{"id":11491,"date":"2024-03-26T22:00:00","date_gmt":"2024-03-26T22:00:00","guid":{"rendered":"https:\/\/modernsciences.org\/staging\/4414\/?p=11491"},"modified":"2024-03-15T04:45:27","modified_gmt":"2024-03-15T04:45:27","slug":"ancient-scrolls-are-being-read-by-machine-learning-with-human-knowledge-to-detect-language-and-make-sense-of-them","status":"publish","type":"post","link":"https:\/\/modernsciences.org\/staging\/4414\/ancient-scrolls-are-being-read-by-machine-learning-with-human-knowledge-to-detect-language-and-make-sense-of-them\/","title":{"rendered":"Ancient scrolls are being \u2018read\u2019 by machine learning \u2013 with human knowledge to detect language and make sense of them"},"content":{"rendered":"\n  <figure>\n    <img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/580263\/original\/file-20240306-30-3x4aw.png?ixlib=rb-1.1.0&#038;rect=1040%2C0%2C1253%2C379&#038;q=45&#038;auto=format&#038;w=754&#038;fit=clip\" >\n      <figcaption>\n        The Vesuvius Challenge incentivizes technological development by inviting researchers to figure out how to \u2018read\u2019 ancient papyri excavated from volcanic ash of Mount Vesuvius in Italy.  Columns of Greek text retrieved from a portion of a scroll.\n        <span class=\"attribution\"><span class=\"source\">(Vesuvius Challenge)<\/span>, <span class=\"license\">Author provided<\/span><\/span>\n      <\/figcaption>\n  <\/figure>\n\n<span><a href=\"https:\/\/theconversation.com\/profiles\/c-michael-sampson-907165\" target=\"_blank\" rel=\"noopener\">C. Michael Sampson<\/a>, <em><a href=\"https:\/\/theconversation.com\/institutions\/university-of-manitoba-1113\" target=\"_blank\" rel=\"noopener\">University of Manitoba<\/a><\/em><\/span>\n\n<p>A groundbreaking announcement for the recovery of lost ancient literature was recently made. Using a non-invasive method that harnesses <a href=\"https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/machine-learning-explained\" target=\"_blank\" rel=\"noopener\">machine learning<\/a>, an international trio of scholars retrieved 15 columns of ancient Greek text from within a carbonized papyrus from <a href=\"https:\/\/www.herculaneum.ox.ac.uk\/about-us\/story-of-herculaneum\" target=\"_blank\" rel=\"noopener\">Herculaneum<\/a>, a seaside Roman town eight kilometres southeast of Naples, Italy.<\/p>\n\n<p>Their achievement earned them a US$700,000 grand prize from the <a href=\"https:\/\/scrollprize.org\/\" target=\"_blank\" rel=\"noopener\">Vesuvius Challenge<\/a>. The challenge sought to incentivize technological development by inviting public participation in the research.  <\/p>\n\n<p>It emerged from collaboration between computer scientist Brent Seales \u2014 who has <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2304.02084\" target=\"_blank\" rel=\"noopener\">a long-standing interest<\/a> in non-invasive <a href=\"https:\/\/www2.cs.uky.edu\/dri\/the-scroll-from-en-gedi\" target=\"_blank\" rel=\"noopener\">technologies for studying<\/a> manuscripts \u2014 and technology investors Nat Friedman and Daniel Gross. <\/p>\n\n<p>While the developments are exciting, technology is only part of the progress of scholarship. The work of reading and analyzing the new Greek and Latin texts recovered from the papyri will fall to human beings.<\/p>\n\n<figure class=\"align-center \">\n            <img  decoding=\"async\"  alt=\"Painting showing a mountain with a volcano erupting.\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/580261\/original\/file-20240306-28-umf4ff.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/580261\/original\/file-20240306-28-umf4ff.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=404&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/580261\/original\/file-20240306-28-umf4ff.jpg?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=404&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/580261\/original\/file-20240306-28-umf4ff.jpg?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=404&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/580261\/original\/file-20240306-28-umf4ff.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=507&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/580261\/original\/file-20240306-28-umf4ff.jpg?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=507&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/580261\/original\/file-20240306-28-umf4ff.jpg?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=507&amp;fit=crop&amp;dpr=3 2262w\" >\n            <figcaption>\n              <span class=\"caption\">\u2018An Eruption of Vesuvius,\u2019 by Johan Christian Dahl (1824).<\/span>\n              <span class=\"attribution\"><span class=\"source\">(The Metropolitan Museum of Art)<\/span>, <a class=\"license\" href=\"http:\/\/creativecommons.org\/licenses\/by\/4.0\/\" target=\"_blank\" rel=\"noopener\">CC BY<\/a><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<h2 id=\"buried-in-ash\">Buried in ash<\/h2>\n\n<p>Like Pompeii, <a href=\"https:\/\/www.youtube.com\/watch?v=f5b8igA644o\" target=\"_blank\" rel=\"noopener\">Herculaneum<\/a> was buried by the catastrophic eruption of Mount Vesuvius in 79 CE. <\/p>\n\n<p>Much of the ancient town remains underground. But <a href=\"https:\/\/theconversation.com\/ai-will-let-us-read-lost-ancient-works-in-the-library-at-herculaneum-for-the-first-time-223583\" target=\"_blank\" rel=\"noopener\">in 1752<\/a>, excavation uncovered hundreds of papyrus scrolls in the library of an elaborate Roman villa. The Herculaneum papyri <a href=\"https:\/\/www.herculaneum.ox.ac.uk\/research-and-publications\/papyri\" target=\"_blank\" rel=\"noopener\">are the largest surviving example of an<\/a> intact ancient library preserved in the archaeological record: the library was found as it actually existed in 79 CE.    <\/p>\n\n<p>The precise number of books is unknown, says Michael McOsker, a research fellow in papyrology at University College London, and different methods of estimating give different results.  <\/p>\n\n<h2 id=\"carbonized-papyri\">Carbonized papyri<\/h2>\n\n<p>Starved of oxygen, the intense heat of Vesuvius\u2019 <a href=\"https:\/\/www.nationalgeographic.org\/encyclopedia\/pyroclastic-flow\/\" target=\"_blank\" rel=\"noopener\">pyroclastic flow<\/a> carbonized (but did not ignite) the papyri. Resembling lumps of coal to the eye, 18th-century excavators did not immediately recognize them as ancient books.<\/p>\n\n<figure class=\"align-center \">\n            <img  decoding=\"async\"  alt=\"Three dark grey rectangular objects seen in a box.\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/578769\/original\/file-20240228-16-sc89zf.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/578769\/original\/file-20240228-16-sc89zf.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=400&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/578769\/original\/file-20240228-16-sc89zf.jpg?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=400&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/578769\/original\/file-20240228-16-sc89zf.jpg?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=400&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/578769\/original\/file-20240228-16-sc89zf.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=502&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/578769\/original\/file-20240228-16-sc89zf.jpg?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=502&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/578769\/original\/file-20240228-16-sc89zf.jpg?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=502&amp;fit=crop&amp;dpr=3 2262w\" >\n            <figcaption>\n              <span class=\"caption\">Three unopened papyri from Herculaneum.<\/span>\n              <span class=\"attribution\"><span class=\"source\">(Bodleian Libraries\/University of Oxford)<\/span>, <a class=\"license\" href=\"http:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/\" target=\"_blank\" rel=\"noopener\">CC BY-NC<\/a><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<p>The papyri are so brittle that many were destroyed by early attempts to access their texts. Studying them has therefore always required ingenuity. In 1754, a <a href=\"https:\/\/www.smithsonianmag.com\/history\/buried-ash-vesuvius-scrolls-are-being-read-new-xray-technique-180969358\" target=\"_blank\" rel=\"noopener\">conservator and priest at the Vatican library<\/a> devised a machine for slowly unrolling them.  <\/p>\n\n<figure class=\"align-center \">\n            <img  decoding=\"async\"  alt=\"A dark grey scroll.\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/578666\/original\/file-20240228-7839-doqnyj.jpg?ixlib=rb-1.1.0&amp;rect=0%2C0%2C7027%2C4995&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/578666\/original\/file-20240228-7839-doqnyj.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=425&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/578666\/original\/file-20240228-7839-doqnyj.jpg?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=425&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/578666\/original\/file-20240228-7839-doqnyj.jpg?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=425&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/578666\/original\/file-20240228-7839-doqnyj.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=534&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/578666\/original\/file-20240228-7839-doqnyj.jpg?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=534&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/578666\/original\/file-20240228-7839-doqnyj.jpg?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=534&amp;fit=crop&amp;dpr=3 2262w\" >\n            <figcaption>\n              <span class=\"caption\">A portion of an unrolled Herculaneum papyrus.<\/span>\n              <span class=\"attribution\"><a class=\"source\" href=\"https:\/\/digital.bodleian.ox.ac.uk\/objects\/cac4db6a-8af5-4234-%20acb8-4b1ce819ef14\" target=\"_blank\" rel=\"noopener\">(Bodleian Libraries\/University of Oxford)<\/a>, <a class=\"license\" href=\"http:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/\" target=\"_blank\" rel=\"noopener\">CC BY-NC<\/a><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<p>More recently, <a href=\"https:\/\/www.imaging.org\/common\/uploaded%20files\/pdfs\/Papers\/2001\/PICS-0-251\/4625.pdf\" target=\"_blank\" rel=\"noopener\">multispectral photography<\/a> has dramatically improved their legibility. But until now, a non-invasive method that would leave the scrolls intact remained out of reach. Its development marks a significant breakthrough.<\/p>\n\n<p>McOsker notes there are 659 items in the catalogue listed as \u201cnot unrolled,\u201d but some of these are parts of scrolls. <\/p>\n\n<h2 id=\"sparking-innovation\">Sparking innovation<\/h2>\n\n<p>To kick-start the challenge, Seales <a href=\"https:\/\/scrollprize.org\/data\" target=\"_blank\" rel=\"noopener\">made public<\/a> an array of high-resolution X-ray computed tomography (CT) scans of two scrolls as well as similar scans of detached fragments with visible ink. The latter are essential as a reference point (or \u201ccontrol\u201d) for innovative approaches. <\/p>\n\n\n\n<p>The competition\u2019s design encouraged transparency and collaboration: data published in the pursuit <a href=\"https:\/\/scrollprize.org\/winners\" target=\"_blank\" rel=\"noopener\">of smaller goals<\/a> benefited all competitors. Additionally, transparency enabled the independent verification of results. Teams coalesced around shared ideas and approaches to the problem.<\/p>\n\n\n\n<h2 id=\"text-mentions-music-taste-sight\">Text mentions music, taste, sight<\/h2>\n\n<p>The challenge made news in <a href=\"https:\/\/scrollprize.org\/firstletters\" target=\"_blank\" rel=\"noopener\">October<\/a>, when the first letters were read: \u03c0\u03bf\u03c1\u03c6\u03c5\u03c1\u03b1\u03c2 (a noun or adjective involving \u201cpurple\u201d). <\/p>\n\n<p>By the end of 2023, the criteria for awarding the grand prize were met: four passages of 140 characters, with 85 per cent of the letters recovered. <a href=\"https:\/\/scrollprize.org\/grandprize\" target=\"_blank\" rel=\"noopener\">A PhD student studying machine learning, an engineer studying computer science and a robotics student<\/a> were declared \nthe victors.<\/p>\n\n<p>According to McOsker, the text they retrieved mentions music twice, as well as the senses of taste and sight. He thinks it is likely a work about sensation and decision-making, in the tradition of <a href=\"https:\/\/plato.stanford.edu\/ENTRIES\/epicurus\/\" target=\"_blank\" rel=\"noopener\">the philosopher Epicurus (341\u2013270 BCE)<\/a>. The challenge\u2019s papyrological team is still analyzing it.<\/p>\n\n\n\n<h2 id=\"hundreds-of-rolls-to-be-studied\">Hundreds of rolls to be studied<\/h2>\n\n<p>This year brings with it new goals: after five per cent of one scroll was read in 2023, the challenge set a <a href=\"https:\/\/scrollprize.org\/2024_prizes#2024-grand-prize\" target=\"_blank\" rel=\"noopener\">2024 grand prize goal<\/a> of reading 90 per cent of four scrolls. With hundreds of rolls yet to be studied, the new method of recovering the contents of the Herculaneum papyri is only getting started.<\/p>\n\n<p>But several obstacles remain. The production of scans at sufficiently high resolution can\u2019t be done via ordinary equipment, but requires access to a facility with a particle accelerator. Access to the right equipment is limited and costly. To date, four scrolls and numerous detached fragments <a href=\"https:\/\/www.diamond.ac.uk\" target=\"_blank\" rel=\"noopener\">have been processed at a facility<\/a> near Oxford, England.  <\/p>\n\n<p>Most of the unopened scrolls are housed in Naples, and getting them safely to a facility will be complicated, as will reserving and paying for the beam time required to scan them.<\/p>\n\n\n\n<p>Another limitation is that the technology for unrolling and flattening out a papyrus by virtual means \u2014 a process the challenge calls \u201csegmentation\u201d \u2014 is slow and expensive. Via current techniques, which involve a fair bit of manual manipulation, fully segmenting one scroll would cost US$1\u20135 million. Segmentation needs to become much more efficient to avoid a bottleneck.<\/p>\n\n<h2 id=\"critical-minds-needed\">Critical minds needed<\/h2>\n\n<p>Technology is only part of the equation. Essential to the challenge\u2019s work is an international team of papyrologists. Their role is to analyze the model\u2019s output of legible ancient Greek \u2014 and in so doing determine which approaches are most effective.<\/p>\n\n<p>Papyrology is thrilling work, but also challenging and painstaking. It requires mastery of ancient languages and ideas as well as the puzzle-solver\u2019s ability to fill in the inevitable gaps. Papyrology is a niche specialization: in the larger world of classics, papyrologists are rare birds. The number of Herculaneum specialists is even fewer.    <\/p>\n\n<p>For the challenge truly to succeed, we\u2019re going to need critical minds as well as whizbang technology. There\u2019s potentially a fair bit of new ancient philosophy headed our way, but it needs to be pieced together into a coherent text \u2014 letter by letter, word by word, sentence by sentence \u2014 before it can be studied more widely. That\u2019s going to require scholars.<!-- Below is The Conversation's page counter tag. Please DO NOT REMOVE. --><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"The Conversation\"  width=\"1\"  height=\"1\"  style=\"border: none !important; box-shadow: none !important; margin: 0 !important; max-height: 1px !important; max-width: 1px !important; min-height: 1px !important; min-width: 1px !important; opacity: 0 !important; outline: none !important; padding: 0 !important\"  referrerpolicy=\"no-referrer-when-downgrade\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/counter.theconversation.com\/content\/224334\/count.gif?distributor=republish-lightbox-basic\" ><!-- End of code. If you don't see any code above, please get new code from the Advanced tab after you click the republish button. The page counter does not collect any personal data. More info: https:\/\/theconversation.com\/republishing-guidelines --><\/p>\n\n<p><span><a href=\"https:\/\/theconversation.com\/profiles\/c-michael-sampson-907165\" target=\"_blank\" rel=\"noopener\">C. Michael Sampson<\/a>, Associate Professor of Classics, <em><a href=\"https:\/\/theconversation.com\/institutions\/university-of-manitoba-1113\" target=\"_blank\" rel=\"noopener\">University of Manitoba<\/a><\/em><\/span><\/p>\n\n<p>This article is republished from <a href=\"https:\/\/theconversation.com\" target=\"_blank\" rel=\"noopener\">The Conversation<\/a> under a Creative Commons license. Read the <a href=\"https:\/\/theconversation.com\/ancient-scrolls-are-being-read-by-machine-learning-with-human-knowledge-to-detect-language-and-make-sense-of-them-224334\" target=\"_blank\" rel=\"noopener\">original article<\/a>.<\/p>\n\n","protected":false},"excerpt":{"rendered":"The Vesuvius Challenge incentivizes technological development by inviting researchers to figure out how to \u2018read\u2019 ancient papyri excavated&hellip;\n","protected":false},"author":764,"featured_media":11469,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[18,16],"tags":[229,333,474],"class_list":{"0":"post-11491","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-history","8":"category-tech","9":"tag-archaeology","10":"tag-machine-learning","11":"tag-the-conversation","12":"cs-entry","13":"cs-video-wrap"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/11491","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/users\/764"}],"replies":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/comments?post=11491"}],"version-history":[{"count":1,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/11491\/revisions"}],"predecessor-version":[{"id":11492,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/11491\/revisions\/11492"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/media\/11469"}],"wp:attachment":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/media?parent=11491"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/categories?post=11491"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/tags?post=11491"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}