Literature DB >> 29636619

Accommodating Grief on Twitter: An Analysis of Expressions of Grief Among Gang Involved Youth on Twitter Using Qualitative Analysis and Natural Language Processing.

Desmond Upton Patton1, Jamie MacBeth2, Sarita Schoenebeck3, Katherine Shear1, Kathleen McKeown4.   

Abstract

There is a dearth of research investigating youths' experience of grief and mourning after the death of close friends or family. Even less research has explored the question of how youth use social media sites to engage in the grieving process. This study employs qualitative analysis and natural language processing to examine tweets that follow 2 deaths. First, we conducted a close textual read on a sample of tweets by Gakirah Barnes, a gang-involved teenaged girl in Chicago, and members of her Twitter network, over a 19-day period in 2014 during which 2 significant deaths occurred: that of Raason "Lil B" Shaw and Gakirah's own death. We leverage the grief literature to understand the way Gakirah and her peers express thoughts, feelings, and behaviors at the time of these deaths. We also present and explain the rich and complex style of online communication among gang-involved youth, one that has been overlooked in prior research. Next, we overview the natural language processing output for expressions of loss and grief in our data set based on qualitative findings and present an error analysis on its output for grief. We conclude with a call for interdisciplinary research that analyzes online and offline behaviors to help understand physical and emotional violence and other problematic behaviors prevalent among marginalized communities.

Entities:  

Keywords:  Social media; gangs; grief; natural language processing

Year:  2018        PMID: 29636619      PMCID: PMC5888812          DOI: 10.1177/1178222618763155

Source DB:  PubMed          Journal:  Biomed Inform Insights        ISSN: 1178-2226


  7 in total

Review 1.  Complicated grief and related bereavement issues for DSM-5.

Authors:  M Katherine Shear; Naomi Simon; Melanie Wall; Sidney Zisook; Robert Neimeyer; Naihua Duan; Charles Reynolds; Barry Lebowitz; Sharon Sung; Angela Ghesquiere; Bonnie Gorscak; Paula Clayton; Masaya Ito; Satomi Nakajima; Takako Konishi; Nadine Melhem; Kathleen Meert; Miriam Schiff; Mary-Frances O'Connor; Michael First; Jitender Sareen; James Bolton; Natalia Skritskaya; Anthony D Mancini; Aparna Keshaviah
Journal:  Depress Anxiety       Date:  2011-02       Impact factor: 6.505

Review 2.  Getting straight about grief.

Authors:  M Katherine Shear
Journal:  Depress Anxiety       Date:  2012-06       Impact factor: 6.505

3.  The death surround: factors influencing the grief experience of survivors.

Authors:  L L Steele
Journal:  Oncol Nurs Forum       Date:  1990 Mar-Apr       Impact factor: 2.172

4.  Performance of DSM-5 Persistent Complex Bereavement Disorder Criteria in a Community Sample of Bereaved Military Family Members.

Authors:  Stephen J Cozza; Joscelyn E Fisher; Christine Mauro; Jing Zhou; Claudio D Ortiz; Natalia Skritskaya; Melanie M Wall; Carol S Fullerton; Robert J Ursano; M Katherine Shear
Journal:  Am J Psychiatry       Date:  2016-05-24       Impact factor: 18.112

Review 5.  Attachment, loss, and complicated grief.

Authors:  Katherine Shear; Harry Shair
Journal:  Dev Psychobiol       Date:  2005-11       Impact factor: 3.038

Review 6.  Bereavement and mental health after sudden and violent losses: a review.

Authors:  Pål Kristensen; Lars Weisæth; Trond Heir
Journal:  Psychiatry       Date:  2012       Impact factor: 2.458

7.  The burden of loss: unexpected death of a loved one and psychiatric disorders across the life course in a national study.

Authors:  Katherine M Keyes; Charissa Pratt; Sandro Galea; Katie A McLaughlin; Karestan C Koenen; M Katherine Shear
Journal:  Am J Psychiatry       Date:  2014-08       Impact factor: 18.112

  7 in total
  4 in total

1.  Recent Advances in Using Natural Language Processing to Address Public Health Research Questions Using Social Media and ConsumerGenerated Data.

Authors:  Mike Conway; Mengke Hu; Wendy W Chapman
Journal:  Yearb Med Inform       Date:  2019-08-16

Review 2.  How social media data are being used to research the experience of mourning: A scoping review.

Authors:  Julia Muller Spiti; Ellen Davies; Paul McLiesh; Janet Kelly
Journal:  PLoS One       Date:  2022-07-22       Impact factor: 3.752

3.  Resilience in Web-Based Mental Health Communities: Building a Resilience Dictionary With Semiautomatic Text Analysis.

Authors:  Yong-Bin Kang; Anthony McCosker; Peter Kamstra; Jane Farmer
Journal:  JMIR Form Res       Date:  2022-09-22

4.  A human-machine partnered approach for identifying social media signals of elevated traumatic grief in Chicago gang territories.

Authors:  Forrest Stuart; Alicia Riley; Hossein Pourreza
Journal:  PLoS One       Date:  2020-07-30       Impact factor: 3.240

  4 in total

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