Software can sense ‘depression’ in blogs
June 24th, 2010 - 3:43 pm ICT by IANSLondon, June 24 (IANS) Researchers have developed a software programme that can detect depression in blogs and online texts. The software is capable of identifying language that can indicate a writer’s psychological state, which could serve as a screening tool.
Developed by a team headed by Yair Neuman, associate professor of education at Ben-Gurion University (BGU) of the Negev, Israel, the software was used to scan more than 300,000 english language blogs posted on mental health websites.
The programme identified what it perceived to be the 100 “most depressed” and 100 “least depressed” bloggers.
A panel of four clinical psychologists reviewed the samples and concluded that there was a 78 percent correlation between the computer’s and the panel’s findings.
“The software programme was designed to find depressive content hidden in language that did not mention the obvious terms like depression or suicide,” Neuman said.
“A psychologist knows how to spot various emotional states through intuition. Here, we have a programme that does this methodically through the innovative use of ‘web intelligence’.”
For example, the programme spots words that express various emotions, like colours that the writer employs to metaphorically describe certain situations.
Words like “black” combined with other terms that describe symptoms of depression, such as sleep deprivation or loneliness, will be recognized by the software as “depressive” texts.
Originally conducted for academic purposes, the findings could potentially be used to screen for would-be suicides.
The software provides a screening process that raises an individual’s awareness of his or her condition, enables mental health workers to identify individuals in need of treatment and can recommend they seek professional help.
“Because, no one can actually replace excellent human judgement,” Neuman added.
In the US, there is a big problem of undiagnosed people suffering from depression. The usual screening process is an online questionnaire, which is a self-selective process.
If a person is completing a survey, he already suspects a problem. With this software, it is possible to analyse proactively. If the blogger agrees, he will know whether or not he needs to seek professional counselling, said a university release.
Neuman will be presenting his work at the 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agency Technology in Toronto, Canada, from Aug 31 to Sep 3, later this year.
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Tags: academic purposes, ben gurion university, bgu, clinical psychologists, correlation, emotional states, health websites, human judgement, intuition, loneliness, mental health workers, negev israel, online texts, psychological state, psychologist, screening tool, sleep deprivation, suicides, symptoms of depression, web intelligence