{"id":67,"date":"2026-10-17T10:45:02","date_gmt":"2026-10-17T10:45:02","guid":{"rendered":"https:\/\/therisk.global\/ai-autonomous-systems\/?page_id=67"},"modified":"2026-10-20T17:55:46","modified_gmt":"2026-10-20T17:55:46","slug":"field","status":"publish","type":"page","link":"https:\/\/therisk.global\/ai-autonomous-systems\/field\/","title":{"rendered":"Field overview"},"content":{"rendered":"\n<!-- Nexus network page \u00b7 https:\/\/therisk.global\/ai-autonomous-systems\/field\/ \u00b7 source authored \u00b7 generated by integrations\/wordpress\/network\/build.mjs, never edit this file --><script type=\"text\/x-nexus\" class=\"_iub_cs_skip\" id=\"nxe-fig-engine\" 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type=\"text\/x-nexus\" class=\"_iub_cs_skip\" id=\"nxe-mount\" 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:where([role=\"tablist\"],[role=\"toolbar\"],[hidden],button,.nx-theme-toggle,.nx-live-slot){display:none}#nxe-n1yg2t7p.nxe img{max-width:100%;height:auto}<\/style><svg class=\"nx-defs\" aria-hidden=\"true\" focusable=\"false\" width=\"0\" height=\"0\"><defs><linearGradient id=\"nx-gi\" x1=\"0\" y1=\"0\" x2=\"1\" y2=\"1\"><stop offset=\"0\" class=\"nx-gi-a\"\/><stop offset=\"0.55\" class=\"nx-gi-b\"\/><stop offset=\"1\" class=\"nx-gi-c\"\/><\/linearGradient><linearGradient id=\"nx-giu\" gradientUnits=\"userSpaceOnUse\" x1=\"0\" y1=\"0\" x2=\"800\" y2=\"0\"><stop offset=\"0\" class=\"nx-gi-a\"\/><stop offset=\"0.55\" class=\"nx-gi-b\"\/><stop offset=\"1\" class=\"nx-gi-c\"\/><\/linearGradient><linearGradient id=\"nx-gp\" x1=\"0\" y1=\"0\" x2=\"1\" y2=\"1\"><stop offset=\"0\" class=\"nx-gp-a\"\/><stop offset=\"1\" class=\"nx-gp-b\"\/><\/linearGradient><\/defs><\/svg><section class=\"nx-scene nx-es-scene\" data-scene=\"text\" data-ground=\"none\" data-es-org=\"gcri\" aria-labelledby=\"nx-scene-title\"><div class=\"nx-scene-intro nx-es-intro\"><p class=\"nx-eyebrow\">GCRI \u00b7 Artificial Intelligence and Autonomous Systems<\/p><span class=\"nx-scene-rule\" aria-hidden=\"true\"><\/span><p class=\"nx-scene-accent nx-es-sig\"><strong>Spatial intelligence<\/strong><span>Observations, models and their uncertainty in one view<\/span><\/p><h1 id=\"nx-scene-title\" class=\"nx-scene-title\">Field overview<\/h1><p class=\"nx-scene-lede\">AI and autonomous systems as a risk field studies how learned models, software agents and robots behave in the real world, how their behaviour can be measured and how their failures propagate into the institutions, infrastructures and lives that depend on them. This page defines the field, explains why it matters for society, sets out what experts study and shows how it connects to other risks.<\/p><div class=\"nx-actions\"><a class=\"nx-btn\" data-variant=\"primary\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/field\/interdependencies\/\">Open Dependencies and consequences <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a class=\"nx-btn\" data-variant=\"secondary\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/\">Back to Artificial Intelligence and Autonomous Systems<\/a><\/div><\/div><dl class=\"nx-scene-stats nx-es-stats\"><div><dt class=\"nx-eyebrow\">STEM methods<\/dt><dd>7<\/dd><dd class=\"nx-scene-stat-note\">Canonical methods this field applies<\/dd><\/div><div><dt class=\"nx-eyebrow\">Topics<\/dt><dd>8<\/dd><dd class=\"nx-scene-stat-note\">Subject pages in the field<\/dd><\/div><div><dt class=\"nx-eyebrow\">Counterparts<\/dt><dd>3<\/dd><dd class=\"nx-scene-stat-note\">Platforms in shared fields across the network<\/dd><\/div><div><dt class=\"nx-eyebrow\">Report series<\/dt><dd>2<\/dd><dd class=\"nx-scene-stat-note\">Nexus Reports series it contributes to<\/dd><\/div><\/dl><\/section><section id=\"nx-sec-definition\" class=\"nx-section\" data-hue=\"project\" data-variant=\"split\" aria-labelledby=\"nx-s-1\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">01<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Definition<\/span><\/div><h2 id=\"nx-s-1\" class=\"nx-section-title\">From algorithms to deployed systems.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-cells\" data-cols=\"3\"><div><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M12 5a3 3 0 1 0-5.997.125 4 4 0 0 0-2.526 5.77 4 4 0 0 0 .556 6.588A4 4 0 1 0 12 18Z\"\/><path d=\"M9 13a4.5 4.5 0 0 0 3-4\"\/><path d=\"M6.003 5.125A3 3 0 0 0 6.401 6.5\"\/><path d=\"M3.477 10.896a4 4 0 0 1 .585-.396\"\/><path d=\"M6 18a4 4 0 0 1-1.967-.516\"\/><path d=\"M12 13h4\"\/><path d=\"M12 18h6a2 2 0 0 1 2 2v1\"\/><path d=\"M12 8h8\"\/><path d=\"M16 8V5a2 2 0 0 1 2-2\"\/><circle cx=\"16\" cy=\"13\" r=\".5\"\/><circle cx=\"18\" cy=\"3\" r=\".5\"\/><circle cx=\"20\" cy=\"21\" r=\".5\"\/><circle cx=\"20\" cy=\"8\" r=\".5\"\/><\/svg><\/span><span class=\"nx-eyebrow\">Learning<\/span><\/div><h3 class=\"nx-h4 nx-mt-2\">Models and data<\/h3><p class=\"nx-p nx-mt-1\">How training data, objectives and architectures shape behaviour, including failure modes.<\/p><\/div><div><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3.85 8.62a4 4 0 0 1 4.78-4.77 4 4 0 0 1 6.74 0 4 4 0 0 1 4.78 4.78 4 4 0 0 1 0 6.74 4 4 0 0 1-4.77 4.78 4 4 0 0 1-6.75 0 4 4 0 0 1-4.78-4.77 4 4 0 0 1 0-6.76Z\"\/><path d=\"m9 12 2 2 4-4\"\/><\/svg><\/span><span class=\"nx-eyebrow\">Assurance<\/span><\/div><h3 class=\"nx-h4 nx-mt-2\">Evaluation and oversight<\/h3><p class=\"nx-p nx-mt-1\">How systems are tested, monitored and kept under meaningful human control.<\/p><\/div><div><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M12 8V4H8\"\/><rect width=\"16\" height=\"12\" x=\"4\" y=\"8\" rx=\"2\"\/><path d=\"M2 14h2\"\/><path d=\"M20 14h2\"\/><path d=\"M15 13v2\"\/><path d=\"M9 13v2\"\/><\/svg><\/span><span class=\"nx-eyebrow\">Embodiment<\/span><\/div><h3 class=\"nx-h4 nx-mt-2\">Autonomy in the world<\/h3><p class=\"nx-p nx-mt-1\">How sensing, planning and control interact in robots and vehicles.<\/p><\/div><\/div><p class=\"nx-p\">The field combines <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/stem\/ai-ml\/\">artificial intelligence and machine learning<\/a>, the methods by which systems learn from data, with AI evaluation and assurance engineering, the engineering discipline of testing and assuring them. It extends to <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/stem\/robotics\/\">robotics and automation<\/a>, where AI controls physical machines, and to high-performance, cloud and edge computing, the infrastructure that trains and runs models.<\/p><p class=\"nx-p nx-mt-2\">As a risk field it is defined by consequences: what happens when a model generalizes badly, when an agent misuses a tool, when a robot misreads its environment, or when many systems share the same flaw. <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/stem\/social-science\/\">social and behavioural science<\/a> is part of the field because the effects of AI depend on how people use, trust and contest it.<\/p><\/div><\/div><\/section><section id=\"nx-s-2-sec\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" aria-labelledby=\"nx-s-2\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">02<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Canvas<\/span><\/div><h2 id=\"nx-s-2\" class=\"nx-section-title\">One field, three institutions.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-canvas-wrap\"><div class=\"nx-plate\" data-wide=\"true\"><div class=\"nx-plate-label\"><span class=\"nx-eyebrow\"><strong>Canvas<\/strong> \u00b7 one field, three institutions<\/span><span class=\"nx-eyebrow\">Design, not a record<\/span><\/div><div class=\"nx-figure-frame\" data-scene=\"true\"><svg class=\"nx-figure nx-ui nx-dag\" viewBox=\"0 0 1200 697\" data-nx-dag=\"true\" data-w=\"1200\" data-h=\"697\" role=\"img\" aria-labelledby=\"nx-dag-g-p08-consortium-t nx-dag-g-p08-consortium-d\" 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\"><title id=\"nx-dag-g-p08-consortium-t\">One field, three institutions: Artificial Intelligence and Autonomous Systems and its counterparts<\/title><desc id=\"nx-dag-g-p08-consortium-d\">GCRI studies the field as science, GRF governs and convenes it, GRA builds shared financial understanding; the Nexus Universe tests work across them and the competent authorities decide. Design of the arrangement, not a record.<\/desc><\/svg><\/div><div class=\"nx-es-dagbar\" data-es-dagbar=\"true\" role=\"group\" aria-label=\"Play the process\" hidden><button type=\"button\" class=\"nx-es-db-btn\" data-es-db=\"play\" aria-pressed=\"false\" aria-label=\"Play or pause the run\"><svg viewBox=\"0 0 12 12\" aria-hidden=\"true\" focusable=\"false\"><path class=\"nx-es-db-on\" d=\"M3 1.5v9l7.5-4.5z\"\/><path class=\"nx-es-db-off\" d=\"M2.5 1.5h2.6v9H2.5zm4.4 0h2.6v9H6.9z\"\/><\/svg><\/button><button type=\"button\" class=\"nx-es-db-btn\" data-es-db=\"prev\" aria-label=\"Previous step\">&#8249;<\/button><span class=\"nx-es-db-scrub\" data-es-scrub=\"true\"><\/span><button type=\"button\" class=\"nx-es-db-btn\" data-es-db=\"next\" aria-label=\"Next step\">&#8250;<\/button><span class=\"nx-es-db-step\" aria-live=\"polite\">Step 1<\/span><\/div><\/div><p class=\"nx-caption\"><strong>Fig.<\/strong><span>How GCRI, GRF and GRA share one field while the authorities decide. Design, not a record.<\/span><\/p><\/div><\/div><\/div><\/section><section id=\"nx-sec-why-it-matters\" class=\"nx-section\" data-hue=\"project\" aria-labelledby=\"nx-s-3\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">03<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Why it matters<\/span><\/div><h2 id=\"nx-s-3\" class=\"nx-section-title\">AI is becoming infrastructure.<\/h2><\/div><div class=\"nx-section-body\"><ul class=\"nx-list\"><li>AI is moving from advisory tools to systems that act, through software agents and physical autonomy.<\/li><li>Public services increasingly use automated systems in decisions about people's rights and access.<\/li><li>A small number of model providers, cloud platforms and chip supply chains underpin many applications.<\/li><li>Evaluation science lags capability, so claims about safety and performance are often hard to check.<\/li><\/ul><\/div><\/div><\/section><div class=\"nx-live-slot\" data-nxf-slot=\"search\" data-nxf-kind=\"search\" data-nxf-resource=\"nexus:\/\/gcri\/G-P08\/field\/#search\" data-nxf-title=\"Find a counterpart\" data-nxf-height=\"520\" hidden><\/div><section id=\"nx-s-4-sec\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" aria-labelledby=\"nx-s-4\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">04<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Console<\/span><\/div><h2 id=\"nx-s-4\" class=\"nx-section-title\">Field overview, in outline.<\/h2><p class=\"nx-lede\">The working screen behind this subject: its structure, terms and states. Names are placeholders and values illustrative.<\/p><\/div><div class=\"nx-section-body\"><figure class=\"nx-fk nx-cx\" data-fk=\"cx-ai-field\" data-cx=\"ai.field\" data-variant=\"section\" aria-label=\"Field overview: illustrative console with placeholder names and values\" data-nx-z=\"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\"><figcaption class=\"nx-fk-cap\"><span>Field overview: the screen's structure, terms and states for AI and autonomous systems.<\/span><span data-honesty=\"true\">Placeholder names and illustrative values; a design, not a record or a live system.<\/span><\/figcaption><\/figure><\/div><\/div><\/section><section id=\"nx-sec-what-experts-study\" class=\"nx-section\" data-hue=\"project\" data-variant=\"stack\" aria-labelledby=\"nx-s-5\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">05<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">What experts study<\/span><\/div><h2 id=\"nx-s-5\" class=\"nx-section-title\">The core questions.<\/h2><\/div><div class=\"nx-section-body\"><ol class=\"nx-rows\"><li><span class=\"nx-eyebrow nx-index\">01<\/span><div><h3 class=\"nx-h4\">Measurement<\/h3><p class=\"nx-p nx-mt-1\">Do evaluations measure what they claim, and do results generalize? See <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/topics\/model-evaluation\/\">Model evaluation<\/a>.<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">02<\/span><div><h3 class=\"nx-h4\">Action<\/h3><p class=\"nx-p nx-mt-1\">How should authority be delegated to systems that act? See <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/topics\/agentic-systems\/\">Agentic systems<\/a> and Autonomous physical systems.<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">03<\/span><div><h3 class=\"nx-h4\">Security<\/h3><p class=\"nx-p nx-mt-1\">How can models be attacked, and how can AI change cyber offence and defence? See <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/topics\/ai-cyber-security\/\">AI and cyber security<\/a>.<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">04<\/span><div><h3 class=\"nx-h4\">Use<\/h3><p class=\"nx-p nx-mt-1\">How does AI change science and public services? See <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/topics\/ai-in-science\/\">AI in science<\/a> and AI and public services.<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">05<\/span><div><h3 class=\"nx-h4\">Foundations and effects<\/h3><p class=\"nx-p nx-mt-1\">What does AI depend on, and whom does it affect? See <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/topics\/compute-and-energy\/\">Compute and energy<\/a> and Labour and social effects.<\/p><\/div><\/li><\/ol><\/div><\/div><\/section><section id=\"nx-sec-connections\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" data-variant=\"split\" aria-labelledby=\"nx-s-6\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">06<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Connections<\/span><\/div><h2 id=\"nx-s-6\" class=\"nx-section-title\">How AI touches other risks.<\/h2><p class=\"nx-lede\">AI connects to cybersecurity, energy, labour markets, finance and public trust. <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/field\/interdependencies\/\">Dependencies and consequences<\/a> explains those links. Governance is convened through <a class=\"nx-link\" href=\"https:\/\/globalriskforum.com\/ai-digital-governance\/\" target=\"_blank\" rel=\"noopener\">AI and Digital Governance<\/a> at The Global Risk Forum (GRF), and financial-sector model risk is studied through AI and Financial Model Risk at The Global Risk Alliance (GRA).<\/p><\/div><\/div><\/section><section id=\"nx-s-7-sec\" class=\"nx-section\" data-hue=\"project\" aria-labelledby=\"nx-s-7\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">07<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Pages<\/span><\/div><h2 id=\"nx-s-7\" class=\"nx-section-title\">Pages in Field overview.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-cards\" data-cols=\"3\"><a class=\"nx-card\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/field\/interdependencies\/\"><span class=\"nx-eyebrow\">Page<\/span><h3 class=\"nx-h4 nx-mt-2\">Dependencies and consequences<\/h3><\/a><\/div><\/div><\/div><\/section><section id=\"nx-s-8-sec\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" aria-labelledby=\"nx-s-8\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">08<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Questions<\/span><\/div><h2 id=\"nx-s-8\" class=\"nx-section-title\">Questions and answers.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-faq\"><details><summary>Is this field the same as AI ethics?<\/summary><div class=\"nx-answer\">It overlaps, but its focus is measurable behaviour and failure: validity, robustness, security, reliability and effects, studied with scientific methods.<\/div><\/details><details><summary>Which methods does the field rely on?<\/summary><div class=\"nx-answer\">Machine learning, AI assurance engineering, computing, probability and statistics, cybersecurity, social science and robotics. Each is described on <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/stem\/\">the STEM foundation page<\/a>.<\/div><\/details><details><summary>Does the field cover military AI?<\/summary><div class=\"nx-answer\">The platform's scope is civilian systems and their public effects. It does not work on weapons development.<\/div><\/details><\/div><\/div><\/div><\/section><section id=\"nx-sec-nr-gateway\" class=\"nx-section\" data-hue=\"project\" data-tone=\"alt\" aria-labelledby=\"nx-nr-gateway-h\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">NR<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Nexus Reports gateway \u00b7 GW-GCRI<\/span><\/div><h2 id=\"nx-nr-gateway-h\" class=\"nx-section-title\">Contribute to Nexus Reports from this page.<\/h2><p class=\"nx-lede\">Nexus Reports is the Consortium's quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.<\/p><div class=\"nx-chips\"><span class=\"nx-chip\">GCRI<\/span><span class=\"nx-chip\">Artificial Intelligence and Autonomous Systems<\/span><span class=\"nx-chip\">Exponential Technology<\/span><span class=\"nx-chip\">Labs Evidence<\/span><\/div><\/div><div class=\"nx-section-body\"><ul class=\"nx-dest\"><li><a class=\"nx-dest-card\" href=\"mailto:contact@therisk.global?subject=Nexus%20Reports%20contribution%20%C2%B7%20GW-GCRI%20%C2%B7%20https%3A%2F%2Ftherisk.global%2Fai-autonomous-systems%2Ffield%2F&amp;body=Page%3A%20https%3A%2F%2Ftherisk.global%2Fai-autonomous-systems%2Ffield%2F%0AGateway%3A%20GW-GCRI%0AArea%3A%20Artificial%20Intelligence%20and%20Autonomous%20Systems%0AType%20(evidence%2C%20correction%2C%20case%20study%2C%20analysis%2C%20review%2C%20translation%2C%20profile%20input)%3A%0AWhat%20it%20is%20and%20where%20its%20record%20is%20kept%20(DOI%2C%20URL%20or%20dataset%20release)%3A%0ALicence%20of%20the%20material%3A%0AORCID%20iD%20(optional%2C%20for%20credit)%3A%0A\"><span class=\"nx-dest-top\"><span class=\"nx-dest-rel\">Gateway<\/span><span class=\"nx-dest-host\">GW-GCRI<\/span><\/span><span class=\"nx-dest-title\">Send it from this page<\/span><span class=\"nx-dest-why\">Evidence, a correction, a case, a method, a review, a translation or profile input. 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