I don't think you can - there is a W3C draft API to get audio or video, but there is no implementation yet on any of the major mobile OSs.
Second best The only option is to go with Dennis' suggestion to use PhoneGap. This will mean you need to create a native app and add it to the mobile app store/marketplace.