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1
Evaluating semantic textual similarity in clinical sentences using deep learning and sentence embeddings
Antunes, Rui; Silva, João Figueira; Matos, Sérgio. - : Association for Computing Machinery, 2020
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2
Statistical Complexity Analysis of Turing Machine tapes with Fixed Algorithmic Complexity Using the Best-Order Markov Model
In: Entropy (Basel) (2020)
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3
Understanding Depression from Psycholinguistic Patterns in Social Media Texts
Abstract: The World Health Organization reports that half of all mental illnesses begin by the age of 14. Most of these cases go undetected and untreated. The expanding use of social media has the potential to leverage the early identification of mental health diseases. As data gathered via social media are already digital, they have the ability to power up faster automatic analysis. In this article we evaluate the impact that psycholinguistic patterns can have on a standard machine learning approach for classifying depressed users based on their writings in an online public forum. We combine psycholinguistic features in a rule-based estimator and we evaluate their impact on this classification problem, along with three other standard classifiers. Our results on the Reddit Self-reported Depression Diagnosis dataset outperform some previously reported works on the same dataset. They stand for the importance of extracting psychologically motivated features when processing social media texts with the purpose of studying mental health.
Keyword: Article
URL: https://doi.org/10.1007/978-3-030-45442-5_50
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7148066/
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4
Historiografia e Res Publica nos últimos dois séculos
Matos, Sérgio Campos; João, Maria Isabel. - : Centro de História da Universidade de Lisboa, 2018
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5
Introdução
Matos, Sérgio Campos; João, Maria Isabel. - : Centro de História da Universidade de Lisboa, 2018
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6
Biomedical word sense disambiguation with word embeddings
Antunes, Rui; Matos, Sérgio. - : Springer, 2017
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7
Evaluation of word embedding vector averaging functions for biomedical word sense disambiguation
Antunes, Rui; Matos, Sérgio. - : UA Editora, 2017
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8
Overview of the interactive task in BioCreative V
In: ISSN: 1758-0463 ; EISSN: 1758-0463 ; Database - The journal of Biological Databases and Curation ; https://hal.archives-ouvertes.fr/hal-01469079 ; Database - The journal of Biological Databases and Curation, Oxford University Press, 2016, 2016, ⟨10.1093/database/baw119⟩ ; https://academic.oup.com/database/article-lookup/doi/10.1093/database/baw119 (2016)
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9
The CHEMDNER corpus of chemicals and drugs and its annotation principles
Krallinger, Martin; Rabal, Obdulia; Leitner, Florian. - : BioMed Central, 2015
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10
An Overview of Biomolecular Event Extraction from Scientific Documents
Vanegas, Jorge A.; Matos, Sérgio; González, Fabio. - : Hindawi Publishing Corporation, 2015
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11
Mining biomedical information from scientific literature ; Mineração de informação biomédica a partir de literatura científica
Campos, David Emmanuel Marques. - : Universidade de Aveiro, 2013
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12
Benchmarking of the 2010 BioCreative Challenge III text-mining competition by the BioGRID and MINT interaction databases
In: Krallinger, Martin; Vazquez, Miguel; Leitner, Florian; Salgado, David; Chatr-aryamontri, Andrew; Winter, Andrew; et al.(2011). Benchmarking of the 2010 BioCreative Challenge III text-mining competition by the BioGRID and MINT interaction databases. BMC Bioinformatics, 12(Suppl 8), S3. doi: http://dx.doi.org/10.1186/1471-2105-12-S8-S3. Retrieved from: http://www.escholarship.org/uc/item/44z3n3v1 (2011)
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13
The Protein-Protein Interaction tasks of BioCreative III: classification/ranking of articles and linking bio-ontology concepts to full text
In: ISSN: 1471-2105 ; BMC Bioinformatics ; https://hal.archives-ouvertes.fr/hal-01780325 ; BMC Bioinformatics, BioMed Central, 2011, 12 (Suppl 8), ⟨10.1186/1471-2105-12-S8-S3⟩ (2011)
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14
Corpógrafo and NooJ: using linguistic resources to obtain aligned concordances from corpora
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15
Interpretações temporais de sintagmas com a preposição Em
In: http://aleph.letras.up.pt/F?func=find-b&find_code=SYS&request=000145509 (1998)
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16
Linguística e informática : perspectivas recentes do computador em linguística aplicada e descritiva
In: http://aleph.letras.up.pt/F?func=find-b&find_code=SYS&request=000189478 (1989)
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