{"version":"1.0","provider_name":"Epanet","provider_url":"https:\/\/epky.fi\/epanet","author_name":"Nina Harjunp\u00e4\u00e4","author_url":"https:\/\/epky.fi\/epanet\/author\/nharjunpaa\/","title":"Teko\u00e4ly antaa tehohoitoon etumatkaa - Epanet","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"aEPMo64QGI\"><a href=\"https:\/\/epky.fi\/epanet\/ajankohtaista\/tekoaly-antaa-tehohoitoon-etumatkaa\/\">Teko\u00e4ly antaa tehohoitoon etumatkaa<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/epky.fi\/epanet\/ajankohtaista\/tekoaly-antaa-tehohoitoon-etumatkaa\/embed\/#?secret=aEPMo64QGI\" width=\"600\" height=\"338\" title=\"&#8221;Teko\u00e4ly antaa tehohoitoon etumatkaa&#8221; &#8212; Epanet\" data-secret=\"aEPMo64QGI\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n\/\/# sourceURL=https:\/\/epky.fi\/epanet\/wp-includes\/js\/wp-embed.min.js\n<\/script>\n","description":"Antti Kallonen tutki v\u00e4it\u00f6skirjassaan, miten teko\u00e4lyll\u00e4 voidaan ennakoida tehohoidon ja ensihoidon potilaiden tilan heikkenemist\u00e4 nykyisi\u00e4 menetelmi\u00e4 paremmin. Keskeisin tulos liittyy keskosten verenmyrkytyksen varhaiseen tunnistamiseen: potilasmonitorien biosignaaleja analysoiva neuroverkko havaitsi verenmyrkytyksen tyypillisesti noin kaksi vuorokautta ennen kuin kliininen ep\u00e4ily her\u00e4si. Samalla teko\u00e4ly l\u00f6ysi biosignaaleista uusia varhaisia merkkej\u00e4, joita ei ole aiemmin hy\u00f6dynnetty vakavan infektion tunnistamisessa. Teko\u00e4lyn [&hellip;]","thumbnail_url":"https:\/\/epky.fi\/epanet\/wp-content\/uploads\/sites\/4\/2026\/03\/AnttiKallonen-tuni.jpg","thumbnail_width":693,"thumbnail_height":461}