TY - JOUR AU - Foriest, Jasmine C AU - Mittal, Shravika AU - Kim, Eugenia AU - Carmichael, Andrea AU - Lennon, Natalie AU - Sumner, Steven A AU - De Choudhury, Munmun PY - 2024 DA - 2024/7/3 TI - News Media Framing of Suicide Circumstances and Gender: Mixed Methods Analysis JO - JMIR Ment Health SP - e49879 VL - 11 KW - suicide KW - framing KW - disparities KW - reporting guidelines KW - gender KW - stigma KW - glorification KW - glorify KW - glorifying KW - suicidal KW - self harm KW - suicides KW - stigmatizing KW - stigmatization KW - reporting KW - news KW - journalist KW - journalists KW - journalism KW - machine learning KW - NLP KW - natural language processing KW - LLM KW - LLMs KW - language model KW - language models KW - linguistic KW - linguistics KW - reporter KW - reporters KW - digital mental health KW - mHealth KW - media AB - Background: Suicide is a leading cause of death worldwide. Journalistic reporting guidelines were created to curb the impact of unsafe reporting; however, how suicide is framed in news reports may differ by important characteristics such as the circumstances and the decedent’s gender. Objective: This study aimed to examine the degree to which news media reports of suicides are framed using stigmatized or glorified language and differences in such framing by gender and circumstance of suicide. Methods: We analyzed 200 news articles regarding suicides and applied the validated Stigma of Suicide Scale to identify stigmatized and glorified language. We assessed linguistic similarity with 2 widely used metrics, cosine similarity and mutual information scores, using a machine learning–based large language model. Results: News reports of male suicides were framed more similarly to stigmatizing (P<.001) and glorifying (P=.005) language than reports of female suicides. Considering the circumstances of suicide, mutual information scores indicated that differences in the use of stigmatizing or glorifying language by gender were most pronounced for articles attributing legal (0.155), relationship (0.268), or mental health problems (0.251) as the cause. Conclusions: Linguistic differences, by gender, in stigmatizing or glorifying language when reporting suicide may exacerbate suicide disparities. SN - 2368-7959 UR - https://mental.jmir.org/2024/1/e49879 UR - https://doi.org/10.2196/49879 DO - 10.2196/49879 ID - info:doi/10.2196/49879 ER -