Unfortunately, digging through the code in the capx is where most would start when trying to find the solution. From what I can tell, the problem might be the ads and shop. If it runs in browser while ignoring ads and shop, that might give you a clue as to whats causing it to crash. Have you tested it in mobile browser yet - without building APK and installing? Doing that might give you a clue as to what is going on. Search Google Play store for 'HTML5 Loader'. There's a 99 cent app that can be used to load and test HTML5 projects without building to APK and installing. Or, put it on a web server and browse to it with your phone.
Another thing you could do is try using an android emulator if you think your android is old: https://developer.android.com/studio/run/emulator.html
Also, make a few copies of the capx and start working backwards (dont want to trash your original project). Remove the code that you think might cause a crash and then re-test. That might help you narrow it down.
And one more thing, try using a different tool to compile your APK. Sometimes the bugs are caused by the compiler and not the coder.
As for IOS, I cant help you at all there. Good luck and try not to give up.