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Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires [article]

Thong Nguyen, Andrew Yates, Ayah Zirikly, Bart Desmet, Arman Cohan
2022 arXiv   pre-print
In this work, we propose approaches for depression detection that are constrained to different degrees by the presence of symptoms described in PHQ9, a questionnaire used by clinicians in the depression  ...  ., depression) from various sources of information, including social media.  ...  Similarly to other NLP domains, the use of contextualized embeddings has improved the performance of classifiers (Jiang et al., 2020; Matero et al., 2019) .  ... 
arXiv:2204.10432v1 fatcat:cvcverqsdjetrpitppweuoeg3i

A Novel Text Mining Approach for Mental Health Prediction Using Bi-LSTM and BERT Model

Kamil Zeberga, Muhammad Attique, Babar Shah, Farman Ali, Yalew Zelalem Jembre, Tae-Sun Chung, Syed Ahmad Chan Bukhari
2022 Computational Intelligence and Neuroscience  
media, such as the detection of depression and anxiety.  ...  In this paper, we propose a novel framework to efficiently and effectively identify depression and anxiety-related posts while maintaining the contextual and semantic meaning of the words used in the whole  ...  Figure 2 shows the word embedding techniques from the old context-free techniques such as word2vec and GloVe to bidirectional contextual representations such as BERT, ELMo, and OpenAI GPT [19, 20] .  ... 
doi:10.1155/2022/7893775 pmid:35281185 pmcid:PMC8913054 fatcat:yv6mao7pdbavxm77rympywf4vu

COVIDSenti: A Large-Scale Benchmark Twitter Data Set for COVID-19 Sentiment Analysis

Usman Naseem, Imran Razzak, Matloob Khushi, Peter W. Eklund, Jinman Kim
2021 IEEE Transactions on Computational Social Systems  
It is thus timely and important to conduct an ex post facto assessment of the early information flows during the pandemic on social media, as well as a case study of evolving public opinion on social media  ...  Negative opinion played an important role in conditioning public sentiment, for instance, we observed that people favored lockdown earlier in the pandemic; however, as expected, sentiment shifted by mid-March  ...  We attribute this to BERT's ability to capture contextual word representation, which all 8 http://ir.hit.edu.cn/ dytang/ other methods fail to capture.  ... 
doi:10.1109/tcss.2021.3051189 pmid:35783149 pmcid:PMC8545013 fatcat:kdbxet73cjcqbknd5zx5dz2bey

Survey of Generative Methods for Social Media Analysis [article]

Stan Matwin, Aristides Milios, Paweł Prałat, Amilcar Soares, François Théberge
2021 arXiv   pre-print
Social dynamics are important for understanding the spreading of influence or diseases, formation of friendships, the productivity of teams, etc.  ...  This survey draws a broad-stroke, panoramic picture of the State of the Art (SoTA) of the research in generative methods for the analysis of social media data.  ...  Facial expressions of depressed users show fewer signs of positive moods, such as less joy and smiling, and appear more neutral and less expressive.  ... 
arXiv:2112.07041v1 fatcat:xgmduwctpbddfo67y6ack5s2um

A Review on Text-Based Emotion Detection – Techniques, Applications, Datasets, and Future Directions [article]

Sheetal Kusal, Shruti Patil, Jyoti Choudrie, Ketan Kotecha, Deepali Vora, Ilias Pappas
2022 arXiv   pre-print
Hence, it is essential for machines to understand emotions in opinions, feedback, and textual dialogues to provide emotionally aware responses to users in today's online world.  ...  The field of text-based emotion detection (TBED) is advancing to provide automated solutions to various applications, such as businesses, and finances, to name a few.  ...  The NLU generates a semantic representation of a user text, such as intent or purpose, to extract the "meaning" of the text.  ... 
arXiv:2205.03235v1 fatcat:b3m25fg6xfc3leeym22eqysq5a

Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires

Thong Nguyen, Andrew Yates, Ayah Zirikly, Bart Desmet, Arman Cohan
2022 Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)   unpublished
In this work, we propose approaches for depression detection that are constrained to different degrees by the presence of symptoms described in PHQ9, a questionnaire used by clinicians in the depression  ...  ., depression) from various sources of information, including social media.  ...  Similarly to other NLP domains, the use of contextualized embeddings has improved the performance of classifiers (Jiang et al., 2020; Matero et al., 2019) .  ... 
doi:10.18653/v1/2022.acl-long.578 fatcat:wq4kq3cxn5atbkebultqdol3qa

Reviews

1999 Notes and Queries  
The second step, assessing it and understanding it in its Own terms, is admirably met by this volume.  ...  Essays such as those to which I have referred are accessible and helpful to ‘someone contemplating editing for the first time’, whom the editors envisage as the user of the book.  ... 
doi:10.1093/nq/46.4.500 fatcat:hs3yjl4mt5fljdplamlguolt2q

Who Cares? The Terror of Dementia in Ian McEwan's Saturday [chapter]

Peter Simonsen, Sally Chivers, Ulla Kriebernegg
2017 Care Home Stories  
As a consequence of not being consulted, Bert's mother experienced some moments of depression.  ...  users and visitors.  ...  "Home dreams" of privacy and comfort for nuclear families were extremely compelling for the generation of Canadians emerging out of the years of Depression and war, and they fuelled the rapid expansion  ... 
doi:10.14361/9783839438053-016 fatcat:zqhoo7vnnrg7vfsrkcbjczj5ji

Mad Men, mad world: sex, politics, style and the 1960s

Larry Grubbs
2013 The Sixties: A Journal of History, Politics, and Culture  
In Greif's analysis, unexamined hostility toward the show and its cast stands in for the answer. Assessing the role of Draper, Greif writes, "[Jon] Hamm looks perpetually wimpy and underslept.  ...  For the Mad Men writers, Gregory might suggest the enormous power of this role.  ...  To conceive of nostalgia as psychological as well as romantic-as "the pain from an old wound," in Don Draper's turn of phrase-helps to explain the show's representation of the racial past.  ... 
doi:10.1080/17541328.2013.869087 fatcat:xkofchxyffczrmhp5yyeh3quge

Whole Issue

Diana Villanueva-Romero
2018 Ecozon@  
Similarly, exploitation "refers to the use of something [or someone] as a resource for the ends of the user" (Cudworth 7), whereas marginalization implies deeming something or someone unimportant, which  ...  I assume for some time that this zipper provides stability for the web, but as I read more to try to understand the mystery of her, I learn that the purpose of the stabilimentum is up for debate.  ...  Leda and But apart from the chemical toxins of Naked Lunch, the "quest for the ultimate natural drug" in The Yage Letters reveals "radical techniques for reality transformation" (accompanied by mention  ... 
doi:10.37536/ecozona.2018.9.2.2807 fatcat:ck6thqvfqjgqve5ug22j7yz6fy

New Speakers' Perspectives on Reinstating the Intergenerational Transmission of Endangered Indigenous Languages in Western Australia [article]

Amy Budrikis
2021
Where new speakers do engage in intergenerational language transmission, they draw on a wide range of language transmission and teaching methods, as well as strategies for negotiating their own limited  ...  These generations are now the 'new speakers' of the language, an emerging demographic of language learners who represent an opportunity for a community to revitalize their language (Bernadette O' Rourke  ...  and assistance of the Noongar Boodjar  ... 
doi:10.26182/bs9s-3p64 fatcat:s52puxffeval5no7hukapf3h7q