{"id":4505,"date":"2022-07-22T10:00:00","date_gmt":"2022-07-22T10:00:00","guid":{"rendered":"https:\/\/modernsciences.org\/staging\/4414\/?p=4505"},"modified":"2022-07-06T07:08:52","modified_gmt":"2022-07-06T07:08:52","slug":"our-flood-predictions-are-getting-worse-as-the-climate-changes-we-have-to-understand-how-hills-shape-floods","status":"publish","type":"post","link":"https:\/\/modernsciences.org\/staging\/4414\/our-flood-predictions-are-getting-worse-as-the-climate-changes-we-have-to-understand-how-hills-shape-floods\/","title":{"rendered":"Our flood predictions are getting worse as the climate changes. We have to understand how hills shape floods"},"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\/469932\/original\/file-20220621-21-sgholt.jpg?ixlib=rb-1.1.0&#038;rect=37%2C0%2C4120%2C2454&#038;q=45&#038;auto=format&#038;w=754&#038;fit=clip\" >\n      <figcaption>\n        \n        <span class=\"attribution\"><span class=\"source\">Shutterstock<\/span><\/span>\n      <\/figcaption>\n  <\/figure>\n\n<span><a href=\"https:\/\/theconversation.com\/profiles\/sally-thompson-1223399\" target=\"_blank\" rel=\"noopener\">Sally Thompson<\/a>, <em><a href=\"https:\/\/theconversation.com\/institutions\/the-university-of-western-australia-1067\" target=\"_blank\" rel=\"noopener\">The University of Western Australia<\/a><\/em>; <a href=\"https:\/\/theconversation.com\/profiles\/anneliese-sytsma-1224788\" target=\"_blank\" rel=\"noopener\">Anneliese Sytsma<\/a>, <em><a href=\"https:\/\/theconversation.com\/institutions\/colorado-school-of-mines-2076\" target=\"_blank\" rel=\"noopener\">Colorado School of Mines<\/a><\/em>; <a href=\"https:\/\/theconversation.com\/profiles\/dana-ariel-lapides-1348983\" target=\"_blank\" rel=\"noopener\">Dana Ariel Lapides<\/a>, <em><a href=\"https:\/\/theconversation.com\/institutions\/simon-fraser-university-1282\" target=\"_blank\" rel=\"noopener\">Simon Fraser University<\/a><\/em>, and <a href=\"https:\/\/theconversation.com\/profiles\/mary-h-nichols-1348728\" target=\"_blank\" rel=\"noopener\">Mary H. Nichols<\/a><\/span>\n\n<p>Protecting people from floods requires many technical professionals to make good predictions and decisions. <\/p>\n\n<p>Meteorologists predict the risk of extreme rainfall. Hydrologists translate this rainfall into predictions about what the flood will be like in terms of depth, flow and speed. Engineers design roads, bridges and buildings to cope with the likely conditions, while planners ensure new development is compatible with flood risks. <\/p>\n\n<p>No step in this process is easy \u2013 and most are getting harder. Climate change is worsening flooding, because a hotter atmosphere can hold more water vapour which supercharges clouds. A hotter climate provides more energy to lift wet air high into the atmosphere, where it cools, becomes liquid and forms extreme rainfall. In Australia\u2019s north, the intensity of heavy rainfall events has already <a href=\"http:\/\/www.bom.gov.au\/state-of-the-climate\/documents\/State-of-the-Climate-2020.pdf\" target=\"_blank\" rel=\"noopener\">increased by 10%<\/a> since 1979. <\/p>\n\n<p>While it is difficult to adapt to unpredictable rainfall events, we can improve our flood predictions. We <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S1364815222001141\" target=\"_blank\" rel=\"noopener\">focused on improving<\/a> a common flood prediction technique called the Rational Method. <\/p>\n\n<p>While simple to use, it can also get some things very wrong \u2013 such as underestimating flood peaks by 200%. To fix this, we worked with the developers of Arc Hydro, a popular software package used by stormwater and flood planners, to <a href=\"https:\/\/community.esri.com\/t5\/water-resources-documents\/arc-hydro-hillslope-delineation-and-critical\/ta-p\/1153634\/jump-to\/first-unread-message\" target=\"_blank\" rel=\"noopener\">better describe<\/a> how the shape of hillslopes affects floods. We hope this can help planners gain a better understanding of the true flood risks in specific areas. <\/p>\n\n<figure class=\"align-center zoomable\">\n            <a href=\"https:\/\/images.theconversation.com\/files\/469933\/original\/file-20220621-15-jmwx8l.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" target=\"_blank\" rel=\"noopener\"><img  decoding=\"async\"  alt=\"brisbane floods 2022\"  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\/469933\/original\/file-20220621-15-jmwx8l.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\/469933\/original\/file-20220621-15-jmwx8l.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\/469933\/original\/file-20220621-15-jmwx8l.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\/469933\/original\/file-20220621-15-jmwx8l.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\/469933\/original\/file-20220621-15-jmwx8l.jpg?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=503&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/469933\/original\/file-20220621-15-jmwx8l.jpg?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=503&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/469933\/original\/file-20220621-15-jmwx8l.jpg?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=503&amp;fit=crop&amp;dpr=3 2262w\" ><\/a>\n            <figcaption>\n              <span class=\"caption\">The changing climate makes floods harder to predict. This photo shows Brisbane\u2019s floods in March 2022.<\/span>\n              <span class=\"attribution\"><span class=\"source\">Shutterstock<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<h2 id=\"why-do-we-need-better-flood-predictions\">Why do we need better flood predictions?<\/h2>\n\n<p>It\u2019s particularly hard to predict the risk of extreme storms \u2013 like those that drove devastating flooding in parts of New South Wales and Queensland earlier this year \u2013 because for these storms, the past is not a good guide to the future. Those floods came from a \u201crain bomb\u201d which dumped 60% of south east Queensland\u2019s normal annual rainfall in <a href=\"https:\/\/www.climatecouncil.org.au\/wp-content\/uploads\/2022\/03\/Final_Embargoed-Copy_Flooding-A-Supercharged-Climate_Climate-Council_ILedit_220310.pdf\" target=\"_blank\" rel=\"noopener\">just three days<\/a>. <\/p>\n\n<p>Managing flood risks is hard, given the cost of flood protection, evacuation and resilience in developed areas and challenges in restricting development in high-risk areas. In recent years, there has been intense pressure on planners in Australian cities to provide new housing stock. The land development sector also makes substantial <a href=\"https:\/\/publicintegrity.org.au\/wp-content\/uploads\/2021\/01\/Donations-case-study-property-and-construction-industry-1.pdf\" target=\"_blank\" rel=\"noopener\">political donations<\/a>. Unsurprisingly, these pressures have led to development on flood-prone land. Flooding during the ongoing La Ni\u00f1a events has <a href=\"https:\/\/www.theguardian.com\/australia-news\/2022\/mar\/11\/thousands-more-to-live-on-floodplain-on-sydneys-fringes-if-developments-allowed-to-proceed\" target=\"_blank\" rel=\"noopener\">paused development<\/a> in some areas. <\/p>\n\n<p>Australia has robust guidance available to predict flood risk. The federal government\u2019s <a href=\"https:\/\/arr.ga.gov.au\/\" target=\"_blank\" rel=\"noopener\">Australian Rainfall and Runoff<\/a> guidance is world-leading. Unfortunately, to use this properly, you need to undertake high quality analysis, detailed physical modelling, and thoughtful exploration of uncertainty. This can be expensive, requiring specialised software, highly trained experts, and enough data and time. That\u2019s why many planners in Australia and globally still turn to simpler methods of flood assessments like the Rational Method.<\/p>\n\n\n\n<h2 id=\"simpler-is-not-always-better\">Simpler is not always better<\/h2>\n\n<p>While appealing, simpler methods are more likely to be inaccurate. Although there are longstanding concerns about <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/1752-1688.12949\" target=\"_blank\" rel=\"noopener\">the reliability<\/a>, the method remains stubbornly popular and recommended in design standards globally. Rather than scolding engineers for using the Rational Method, we aimed to improve it.<\/p>\n\n<p>To maintain simplicity, the Rational Method overlooks many factors affecting how floods form. We looked at one vital factor \u2013 the shape of the landscape. When rain falls on sloping land, it flows to the bottom of valleys where stream channels form. But hillslopes aren\u2019t \u201cflat\u201d like a sheet of cardboard \u2013 they curve in different ways.<\/p>\n\n<p>We were worried about divergent hillslopes, which fan out from a short section of ridge to a long stretch of stream. Under these conditions, the Rational Method overestimates how long rain needs to fall to produce a worst-case flood. By overestimating how long a storm will last, the Rational Method underestimates rainfall extremes. That can lead to very significant errors, such as underestimating the flood peak <a href=\"https:\/\/ascelibrary.org\/doi\/10.1061\/%28ASCE%29HY.1943-7900.0001900\" target=\"_blank\" rel=\"noopener\">by 200%<\/a>. <\/p>\n\n<figure class=\"align-center \">\n            <img  decoding=\"async\"  alt=\"Hillslope shape examples\"  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\/466632\/original\/file-20220601-48778-2t0r5n.png?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\/466632\/original\/file-20220601-48778-2t0r5n.png?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=232&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/466632\/original\/file-20220601-48778-2t0r5n.png?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=232&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/466632\/original\/file-20220601-48778-2t0r5n.png?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=232&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/466632\/original\/file-20220601-48778-2t0r5n.png?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=291&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/466632\/original\/file-20220601-48778-2t0r5n.png?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=291&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/466632\/original\/file-20220601-48778-2t0r5n.png?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=291&amp;fit=crop&amp;dpr=3 2262w\" >\n            <figcaption>\n              <span class=\"caption\">Two common types of hillslopes are convergent (at left), which are narrower at the bottom, and divergent (at right), which are wider at the bottom. Our research focused on divergent hillslopes.<\/span>\n              \n            <\/figcaption>\n          <\/figure>\n\n<p>To fix this issue, we developed a mathematical theory to correct flood predictions based on the shape of the hillslope. We tested our new theory using experiments run on carefully engineered model hillslopes and found it <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/am-pdf\/10.1002\/hyp.13879\" target=\"_blank\" rel=\"noopener\">worked as expected<\/a>.  <\/p>\n\n<figure class=\"align-center \">\n            <img  decoding=\"async\"  alt=\"Scale model hillslope experiment.\"  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\/465801\/original\/file-20220527-17-t4qkt.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\/465801\/original\/file-20220527-17-t4qkt.JPG?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=450&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/465801\/original\/file-20220527-17-t4qkt.JPG?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=450&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/465801\/original\/file-20220527-17-t4qkt.JPG?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=450&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/465801\/original\/file-20220527-17-t4qkt.JPG?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=566&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/465801\/original\/file-20220527-17-t4qkt.JPG?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=566&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/465801\/original\/file-20220527-17-t4qkt.JPG?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=566&amp;fit=crop&amp;dpr=3 2262w\" >\n            <figcaption>\n              <span class=\"caption\">We used tiny nozzles to spray water onto a sand-coated foam board to test flood generation theory.<\/span>\n              <span class=\"attribution\"><span class=\"source\">Dana A Lapides<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<h2 id=\"from-theory-to-practice\">From theory to practice<\/h2>\n\n<p>Sadly, mathematical theories aren\u2019t usually popular outside academic circles. To share our new approach with users, we worked with Esri, the developer of the globally popular <a href=\"https:\/\/www.esri.com\/en-us\/industries\/water-resources\/arc-hydro\" target=\"_blank\" rel=\"noopener\">Arc Hydro GIS package<\/a> used by stormwater and flood planners. <\/p>\n\n<p>Together, we built <a href=\"https:\/\/community.esri.com\/t5\/water-resources-documents\/arc-hydro-hillslope-delineation-and-critical\/ta-p\/1153634\/jump-to\/first-unread-message\" target=\"_blank\" rel=\"noopener\">new tools<\/a> for the package which map hillslopes, describe the hillslope shape mathematically, and use our new theory to improve predictions produced by the Rational Method. <\/p>\n\n<p>So does it work? When we applied our tool to test watersheds in California and New Mexico, we found about 40% of the hillslopes were divergent \u2013 wider at the bottom than the top. For these areas, using our new methods would improve flood predictions by up to 270%. <\/p>\n\n<p>Floods are a difficult challenge for societies to deal with around the world. That\u2019s because coping with floods requires us to make long-term decisions about where we live, how we live, and what we build in the face of a rapidly changing climate. <\/p>\n\n<p>To fully address these problems is an international, multidisciplinary task for scientists, engineers, planners, policymakers and decision makers. We hope our improvement to the Rational Method will be a small, but useful, part of this great endeavour.<!-- 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\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/counter.theconversation.com\/content\/183820\/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\n\n<p><span><a href=\"https:\/\/theconversation.com\/profiles\/sally-thompson-1223399\" target=\"_blank\" rel=\"noopener\">Sally Thompson<\/a>, Associate professor, <em><a href=\"https:\/\/theconversation.com\/institutions\/the-university-of-western-australia-1067\" target=\"_blank\" rel=\"noopener\">The University of Western Australia<\/a><\/em>; <a href=\"https:\/\/theconversation.com\/profiles\/anneliese-sytsma-1224788\" target=\"_blank\" rel=\"noopener\">Anneliese Sytsma<\/a>, Postdoctoral fellow, <em><a href=\"https:\/\/theconversation.com\/institutions\/colorado-school-of-mines-2076\" target=\"_blank\" rel=\"noopener\">Colorado School of Mines<\/a><\/em>; <a href=\"https:\/\/theconversation.com\/profiles\/dana-ariel-lapides-1348983\" target=\"_blank\" rel=\"noopener\">Dana Ariel Lapides<\/a>, Postdoctoral Research Fellow, <em><a href=\"https:\/\/theconversation.com\/institutions\/simon-fraser-university-1282\" target=\"_blank\" rel=\"noopener\">Simon Fraser University<\/a><\/em>, and <a href=\"https:\/\/theconversation.com\/profiles\/mary-h-nichols-1348728\" target=\"_blank\" rel=\"noopener\">Mary H. Nichols<\/a>, Research scientist, USDA-ARS Southwest Watershed Research Center<\/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\/our-flood-predictions-are-getting-worse-as-the-climate-changes-we-have-to-understand-how-hills-shape-floods-183820\" target=\"_blank\" rel=\"noopener\">original article<\/a>.<\/p>\n\n","protected":false},"excerpt":{"rendered":"Shutterstock Sally Thompson, The University of Western Australia; Anneliese Sytsma, Colorado School of Mines; Dana Ariel Lapides, Simon&hellip;\n","protected":false},"author":136,"featured_media":4506,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[13],"tags":[120,544,474],"class_list":{"0":"post-4505","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-earth","8":"tag-climate-change","9":"tag-flood","10":"tag-the-conversation","11":"cs-entry","12":"cs-video-wrap"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/4505","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\/136"}],"replies":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/comments?post=4505"}],"version-history":[{"count":1,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/4505\/revisions"}],"predecessor-version":[{"id":4507,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/4505\/revisions\/4507"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/media\/4506"}],"wp:attachment":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/media?parent=4505"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/categories?post=4505"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/tags?post=4505"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}