Literature DB >> 28679904

Using Structured and Unstructured Data to Refine Estimates of Military Sexual Trauma Status Among US Military Veterans.

Adi V Gundlapalli1, Emily Brignone2, Guy Divita1, Audrey L Jones1, Andrew Redd1, Ying Suo1, Warren B P Pettey1, April Mohanty1, Lori Gawron1, Rebecca Blais2, Matthew H Samore1, Jamison D Fargo3.   

Abstract

Sexual trauma survivors are reluctant to disclose such a history due to stigma. This is likely the case when estimating the prevalence of sexual trauma experienced in the military. The Veterans Health Administration has a program by which all former US military service members (Veterans) are screened for military sexual trauma (MST) using a questionnaire. Administrative data on MST screens and a change of status from an initial negative answer to positive and natural language processing (NLP) on electronic medical notes to extract concepts related to MST were used to refine initial estimates of MST among a random sample of 20,000 Veterans. The initial MST positive screen of 15.4% among women was revised upward to 21.8% using administrative data and further to 24.5% by adding NLP results. The overall estimate of MST status in women and men in this sample was revised from 8.1% to 13.1% using both data elements.

Entities:  

Keywords:  Disclosure of trauma; Military Sexual Trauma; Veterans

Mesh:

Year:  2017        PMID: 28679904      PMCID: PMC6044276     

Source DB:  PubMed          Journal:  Stud Health Technol Inform        ISSN: 0926-9630


  6 in total

1.  Military sexual trauma among US servicewomen during deployment: a qualitative study.

Authors:  Bridgit Burns; Kate Grindlay; Kelsey Holt; Ruth Manski; Daniel Grossman
Journal:  Am J Public Health       Date:  2013-12-12       Impact factor: 9.308

2.  Extracting Sexual Trauma Mentions from Electronic Medical Notes Using Natural Language Processing.

Authors:  Guy Divita; Emily Brignone; Marjorie E Carter; Ying Suo; Rebecca K Blais; Matthew H Samore; Jamison D Fargo; Adi V Gundlapalli
Journal:  Stud Health Technol Inform       Date:  2017

Review 3.  Socioeconomic disparities, financial toxicity, and opportunities for enhanced system efficiencies for patients with cancer.

Authors:  Daniel E Abbott; Corrine L Voils; Deborah A Fisher; Caprice C Greenberg; Nasia Safdar
Journal:  J Surg Oncol       Date:  2017-01-20       Impact factor: 3.454

Review 4.  Military sexual trauma in men: a review of reported rates.

Authors:  Tim Hoyt; Jennifer Klosterman Rielage; Lauren F Williams
Journal:  J Trauma Dissociation       Date:  2011

5.  Military sexual trauma in US veterans: results from the National Health and Resilience in Veterans Study.

Authors:  Katherine Klingensmith; Jack Tsai; Natalie Mota; Steven M Southwick; Robert H Pietrzak
Journal:  J Clin Psychiatry       Date:  2014-10       Impact factor: 4.384

6.  Military Sexual Trauma Among Recent Veterans: Correlates of Sexual Assault and Sexual Harassment.

Authors:  Shannon K Barth; Rachel E Kimerling; Joanne Pavao; Susan J McCutcheon; Sonja V Batten; Erin Dursa; Michael R Peterson; Aaron I Schneiderman
Journal:  Am J Prev Med       Date:  2015-07-29       Impact factor: 5.043

  6 in total
  2 in total

1.  Artificial Intelligence, Heuristic Biases, and the Optimization of Health Outcomes: Cautionary Optimism.

Authors:  Michael Feehan; Leah A Owen; Ian M McKinnon; Margaret M DeAngelis
Journal:  J Clin Med       Date:  2021-11-14       Impact factor: 4.241

2.  Extracting social determinants of health from electronic health records using natural language processing: a systematic review.

Authors:  Braja G Patra; Mohit M Sharma; Veer Vekaria; Prakash Adekkanattu; Olga V Patterson; Benjamin Glicksberg; Lauren A Lepow; Euijung Ryu; Joanna M Biernacka; Al'ona Furmanchuk; Thomas J George; William Hogan; Yonghui Wu; Xi Yang; Jiang Bian; Myrna Weissman; Priya Wickramaratne; J John Mann; Mark Olfson; Thomas R Campion; Mark Weiner; Jyotishman Pathak
Journal:  J Am Med Inform Assoc       Date:  2021-11-25       Impact factor: 7.942

  2 in total

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