Fixed the issue. Was calling the incorrect IDs. Below is the code I used for anybody else wanting to achieve the same outcome.
<script type="text/javascript" charset="utf-8">
jQuery(document).ready(function($){
$(".button#place_order").click(function () {
$(".button#place_order").attr("disabled", true);
$('.checkout').submit();
});
});
</script>