{"action":"created","issue":{"url":"https://api.github.com/repos/eonum/medcodelearn/issues/20","repository_url":"https://api.github.com/repos/eonum/medcodelearn","labels_url":"https://api.github.com/repos/eonum/medcodelearn/issues/20/labels{/name}","comments_url":"https://api.github.com/repos/eonum/medcodelearn/issues/20/comments","events_url":"https://api.github.com/repos/eonum/medcodelearn/issues/20/events","html_url":"https://github.com/eonum/medcodelearn/issues/20","id":139528172,"number":20,"title":"Add demographic variables in embedding LSTMs","user":{"login":"tschimbr","id":10279270,"avatar_url":"https://avatars.githubusercontent.com/u/10279270?v=3","gravatar_id":"","url":"https://api.github.com/users/tschimbr","html_url":"https://github.com/tschimbr","followers_url":"https://api.github.com/users/tschimbr/followers","following_url":"https://api.github.com/users/tschimbr/following{/other_user}","gists_url":"https://api.github.com/users/tschimbr/gists{/gist_id}","starred_url":"https://api.github.com/users/tschimbr/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/tschimbr/subscriptions","organizations_url":"https://api.github.com/users/tschimbr/orgs","repos_url":"https://api.github.com/users/tschimbr/repos","events_url":"https://api.github.com/users/tschimbr/events{/privacy}","received_events_url":"https://api.github.com/users/tschimbr/received_events","type":"User","site_admin":false},"labels":[],"state":"closed","locked":false,"assignee":{"login":"tschimbr","id":10279270,"avatar_url":"https://avatars.githubusercontent.com/u/10279270?v=3","gravatar_id":"","url":"https://api.github.com/users/tschimbr","html_url":"https://github.com/tschimbr","followers_url":"https://api.github.com/users/tschimbr/followers","following_url":"https://api.github.com/users/tschimbr/following{/other_user}","gists_url":"https://api.github.com/users/tschimbr/gists{/gist_id}","starred_url":"https://api.github.com/users/tschimbr/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/tschimbr/subscriptions","organizations_url":"https://api.github.com/users/tschimbr/orgs","repos_url":"https://api.github.com/users/tschimbr/repos","events_url":"https://api.github.com/users/tschimbr/events{/privacy}","received_events_url":"https://api.github.com/users/tschimbr/received_events","type":"User","site_admin":false},"milestone":null,"comments":5,"created_at":"2016-03-09T09:50:34Z","updated_at":"2016-04-17T15:43:32Z","closed_at":"2016-04-17T15:43:32Z","body":""},"comment":{"url":"https://api.github.com/repos/eonum/medcodelearn/issues/comments/211045434","html_url":"https://github.com/eonum/medcodelearn/issues/20#issuecomment-211045434","issue_url":"https://api.github.com/repos/eonum/medcodelearn/issues/20","id":211045434,"user":{"login":"tschimbr","id":10279270,"avatar_url":"https://avatars.githubusercontent.com/u/10279270?v=3","gravatar_id":"","url":"https://api.github.com/users/tschimbr","html_url":"https://github.com/tschimbr","followers_url":"https://api.github.com/users/tschimbr/followers","following_url":"https://api.github.com/users/tschimbr/following{/other_user}","gists_url":"https://api.github.com/users/tschimbr/gists{/gist_id}","starred_url":"https://api.github.com/users/tschimbr/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/tschimbr/subscriptions","organizations_url":"https://api.github.com/users/tschimbr/orgs","repos_url":"https://api.github.com/users/tschimbr/repos","events_url":"https://api.github.com/users/tschimbr/events{/privacy}","received_events_url":"https://api.github.com/users/tschimbr/received_events","type":"User","site_admin":false},"created_at":"2016-04-17T15:43:32Z","updated_at":"2016-04-17T15:43:32Z","body":"See https://github.com/eonum/medcodelearn/tree/demovars\r\nAcc before with demographic tokens: 48.07%\r\nAcc before without demographic tokens: 47.27%\r\nAcc after with demographic tokens: 48.47%\r\nAcc after without demographic tokens: 47.64%\r\n\r\nThe addition of an additional dense layer before the final softmax output layer did not result in any improvements."}}