编辑: gracecats | 2019-07-12 |
22 kilohertz are usually associated with unhappy affect and calls around
55 kilohertz are happy affect." John Neumaier, a professor of psychiatry and pharmacology at the University of Washington. "So if you tickle a rat, it puts out a lot of
55 calls. If we give them a sucrose solution, then they put out a lot of calls at
55 kilohertz." Being able to interpret these different calls can help researchers understand the rodent's emotional state―which could affect the results of experiments on the animals. Of course, listening to rodents in real time eats up resources. To code one hour of a recording, "It takes
10 hours, you know, because you have to slow these recordings down in order to be able to listen to them." To automate the process, Neumaier's associates, Kevin Coffey and Russell Marx, used machine algorithms originally designed for self-driving cars to develop software that they call DeepSqueak. The program takes recordings of rodent squeaks and plots them by frequency and intensity. By transforming the audio to a visual representation, "They were able to train the computer network to recognize what ultrasonic vocalization looks like and then to easily tell them apart from other kinds of noise." The description of DeepSqueak is in the journal Neuropsychopharmacology. The researchers have made the software available to any other scientists working with rodents who could use this kind of analysis. "In my mind it will democratize this kind of research so that people can afford to do it, because it's been a huge barrier."