透過(guò)Instagram的使用方式看你是否抑郁
人們常說(shuō),眼睛是心靈的窗戶,。事實(shí)上,,Instagram也可以是心靈的窗戶。研究人員表示,,他們研發(fā)了一個(gè)算法,,可以利用社交媒體上發(fā)布的消息,比醫(yī)生更有效地確認(rèn)一個(gè)人的抑郁狀況,。 佛蒙特大學(xué)的克里斯·丹佛斯和哈佛大學(xué)的安德魯·里斯在EPJ Data Science期刊上發(fā)表了他們的發(fā)現(xiàn),。他們稱自己開(kāi)發(fā)的工具會(huì)掃描Instagram發(fā)布的消息,受試者被檢測(cè)出抑郁的成功率高達(dá)70%,。相反,,醫(yī)生只有42%的概率能準(zhǔn)確判斷情況。 為了獲得這些結(jié)果,,丹佛斯和里斯的團(tuán)隊(duì)研究了166個(gè)受試者在Instagram上發(fā)布的4.4萬(wàn)張圖片。受試者中有71名過(guò)去被檢測(cè)出患有抑郁癥,。通過(guò)分析色彩,、使用的濾鏡和人物的表現(xiàn),研究者可以確定他們所謂的“抑郁標(biāo)志”,。例如,,患有抑郁癥的用戶更傾向于發(fā)布顏色灰暗的照片,使用黑白的水墨濾鏡的可能性也更大,,盡管整體來(lái)看他們不太喜歡使用濾鏡,。另一方面,沒(méi)有抑郁癥的用戶更喜歡巴倫西亞濾鏡,,這會(huì)讓圖片更加鮮艷,。 令人驚訝的是,,抑郁癥患者更傾向于發(fā)布帶有人臉的照片。(由于論文作者沒(méi)有確證照片中的人是誰(shuí),,所以還無(wú)法確定抑郁癥患者是否更愛(ài)自拍,。)(財(cái)富中文網(wǎng)) 譯者:嚴(yán)匡正 |
It's often said that eyes are a window into the soul. Instagram, it turns out, can be that window, too, as researchers say they've developed an algorithm that uses posts on the social media network to identify depression more effectively than doctors can. Chris Danforth of the University of Vermont and Andrew Reece of Harvard University published their findings in the EPJ Data Science journal. The tool they built to scan Instagram posts, they said, could accurately identify depression in 70% of their study's participants. Doctors, on the contrary, are successful only 42% of the time. To arrive at these results, Danforth and Reece's team looked at roughly 44,000 Instagram photos posted by 166 study participants — 71 of whom were diagnosed with depression in the past. Analyzing factors such as hue, the use of filters and the presence of people, researchers were able to determine what they call "depression markers." Depressed people, for example, were more likely to post photos with darker, grey colors. Of those tones, the black and white Inkwell filter was more likely to be chosen, though depressed people on the whole were less likely to choose filters to begin with. People who aren't depressed, on the other hand, preferred the Valencia filter, which brightens the image. Surprisingly, depressed people were more likely to post photos with faces in them. (Because the authors didn't determine who the photos were of, they couldn't say if that correlation meant the depressed people took more selfies.) |