan Goulart Finger, Daniela Ponce, Filipe Carrilho de Aguiar, Luiza Margoto Marques, Luís César de Castro, Giovanna Grünewald Vietta, Mariana Frizzo de Godoy, Mariana do Nascimento Vilaça, Vivian Costa Morais

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Temporal validation of the MMCD score to predict kidney replacement therapy and in-hospital mortality in COVID-19 patients by Vanessa das Graças José Ventura, Polianna Delfino Pereira, Magda Carvalho Pires, Alisson Alves Asevedo, Alzira de Oliveira Jorge, Ana Carolina Pitanga dos Santos, André Soares de Moura Costa, Angélica Gomides dos Reis Gomes, Beatriz Figueiredo Lima, Bruno Porto Pessoa, Christiane Corrêa Rodrigues Cimini, Claudio Moisés Valiense de Andrade, Daniela Ponce, Danyelle Romana Alves Rios, Elayne Crestani Pereira, Euler Roberto Fernandes Manenti, Evelin Paola de Almeida Cenci, Felício Roberto Costa, Fernando Anschau, Fernando Graça Aranha, Flavia Maria Borges Vigil, Frederico Bartolazzi, Gabriella Genta Aguiar, Genna Maira Santos Grizende, Joanna d’Arc Lyra Batista, João Victor Baroni Neves, Karen Brasil Ruschel, Letícia do Nascimento, Lucas Moyses Carvalho de Oliveira, Luciane Kopittke, Luís César de Castro, Manuela Furtado Sacioto, Marcelo Carneiro, Marcos André Gonçalves, Maria Aparecida Camargos Bicalho, Mônica Aparecida da Paula Sordi, Natália da Cunha Severino Sampaio, Pedro Gibson Paraíso, Rochele Mosmann Menezes, Silvia Ferreira Araújo, Vivian Costa Morais de Assis, Katia de Paula Farah, Milena Soriano Marcolino

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Potential and limitations of machine meta-learning (ensemble) methods for predicting COVID-19 mortality in a large inhospital Brazilian dataset by Bruno Barbosa Miranda de Paiva, Polianna Delfino Pereira, Claudio Moisés Valiense de Andrade, Virginia Mara Reis Gomes, Maira Viana Rego Souza-Silva, Karina Paula Medeiros Prado Martins, Thaís Lorenna Souza Sales, Rafael Lima Rodrigues de Carvalho, Magda Carvalho Pires, Lucas Emanuel Ferreira Ramos, Rafael Tavares Silva, Alessandra de Freitas Martins Vieira, Aline Gabrielle Sousa Nunes, Alzira de Oliveira Jorge, Amanda de Oliveira Maurílio, Ana Luiza Bahia Alves Scotton, Carla Thais Candida Alves da Silva, Christiane Corrêa Rodrigues Cimini, Daniela Ponce, Elayne Crestani Pereira, Euler Roberto Fernandes Manenti, Fernanda d’Athayde Rodrigues, Fernando Anschau, Fernando Antônio Botoni, Frederico Bartolazzi, Genna Maira Santos Grizende, Helena Carolina Noal, Helena Duani, Isabela Moraes Gomes, Jamille Hemétrio Salles Martins Costa, Júlia di Sabatino Santos Guimarães, Julia Teixeira Tupinambás, Juliana Machado Rugolo, Joanna d’Arc Lyra Batista, Joice Coutinho de Alvarenga, José Miguel Chatkin, Karen Brasil Ruschel, Liege Barella Zandoná, Lílian Santos Pinheiro, Luanna Silva Monteiro Menezes, Lucas Moyses Carvalho de Oliveira, Luciane Kopittke, Luisa Argolo Assis, Luiza Margoto Marques, Magda Cesar Raposo, Maiara Anschau Floriani, Maria Aparecida Camargos Bicalho, Matheus Carvalho Alves Nogueira, Neimy Ramos de Oliveira, Patricia Klarmann Ziegelmann, Pedro Gibson Paraiso, Petrônio José de Lima Martelli, Roberta Senger, Rochele Mosmann Menezes, Saionara Cristina Francisco, Silvia Ferreira Araújo, Tatiana Kurtz, Tatiani Oliveira Fereguetti, Thainara Conceição de Oliveira, Yara Cristina Neves Marques Barbosa Ribeiro, Yuri Carlotto Ramires, Maria Clara Pontello Barbosa Lima, Marcelo Carneiro, Adriana Falangola Benjamin Bezerra, Alexandre Vargas Schwarzbold, André Soares de Moura Costa, Barbara Lopes Farace, Daniel Vitorio Silveira, Evelin Paola de Almeida Cenci, Fernanda Barbosa Lucas, Fernando Graça Aranha, Gisele Alsina Nader Bastos, Giovanna Grunewald Vietta, Guilherme Fagundes Nascimento, Heloisa Reniers Vianna, Henrique Cerqueira Guimarães, Julia Drumond Parreiras de Morais, Leila Beltrami Moreira, Leonardo Seixas de Oliveira, Lucas de Deus Sousa, Luciano de Souza Viana, Máderson Alvares de Souza Cabral, Maria Angélica Pires Ferreira, Mariana Frizzo de Godoy, Meire Pereira de Figueiredo, Milton Henriques Guimarães-Junior, Mônica Aparecida de Paula de Sordi, Natália da Cunha Severino Sampaio, Pedro Ledic Assaf, Raquel Lutkmeier, Reginaldo Aparecido Valacio, Renan Goulart Finger, Rufino de Freitas, Silvana Mangeon Meirelles Guimarães, Talita Fischer Oliveira, Thulio Henrique Oliveira Diniz, Marcos André Gonçalves, Milena Soriano Marcolino

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