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A validated text mining approach was used to analyze a police dataset of 182,949 DV events for the presence of NFS. Results confirmed NFS within intimate partner relationships is a gendered form of violence. The presence of injury and\/or other (non-NFS) forms of physical abuse, emotional\/verbal\/social abuse, and the perpetrator threatening to kill the victim, were associated with significantly higher odds of NFS perpetration. Police data contain rich information that can be accessed using automated methodologies such as text mining to add to our understanding of this pressing public health issue.<\/jats:p>","DOI":"10.1177\/10778012211025993","type":"journal-article","created":{"date-parts":[[2021,9,28]],"date-time":"2021-09-28T09:47:02Z","timestamp":1632822422000},"page":"2259-2285","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":13,"title":["Nonfatal Strangulation During Domestic Violence Events in New South Wales: Prevalence and Characteristics Using Text Mining Study of Police Narratives"],"prefix":"10.1177","volume":"28","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2706-2925","authenticated-orcid":false,"given":"Mandy","family":"Wilson","sequence":"first","affiliation":[{"name":"National Drug Research Institute, Curtin University, Perth, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Erin","family":"Spike","sequence":"additional","affiliation":[{"name":"School of Population Health, University of New South Wales, Sydney, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"George","family":"Karystianis","sequence":"additional","affiliation":[{"name":"School of Population Health, University of New South Wales, Sydney, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tony","family":"Butler","sequence":"additional","affiliation":[{"name":"School of Population Health, University of New South Wales, Sydney, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2021,9,28]]},"reference":[{"key":"bibr1-10778012211025993","doi-asserted-by":"publisher","DOI":"10.1001\/jamaoto.2016.0293"},{"key":"bibr2-10778012211025993","unstructured":"Australian Bureau of Statistics. 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