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A team of researchers at the Cincinnati Children's Hospital use computers to analyze the language of suicide notes, in the hope that they can better identify those at risk. By comparing patient interview responses to suicide notes, they can identify how similar or divergent their language is from the language of suicide.Here are three patterns researchers have identified in their corpus of authentic suicide notes: 1. Loss of hope. When hope is gone, when hopelessness emerges - and that's in most of the notes 2. Practical instruction, e.g.. "Remember to change the tires. Remember to change the oil. I drew a check, but I didn't put the money in. Please go ahead and make the deposit." 3. The presence of the following emotions: depression, a little bit of anger, abandonment, and the sense of "I just can't go on any longer. I can't deal with this any longer."

A machine learning algorithm analyses verbal and non-verbal cues It could correctly identify if someone is suicidal with 93% accuracy Researchers incorporated the algorithm into an app trialed in schools By recording conversations and analysing cues such as pauses and sighs, it could help to flag those most at risk of taking their own life Researchers are developing an app which could help to prevent suicides by flagging those most at risk.

Jonah DeChants, a research scientist at the Trevor Project, an LGBTQ mental health nonprofit notes an "explosion of language that we're seeing around how young people express their gender." A 2001research study of 34,700+ US youth released Monday by the LGBTQ mental health nonprofit the Trevor Project found that over one in four (26%) LGBTQ youth identified as nonbinary. An additional 20% said they are not sure or are questioning whether they identify as nonbinary. The term "nonbinary" refers to people whose gender does not fit within the traditional binary construction of male or female. Drawing from an online survey conducted between October and December of 2020 of over 34,700 LGBTQ youth in the U.S., the Trevor Project found that while the term "nonbinary" has often been associated with a trans or transitioning person, only half of the respondents who identified as nonbinary also identified as transgender. (An additional 20% said they were not sure or questioning whether they are transgender). While 72% of respondents who identified as nonbinary said they use the term to describe their gender identity, other terms were also cited, including queer (used by 29% of respondents), gender non-confirming (27%), genderfluid (24%), genderqueer (23%), androgynous (23%), agender (15%), demigirl (10%), demiboy (8%), genderflux (4%), and bigender (4%). (Queer is also a term people can use to identify their sexuality, which is separate from gender identity. Most the nonbinary youth sampled reported being multisexual or attracted to multiple genders.) "More and more young people are taking control over their gender identity, and finding language and terms that resonate with them," DeChants continues. "And expressing that in the world in [ways] that we haven't necessarily seen in the past." The majority of nonbinary respondents said they use pronouns outside the gender binary-such as "they/them" or "xe/xem." Here, DeChants notes an "emp

This article was about how a gratitude journal can affect someone's life. A college student began writing monthly gratitude lists when she was "at a point when [she] was just not in a very good place in [her] life." There is an increasing amount of research being done on the benefits of a gratitude journal. Multiple studies show that expressing gratitude can help people sleep better, lower stress, and improve relationships. Then there is a lack of research on how the expression of gratitude can affect those with clinical depression, anxiety, or suicidal tendencies. Gratitude journals aren't for everyone, it's all dependent on how you feel.

While most are pushing towards being more grateful, researchers are explaining the benefits of journaling gratitude. The research on gratitude is beneficial to us emotionally, physically, mentally, and spiritually. It's a simple practice that can benefit people, and it's free! While being grateful is something good to practice and turn to habit, it doesn't effect everyone the same. There is still undergoing research on the impact that gratitude has on those that have depression, anxiety, and suicidal thoughts.

Born between 1995 and 2012, teens are growing up with smartphones, have an Instagram account before they start high school, and do not remember a time before the Internet. There is compelling evidence that the devices we've placed in young people's hands are having profound effects on their lives-and making them seriously unhappy.. Some interesting (and disturbing) findings: 1. A 2017 survey of more than 5,000 American teens found that three out of four owned an iPhone. 2. While teens are physically safer than they've ever been, they're also more isolated and more subject to psychological harm. Rates of teen depression and suicide have skyrocketed since 2011. In addition, the number of teens who get together with their friends nearly every day dropped by more than 40 percent from 2000 to 2015; the decline has been especially steep recently. It's not only a matter of fewer kids partying; fewer kids are spending time simply hanging out. 3. Teens who spend more time than average on screen activities are more likely to be unhappy, and those who spend more time than average on nonscreen activities are more likely to be happy. 4. Girls have also borne the brunt of the rise in depressive symptoms among today's teens. Boys' depressive symptoms increased by 21 percent from 2012 to 2015, while girls' increased by 50 percent-more than twice as much. The rise in suicide, too, is more pronounced among girls. While boys tend to bully one another physically, girls are more likely to do so by undermining a victim's social status or relationships. Social media give middle- and high-school girls a platform to ostracize and exclude other girls 24/7. 5. Sleep deprivation: nearly all teens sleep with their phones in close proximity, and the devices are interfering with sleep: Many teens now sleep less than seven hours most nights. Sleep experts say that teens should get about nine hours of sleep a night; a teen who is getting less than seven hours a night is signific

What our speech reveals about us

13 year old Trisha Prabhu of Naperville, IL, is a finalist in Google Science Fair 2014. Prabhu's project focuses on preventing cyber-bullying. Excerpted from her project summary statement: "Cyberbullying may result in depression, low self-esteem and in rare cases suicides in adolescent victims(12-18). Research shows that, over 50% of adolescents and teens have been bullied online and 10 to 20% experience it regularly. Research also shows that adolescents that post mean/hurtful messages may not understand the potential consequences of their actions because the pre-frontal cortex, the area of brain that controls reasoning and decision-making isn't developed until age 25. I hypothesized that if adolescents(ages 12-18) were provided an alert mechanism that suggested them to re-think their decision if they expressed willingness to post a mean/hurtful message on social media, the number of mean/hurtful messages adolescents will be willing to post would be lesser than adolescents that are not provided with such an alert mechanism. In order to check if my hypothesis was true, I created two Software systems: 1) Baseline 2) Rethink. "Rethink" system measured number of mean/hurtful messages adolescents were willing to post after being alerted to rethink, while the "Baseline" system measured the same without the alert. Results proved that adolescents were 93.43% less willing to post mean/hurtful messages using a "Rethink" system compared with "Baseline" system without alert."

A new study by Joseph Grenny and David Maxfield, authors of the New York Times bestseller Crucial Conversations, shows nearly everyone has either seen or suffered from a catastrophic comment. Specifically, 83 percent have witnessed their colleagues say something that has had catastrophic results on their careers, reputations and businesses. Here are the top 5 blunders: 1) SUICIDE BY FEEDBACK: You thought others could handle the truth-but they didn't. 2) GOSSIP KARMA: You talked about someone or something in confidence with a colleague only to have your damning comments made public. 3) TABOO TOPICS: What it looks like: You said something about race, sex, politics or religion that you thought was safe, but others distorted it, misunderstood it, took it wrong, used it against you, etc. 4) WORD RAGE: You lost your temper and used profanity or obscenities to make your point. 5) "REPLY ALL" BLUNDERS. You accidentally shared something harmful via technology (email, text, virtual meeting tools, etc).

Good summary of general trends in language use by people with different states of mind, gender, class

This is very useful for the suicide note we tried to figure out in medium