{"id":18412,"date":"2025-12-09T16:59:29","date_gmt":"2025-12-09T14:59:29","guid":{"rendered":"https:\/\/trialoog.taltech.ee\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/"},"modified":"2025-12-12T07:26:32","modified_gmt":"2025-12-12T05:26:32","slug":"varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid","status":"publish","type":"post","link":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/","title":{"rendered":"The hidden signals that predict mining failures"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>At TalTech\u2019s School of Science conference, postdoctoral researcher Bruno Grafe showed how real-time monitoring can help prevent environmental accidents and make mining cleaner and smarter.<\/p>\n","protected":false},"author":8,"featured_media":18306,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[251],"tags":[771,772,770],"class_list":["post-18412","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-science","tag-geology","tag-mining","tag-sensors"],"acf":{"postbuilder":[{"acf_fc_layout":"text","type":"text","text":"Mining affects the environment directly, so knowing exactly what happens in water and soil is crucial. That is why <a href=\"https:\/\/taltech.ee\/en\/department-geology\" target=\"_blank\" rel=\"noopener\">TalTech Department of Geology<\/a> postdoctoral researcher <a href=\"https:\/\/www.etis.ee\/CV\/Bruno_Grafe001\" target=\"_blank\" rel=\"noopener\">Bruno Grafe<\/a> \u2013 who has worked both in mining research and in a German mining authority \u2013 believes that constant measurements can make a real difference.\r\n\r\nOver the last twenty years, sensors have become cheaper, smaller and far more capable. At the same time, Europe\u2019s rules have not quite caught up, meaning real-time data is often treated as \u201cextra\u201d, not as official evidence. For researchers, that opens a challenge: to prove these tools are reliable enough to be trusted.\r\n<h4><strong>Why \u201ccontinuous data\u201d matters<\/strong><\/h4>\r\nGrafe opened with a simple idea: if you measure rarely, you see only snapshots. If you measure constantly, you see reality.\r\n\r\nHe reminded the audience of the 2022 disaster on the Oder River, where 25-50% of the total fish population \u00a0died almost overnight. Real-time data could have helped identify the dangerous algae bloom earlier and understand how temperature, salt and fertiliser residues came together to trigger it.\r\n\r\nFor mining companies, constant measurements have another value \u2013 they make processes more predictable and efficient. If you see changes the moment they happen, you can fix problems before they shut down the system.","image":null,"align":""},{"acf_fc_layout":"image","image":18308},{"acf_fc_layout":"text","type":"text","text":"<h4><strong>How real-time data uncovers early warning signs<\/strong><\/h4>\r\nGrafe\u2019s main story came from a gold mine on the West African coast. The problem there wasn\u2019t cyanide, as many might expect, but gypsum. When sulphate and calcium are present at high concentrations gypsum crystals start to grow inside reverse-osmosis filters that clean the water\u2013 and those filters are expensive to replace.\r\n\r\nTo avoid that a continuous Raman spectroscopy sensor platform (AISRAS\u00ae) built by Berlin based startup Watergenics was installed and tested over the course of one year. Simplified, it\u2019s a small, robust box that shines a laser into the water and reads the light that comes back. From that, it can \u201csee\u201d what is dissolved in the water in real time.\r\n\r\n\u201cWe saw exactly when the mine switched between different water ponds \u2013 the sulphate level jumped instantly,\u201d Grafe said. Lab samples taken once a day would never reveal this.\r\n\r\nEven more useful was what the sensor noticed before the system\u2019s own automation did: the first signs of clogged filters. When sulphate levels rose slowly but steadily, it signalled that gypsum was building up.\r\n\r\n\u201cFor any operator, this is extremely valuable \u2013 it gives you time to react, adjust dosing or clean the system early,\u201d he explained.\r\n\r\nThe study has since been published, showing that the sensor\u2019s accuracy is good for real industrial use.\r\n<h4>Estonia\u2019s mining sector would also benefit from real-time data<\/h4>\r\nGrafe\u2019s second example came from a large salt mine in Germany, where sensors track the salt content of a river before, during and after passing the mine. But sensors themselves can get dirty or drift out of calibration.\r\n\r\nTo solve this, the team used a simple logic: if three sensors in the same river show very different values, one of them is probably wrong. With machine learning, they trained a model to recognise which changes were natural \u2013 such as rising water levels \u2013 and which were caused by a faulty sensor.\r\n\r\nGrafe put it plainly: \u201cA sensor can work perfectly, but if it\u2019s clogged, the data is still wrong.\u201d\r\nThe algorithm now alerts operators earlier than human monitoring alone.\r\n\r\nWhen asked about his future work here, Grafe said his goal is to bring more real-time data and automation into Estonia\u2019s mining sector. \u201cWe need these tools \u2013 not only for environmental reasons but also because there\u2019s simply not enough people to run operations the old way,\u201d he noted.","image":null,"align":""}],"related_authors":[{"author":7990,"position":"Trialoog editor"}]},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.1 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>The hidden signals that predict mining failures - Trialoog<\/title>\n<meta name=\"description\" content=\"Bruno Grafe n\u00e4itas TalTechi konverentsil, kuidas reaalajas m\u00f5\u00f5tmised aitavad v\u00e4ltida keskkonna\u00f5nnetusi ja suunata kaevandamist.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The hidden signals that predict mining failures - Trialoog\" \/>\n<meta property=\"og:description\" content=\"Bruno Grafe n\u00e4itas TalTechi konverentsil, kuidas reaalajas m\u00f5\u00f5tmised aitavad v\u00e4ltida keskkonna\u00f5nnetusi ja suunata kaevandamist.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/\" \/>\n<meta property=\"og:site_name\" content=\"Trialoog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/profile.php?id=61555592234506\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-09T14:59:29+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-12T05:26:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/trialoog.taltech.ee\/wp-content\/uploads\/2025\/12\/4-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1600\" \/>\n\t<meta property=\"og:image:height\" content=\"1200\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Eveliis Vaaks\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Eveliis Vaaks\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/\"},\"author\":{\"name\":\"Eveliis Vaaks\",\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/#\\\/schema\\\/person\\\/298421563bc6fa08635ee92967fbee05\"},\"headline\":\"The hidden signals that predict mining failures\",\"datePublished\":\"2025-12-09T14:59:29+00:00\",\"dateModified\":\"2025-12-12T05:26:32+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/\"},\"wordCount\":7,\"publisher\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/trialoog.taltech.ee\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/4-1.jpg\",\"keywords\":[\"geology\",\"mining\",\"sensors\"],\"articleSection\":[\"Science\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/\",\"url\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/\",\"name\":\"The hidden signals that predict mining failures - Trialoog\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/trialoog.taltech.ee\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/4-1.jpg\",\"datePublished\":\"2025-12-09T14:59:29+00:00\",\"dateModified\":\"2025-12-12T05:26:32+00:00\",\"description\":\"Bruno Grafe n\u00e4itas TalTechi konverentsil, kuidas reaalajas m\u00f5\u00f5tmised aitavad v\u00e4ltida keskkonna\u00f5nnetusi ja suunata kaevandamist.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/#primaryimage\",\"url\":\"https:\\\/\\\/trialoog.taltech.ee\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/4-1.jpg\",\"contentUrl\":\"https:\\\/\\\/trialoog.taltech.ee\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/4-1.jpg\",\"width\":1600,\"height\":1200,\"caption\":\"Grafe said he wants to bring more real-time data and automation into the mining sector. Photo: Private collection\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"The hidden signals that predict mining failures\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/\",\"name\":\"Trialoog\",\"description\":\"Entrepreneurship and science portal\",\"publisher\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/#organization\"},\"alternateName\":\"Trialoog\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/#organization\",\"name\":\"Tallinna Tehnika\u00fclikool\",\"url\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/trialoog.taltech.ee\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/trialoog-logo-tumesinine-hall.svg\",\"contentUrl\":\"https:\\\/\\\/trialoog.taltech.ee\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/trialoog-logo-tumesinine-hall.svg\",\"width\":342,\"height\":87,\"caption\":\"Tallinna Tehnika\u00fclikool\"},\"image\":{\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/profile.php?id=61555592234506\",\"https:\\\/\\\/www.linkedin.com\\\/showcase\\\/trialoog-taltech\\\/about\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/#\\\/schema\\\/person\\\/298421563bc6fa08635ee92967fbee05\",\"name\":\"Eveliis Vaaks\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2dd4fe60df2a24feb0a822825f77c77a2407f4f82f1a55518d71c8f41128e8dd?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2dd4fe60df2a24feb0a822825f77c77a2407f4f82f1a55518d71c8f41128e8dd?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2dd4fe60df2a24feb0a822825f77c77a2407f4f82f1a55518d71c8f41128e8dd?s=96&d=mm&r=g\",\"caption\":\"Eveliis Vaaks\"},\"url\":\"https:\\\/\\\/trialoog.taltech.ee\\\/en\\\/author\\\/eveliis-vaaks\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"The hidden signals that predict mining failures - Trialoog","description":"Bruno Grafe n\u00e4itas TalTechi konverentsil, kuidas reaalajas m\u00f5\u00f5tmised aitavad v\u00e4ltida keskkonna\u00f5nnetusi ja suunata kaevandamist.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/","og_locale":"en_US","og_type":"article","og_title":"The hidden signals that predict mining failures - Trialoog","og_description":"Bruno Grafe n\u00e4itas TalTechi konverentsil, kuidas reaalajas m\u00f5\u00f5tmised aitavad v\u00e4ltida keskkonna\u00f5nnetusi ja suunata kaevandamist.","og_url":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/","og_site_name":"Trialoog","article_publisher":"https:\/\/www.facebook.com\/profile.php?id=61555592234506","article_published_time":"2025-12-09T14:59:29+00:00","article_modified_time":"2025-12-12T05:26:32+00:00","og_image":[{"width":1600,"height":1200,"url":"https:\/\/trialoog.taltech.ee\/wp-content\/uploads\/2025\/12\/4-1.jpg","type":"image\/jpeg"}],"author":"Eveliis Vaaks","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Eveliis Vaaks","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/#article","isPartOf":{"@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/"},"author":{"name":"Eveliis Vaaks","@id":"https:\/\/trialoog.taltech.ee\/en\/#\/schema\/person\/298421563bc6fa08635ee92967fbee05"},"headline":"The hidden signals that predict mining failures","datePublished":"2025-12-09T14:59:29+00:00","dateModified":"2025-12-12T05:26:32+00:00","mainEntityOfPage":{"@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/"},"wordCount":7,"publisher":{"@id":"https:\/\/trialoog.taltech.ee\/en\/#organization"},"image":{"@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/#primaryimage"},"thumbnailUrl":"https:\/\/trialoog.taltech.ee\/wp-content\/uploads\/2025\/12\/4-1.jpg","keywords":["geology","mining","sensors"],"articleSection":["Science"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/","url":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/","name":"The hidden signals that predict mining failures - Trialoog","isPartOf":{"@id":"https:\/\/trialoog.taltech.ee\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/#primaryimage"},"image":{"@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/#primaryimage"},"thumbnailUrl":"https:\/\/trialoog.taltech.ee\/wp-content\/uploads\/2025\/12\/4-1.jpg","datePublished":"2025-12-09T14:59:29+00:00","dateModified":"2025-12-12T05:26:32+00:00","description":"Bruno Grafe n\u00e4itas TalTechi konverentsil, kuidas reaalajas m\u00f5\u00f5tmised aitavad v\u00e4ltida keskkonna\u00f5nnetusi ja suunata kaevandamist.","breadcrumb":{"@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/#primaryimage","url":"https:\/\/trialoog.taltech.ee\/wp-content\/uploads\/2025\/12\/4-1.jpg","contentUrl":"https:\/\/trialoog.taltech.ee\/wp-content\/uploads\/2025\/12\/4-1.jpg","width":1600,"height":1200,"caption":"Grafe said he wants to bring more real-time data and automation into the mining sector. Photo: Private collection"},{"@type":"BreadcrumbList","@id":"https:\/\/trialoog.taltech.ee\/en\/varjatud-signaalid-mis-ennustavad-kaevanduse-torkeid\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/trialoog.taltech.ee\/en\/"},{"@type":"ListItem","position":2,"name":"The hidden signals that predict mining failures"}]},{"@type":"WebSite","@id":"https:\/\/trialoog.taltech.ee\/en\/#website","url":"https:\/\/trialoog.taltech.ee\/en\/","name":"Trialoog","description":"Entrepreneurship and science portal","publisher":{"@id":"https:\/\/trialoog.taltech.ee\/en\/#organization"},"alternateName":"Trialoog","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/trialoog.taltech.ee\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/trialoog.taltech.ee\/en\/#organization","name":"Tallinna Tehnika\u00fclikool","url":"https:\/\/trialoog.taltech.ee\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/trialoog.taltech.ee\/en\/#\/schema\/logo\/image\/","url":"https:\/\/trialoog.taltech.ee\/wp-content\/uploads\/2024\/02\/trialoog-logo-tumesinine-hall.svg","contentUrl":"https:\/\/trialoog.taltech.ee\/wp-content\/uploads\/2024\/02\/trialoog-logo-tumesinine-hall.svg","width":342,"height":87,"caption":"Tallinna Tehnika\u00fclikool"},"image":{"@id":"https:\/\/trialoog.taltech.ee\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/profile.php?id=61555592234506","https:\/\/www.linkedin.com\/showcase\/trialoog-taltech\/about\/"]},{"@type":"Person","@id":"https:\/\/trialoog.taltech.ee\/en\/#\/schema\/person\/298421563bc6fa08635ee92967fbee05","name":"Eveliis Vaaks","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/2dd4fe60df2a24feb0a822825f77c77a2407f4f82f1a55518d71c8f41128e8dd?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/2dd4fe60df2a24feb0a822825f77c77a2407f4f82f1a55518d71c8f41128e8dd?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/2dd4fe60df2a24feb0a822825f77c77a2407f4f82f1a55518d71c8f41128e8dd?s=96&d=mm&r=g","caption":"Eveliis Vaaks"},"url":"https:\/\/trialoog.taltech.ee\/en\/author\/eveliis-vaaks\/"}]}},"_links":{"self":[{"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/posts\/18412","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/comments?post=18412"}],"version-history":[{"count":3,"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/posts\/18412\/revisions"}],"predecessor-version":[{"id":18415,"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/posts\/18412\/revisions\/18415"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/media\/18306"}],"wp:attachment":[{"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/media?parent=18412"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/categories?post=18412"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/trialoog.taltech.ee\/en\/wp-json\/wp\/v2\/tags?post=18412"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}