<script>
(function($) {

  $(document).ready(function() {

    $(window).load(function () {

      // click the alls first to reset the selections
      $('.pendari-checkboxes-filter .sort-item.all').click();

      // go through user selections and click them
      $.each($('.pendari-checkboxes-filter .sort-item:checked'), function() {
//console.log($(this));
        // click the checked boxes (resets form to previous state on browser back)
        $(this).click();

        // show box as checked
        $(this).prop('checked', true);

      });
    });
  });

})(jQuery);
</script>

{"id":5081,"date":"2022-08-25T17:57:55","date_gmt":"2022-08-25T21:57:55","guid":{"rendered":"https:\/\/ai.jhu.edu\/ssec\/?page_id=5081"},"modified":"2024-02-26T22:48:11","modified_gmt":"2024-02-27T03:48:11","slug":"research","status":"publish","type":"page","link":"https:\/\/ai.jhu.edu\/ssec\/research\/","title":{"rendered":"Research Projects"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row][vc_column]<article class=\"pendari_post_list_item clearfix events\"><div class=\"details\"><div class=\"title\"><a href=\"https:\/\/ai.jhu.edu\/ssec\/2025\/09\/02\/2022-workshop-for-large-scale-scientific-imaging\/\">2022 Workshop for Large-Scale Scientific Imaging<\/a><\/div><div class=\"date\">September 02, 2025<\/div><p class=\"excerpt\">[vc_row][vc_column][vc_column_text css=&#8221;&#8221;] \u00a0June 16, 2022\u00a0&#8211; June 17, 2022 &nbsp; On June 16th and June 17th, the Scientific Software Engineering Center... <a href=\"https:\/\/ai.jhu.edu\/ssec\/2025\/09\/02\/2022-workshop-for-large-scale-scientific-imaging\/\" class=\"more btn button\">Read More<\/a><\/p><\/div><\/article>\n<div class=\"vc_grid-container-wrapper vc_clearfix pendari-layout-grid\">\r\n    <div class=\"vc_grid-container vc_clearfix wpb_content_element vc_basic_grid\" data-initial-loading-animation=\"none\" data-vc-grid-settings=\"{&quot;page_id&quot;:5672,&quot;style&quot;:&quot;all&quot;,&quot;action&quot;:&quot;vc_get_vc_grid_data&quot;,&quot;shortcode_id&quot;:&quot;d72cd3838ea1957b7e6db4e17a281e7e&quot;,&quot;tag&quot;:&quot;vc_basic_grid&quot;}\" data-vc-request=\"https:\/\/ai.jhu.edu\/ssec\/wp-admin\/admin-ajax.php\" data-vc-post-id=\"5672\" data-vc-public-nonce=\"2989635219e863632197ad6dfe21390a\"><div class=\"vc_grid vc_row vc_grid-gutter-20px vc_pageable-wrapper vc_hook_hover  \" data-vc-pageable-content=\"true\">\r\n        <div class=\"vc_pageable-slide-wrapper vc_clearfix\" data-vc-grid-content=\"true\">\r\n  <div class=\"vc_grid-item vc_clearfix vc_col-sm-6 vc_grid-item-zone-c-bottom vc_visible-item vc_grid-term-public-policy 2022\">\r\n              <a id=\"project-julia-lane-democratizing-data\" class=\"anchor-link\" name=\"project-julia-lane-democratizing-data\"><\/a>\r\n              <div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"main-pane\"><div class=\"vc_gitem-animated-block no-image\"> \r\n                <div class=\"vc_gitem-zone vc_gitem-zone-a vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1 vc_gitem-is-link\"><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/project-julia-lane-democratizing-data\/\" class=\"vc_gitem-link vc-zone-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div>\r\n                <\/div>\r\n              <\/div><div class=\"vc_gitem-zone vc_gitem-zone-c\">\r\n                <div class=\"vc_gitem-zone-mini\">\r\n                  <div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\">\r\n                    <div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\">\r\n                      <div class=\"vc_custom_heading vc_gitem-post-data vc_gitem-post-data-source-post_title\">\r\n                        <h4><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/project-julia-lane-democratizing-data\/\">Democratizing Data<\/a><\/h4>\r\n                      <\/div>\r\n                      <div class=\"vc_gitem-align-left fields\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"excerpt\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"terms\">\r\n                        Public Policy \r\n                      <\/div>\r\n                      \r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div><\/div><\/div><\/div>\n<div class=\"vc_grid-item vc_clearfix vc_col-sm-6 last vc_grid-item-zone-c-bottom vc_visible-item vc_grid-term-pathology vc_grid-term-software-framework vc_grid-term-molecular-biology 2024\">\r\n              <a id=\"biosample-spectral-repository\" class=\"anchor-link\" name=\"biosample-spectral-repository\"><\/a>\r\n              <div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"main-pane\"><div class=\"vc_gitem-animated-block no-image\"> \r\n                <div class=\"vc_gitem-zone vc_gitem-zone-a vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1 vc_gitem-is-link\"><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/biosample-spectral-repository\/\" class=\"vc_gitem-link vc-zone-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div>\r\n                <\/div>\r\n              <\/div><div class=\"vc_gitem-zone vc_gitem-zone-c\">\r\n                <div class=\"vc_gitem-zone-mini\">\r\n                  <div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\">\r\n                    <div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\">\r\n                      <div class=\"vc_custom_heading vc_gitem-post-data vc_gitem-post-data-source-post_title\">\r\n                        <h4><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/biosample-spectral-repository\/\">Biosample Spectral Repository<\/a><\/h4>\r\n                      <\/div>\r\n                      <div class=\"vc_gitem-align-left fields\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"excerpt\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"terms\">\r\n                        Pathology Software Framework Molecular Biology \r\n                      <\/div>\r\n                      \r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div><\/div><\/div><\/div>\n<div class=\"vc_grid-item vc_clearfix vc_col-sm-6 vc_grid-item-zone-c-bottom vc_visible-item 2024\">\r\n              <a id=\"humanizing-optogenetics\" class=\"anchor-link\" name=\"humanizing-optogenetics\"><\/a>\r\n              <div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"main-pane\"><div class=\"vc_gitem-animated-block no-image\"> \r\n                <div class=\"vc_gitem-zone vc_gitem-zone-a vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1 vc_gitem-is-link\"><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/humanizing-optogenetics\/\" class=\"vc_gitem-link vc-zone-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div>\r\n                <\/div>\r\n              <\/div><div class=\"vc_gitem-zone vc_gitem-zone-c\">\r\n                <div class=\"vc_gitem-zone-mini\">\r\n                  <div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\">\r\n                    <div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\">\r\n                      <div class=\"vc_custom_heading vc_gitem-post-data vc_gitem-post-data-source-post_title\">\r\n                        <h4><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/humanizing-optogenetics\/\">Humanizing Optogenetics<\/a><\/h4>\r\n                      <\/div>\r\n                      <div class=\"vc_gitem-align-left fields\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"excerpt\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"terms\">\r\n                        \r\n                      <\/div>\r\n                      \r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div><\/div><\/div><\/div>\n<div class=\"vc_grid-item vc_clearfix vc_col-sm-6 last vc_grid-item-zone-c-bottom vc_visible-item vc_grid-term-pathology vc_grid-term-software-framework 2024\">\r\n              <a id=\"continuous-microbial-culture-instrumentation-control\" class=\"anchor-link\" name=\"continuous-microbial-culture-instrumentation-control\"><\/a>\r\n              <div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"main-pane\"><div class=\"vc_gitem-animated-block no-image\"> \r\n                <div class=\"vc_gitem-zone vc_gitem-zone-a vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1 vc_gitem-is-link\"><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/continuous-microbial-culture-instrumentation-control\/\" class=\"vc_gitem-link vc-zone-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div>\r\n                <\/div>\r\n              <\/div><div class=\"vc_gitem-zone vc_gitem-zone-c\">\r\n                <div class=\"vc_gitem-zone-mini\">\r\n                  <div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\">\r\n                    <div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\">\r\n                      <div class=\"vc_custom_heading vc_gitem-post-data vc_gitem-post-data-source-post_title\">\r\n                        <h4><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/continuous-microbial-culture-instrumentation-control\/\">Continuous Microbial Culture Instrumentation Control<\/a><\/h4>\r\n                      <\/div>\r\n                      <div class=\"vc_gitem-align-left fields\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"excerpt\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"terms\">\r\n                        Pathology Software Framework \r\n                      <\/div>\r\n                      \r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div><\/div><\/div><\/div>\n<div class=\"vc_grid-item vc_clearfix vc_col-sm-6 vc_grid-item-zone-c-bottom vc_visible-item vc_grid-term-biomolecular-modeling vc_grid-term-molecular-biology 2024\">\r\n              <a id=\"opendna\" class=\"anchor-link\" name=\"opendna\"><\/a>\r\n              <div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"main-pane\"><div class=\"vc_gitem-animated-block no-image\"> \r\n                <div class=\"vc_gitem-zone vc_gitem-zone-a vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1 vc_gitem-is-link\"><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/opendna\/\" class=\"vc_gitem-link vc-zone-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div>\r\n                <\/div>\r\n              <\/div><div class=\"vc_gitem-zone vc_gitem-zone-c\">\r\n                <div class=\"vc_gitem-zone-mini\">\r\n                  <div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\">\r\n                    <div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\">\r\n                      <div class=\"vc_custom_heading vc_gitem-post-data vc_gitem-post-data-source-post_title\">\r\n                        <h4><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/opendna\/\">OpenDNA<\/a><\/h4>\r\n                      <\/div>\r\n                      <div class=\"vc_gitem-align-left fields\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"excerpt\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"terms\">\r\n                        Biomolecular modeling Molecular Biology \r\n                      <\/div>\r\n                      \r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div><\/div><\/div><\/div>\n<div class=\"vc_grid-item vc_clearfix vc_col-sm-6 last vc_grid-item-zone-c-bottom vc_visible-item vc_grid-term-software-framework vc_grid-term-molecular-biology 2024\">\r\n              <a id=\"querying-rna-databases\" class=\"anchor-link\" name=\"querying-rna-databases\"><\/a>\r\n              <div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"main-pane\"><div class=\"vc_gitem-animated-block no-image\"> \r\n                <div class=\"vc_gitem-zone vc_gitem-zone-a vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1 vc_gitem-is-link\"><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/querying-rna-databases\/\" class=\"vc_gitem-link vc-zone-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div>\r\n                <\/div>\r\n              <\/div><div class=\"vc_gitem-zone vc_gitem-zone-c\">\r\n                <div class=\"vc_gitem-zone-mini\">\r\n                  <div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\">\r\n                    <div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\">\r\n                      <div class=\"vc_custom_heading vc_gitem-post-data vc_gitem-post-data-source-post_title\">\r\n                        <h4><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/querying-rna-databases\/\">Querying RNA Databases<\/a><\/h4>\r\n                      <\/div>\r\n                      <div class=\"vc_gitem-align-left fields\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"excerpt\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"terms\">\r\n                        Software Framework Molecular Biology \r\n                      <\/div>\r\n                      \r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div><\/div><\/div><\/div>\n<div class=\"vc_grid-item vc_clearfix vc_col-sm-6 vc_grid-item-zone-c-bottom vc_visible-item vc_grid-term-public-policy vc_grid-term-data-science vc_grid-term-software-framework 2024\">\r\n              <a id=\"decision-forests-for-scikit-learn\" class=\"anchor-link\" name=\"decision-forests-for-scikit-learn\"><\/a>\r\n              <div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"main-pane\"><div class=\"vc_gitem-animated-block no-image\"> \r\n                <div class=\"vc_gitem-zone vc_gitem-zone-a vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1 vc_gitem-is-link\"><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/decision-forests-for-scikit-learn\/\" class=\"vc_gitem-link vc-zone-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div>\r\n                <\/div>\r\n              <\/div><div class=\"vc_gitem-zone vc_gitem-zone-c\">\r\n                <div class=\"vc_gitem-zone-mini\">\r\n                  <div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\">\r\n                    <div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\">\r\n                      <div class=\"vc_custom_heading vc_gitem-post-data vc_gitem-post-data-source-post_title\">\r\n                        <h4><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/decision-forests-for-scikit-learn\/\">Decision Forests for Scikit-Learn<\/a><\/h4>\r\n                      <\/div>\r\n                      <div class=\"vc_gitem-align-left fields\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"excerpt\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"terms\">\r\n                        Public Policy Data Science Software Framework \r\n                      <\/div>\r\n                      \r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div><\/div><\/div><\/div>\n<div class=\"vc_grid-item vc_clearfix vc_col-sm-6 last vc_grid-item-zone-c-bottom vc_visible-item vc_grid-term-molecular-biology 2024\">\r\n              <a id=\"molecular-discovery-pipelines\" class=\"anchor-link\" name=\"molecular-discovery-pipelines\"><\/a>\r\n              <div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"main-pane\"><div class=\"vc_gitem-animated-block no-image\"> \r\n                <div class=\"vc_gitem-zone vc_gitem-zone-a vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1 vc_gitem-is-link\"><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/\" class=\"vc_gitem-link vc-zone-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div>\r\n                <\/div>\r\n              <\/div><div class=\"vc_gitem-zone vc_gitem-zone-c\">\r\n                <div class=\"vc_gitem-zone-mini\">\r\n                  <div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\">\r\n                    <div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\">\r\n                      <div class=\"vc_custom_heading vc_gitem-post-data vc_gitem-post-data-source-post_title\">\r\n                        <h4><a href=\"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/\">Molecular Discovery Pipelines<\/a><\/h4>\r\n                      <\/div>\r\n                      <div class=\"vc_gitem-align-left fields\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"excerpt\">\r\n                        \r\n                      <\/div>\r\n                      <div class=\"terms\">\r\n                        Molecular Biology \r\n                      <\/div>\r\n                      \r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div><\/div><\/div><\/div>\n<\/div>\r\n      <\/div>\r\n    <\/div>\r\n  <\/div>[\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][\/vc_column][\/vc_row]<\/p>\n","protected":false},"author":29,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-5081","page","type-page","status-publish","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"By accelerating the discovery of light-emitting molecules, we can contribute to the development of more efficient, longer-lasting displays, lighting, and lasers. Suhas Mahesh (pictured) Molecular Discovery Pipelines PI Suhas Mahesh (Schmidt Science Fellow, University of Toronto) Grad student: Alexander Davis Traditional methods for molecular discovery rely heavily on trial-and-error experimentation. Some types of molecules have\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.8\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Scientific Software Engineering Center at JHU |\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Molecular Discovery Pipelines | Scientific Software Engineering Center at JHU\" \/>\n\t\t<meta property=\"og:description\" content=\"By accelerating the discovery of light-emitting molecules, we can contribute to the development of more efficient, longer-lasting displays, lighting, and lasers. Suhas Mahesh (pictured) Molecular Discovery Pipelines PI Suhas Mahesh (Schmidt Science Fellow, University of Toronto) Grad student: Alexander Davis Traditional methods for molecular discovery rely heavily on trial-and-error experimentation. Some types of molecules have\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/ai.jhu.edu\/ssec\/wp-content\/uploads\/2023\/06\/SSEC_logo_horiz_blue_sm_314x130.png\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/ai.jhu.edu\/ssec\/wp-content\/uploads\/2023\/06\/SSEC_logo_horiz_blue_sm_314x130.png\" \/>\n\t\t<meta property=\"og:image:width\" content=\"314\" \/>\n\t\t<meta property=\"og:image:height\" content=\"130\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2024-06-13T16:10:04+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2024-06-21T15:17:43+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Molecular Discovery Pipelines | Scientific Software Engineering Center at JHU\" \/>\n\t\t<meta name=\"twitter:description\" content=\"By accelerating the discovery of light-emitting molecules, we can contribute to the development of more efficient, longer-lasting displays, lighting, and lasers. Suhas Mahesh (pictured) Molecular Discovery Pipelines PI Suhas Mahesh (Schmidt Science Fellow, University of Toronto) Grad student: Alexander Davis Traditional methods for molecular discovery rely heavily on trial-and-error experimentation. Some types of molecules have\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/ai.jhu.edu\/ssec\/wp-content\/uploads\/2023\/06\/SSEC_logo_horiz_blue_sm_314x130.png\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/research\\\/molecular-discovery-pipelines\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/research\\\/#listItem\",\"name\":\"Research Projects\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/research\\\/#listItem\",\"position\":2,\"name\":\"Research Projects\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec#listItem\",\"name\":\"Home\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/#organization\",\"name\":\"Scientific Software Engineering Center at JHU\",\"url\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/SSEC_logo_horiz_blue_sm_314x130.png\",\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/research\\\/molecular-discovery-pipelines\\\/#organizationLogo\",\"width\":314,\"height\":130,\"caption\":\"logo\"},\"image\":{\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/research\\\/molecular-discovery-pipelines\\\/#organizationLogo\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/research\\\/molecular-discovery-pipelines\\\/#webpage\",\"url\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/research\\\/molecular-discovery-pipelines\\\/\",\"name\":\"Molecular Discovery Pipelines | Scientific Software Engineering Center at JHU\",\"description\":\"By accelerating the discovery of light-emitting molecules, we can contribute to the development of more efficient, longer-lasting displays, lighting, and lasers. Suhas Mahesh (pictured) Molecular Discovery Pipelines PI Suhas Mahesh (Schmidt Science Fellow, University of Toronto) Grad student: Alexander Davis Traditional methods for molecular discovery rely heavily on trial-and-error experimentation. Some types of molecules have\",\"inLanguage\":\"en-US\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/research\\\/molecular-discovery-pipelines\\\/#breadcrumblist\"},\"datePublished\":\"2024-06-13T12:10:04-04:00\",\"dateModified\":\"2024-06-21T11:17:43-04:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/#website\",\"url\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/\",\"name\":\"Scientific Software Engineering Center at JHU\",\"alternateName\":\"SSEC\",\"inLanguage\":\"en-US\",\"publisher\":{\"@id\":\"https:\\\/\\\/ai.jhu.edu\\\/ssec\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"Molecular Discovery Pipelines | Scientific Software Engineering Center at JHU","description":"By accelerating the discovery of light-emitting molecules, we can contribute to the development of more efficient, longer-lasting displays, lighting, and lasers. Suhas Mahesh (pictured) Molecular Discovery Pipelines PI Suhas Mahesh (Schmidt Science Fellow, University of Toronto) Grad student: Alexander Davis Traditional methods for molecular discovery rely heavily on trial-and-error experimentation. Some types of molecules have","canonical_url":"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BreadcrumbList","@id":"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/ai.jhu.edu\/ssec#listItem","position":1,"name":"Home","item":"https:\/\/ai.jhu.edu\/ssec","nextItem":{"@type":"ListItem","@id":"https:\/\/ai.jhu.edu\/ssec\/research\/#listItem","name":"Research Projects"}},{"@type":"ListItem","@id":"https:\/\/ai.jhu.edu\/ssec\/research\/#listItem","position":2,"name":"Research Projects","previousItem":{"@type":"ListItem","@id":"https:\/\/ai.jhu.edu\/ssec#listItem","name":"Home"}}]},{"@type":"Organization","@id":"https:\/\/ai.jhu.edu\/ssec\/#organization","name":"Scientific Software Engineering Center at JHU","url":"https:\/\/ai.jhu.edu\/ssec\/","logo":{"@type":"ImageObject","url":"https:\/\/ai.jhu.edu\/ssec\/wp-content\/uploads\/2023\/06\/SSEC_logo_horiz_blue_sm_314x130.png","@id":"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/#organizationLogo","width":314,"height":130,"caption":"logo"},"image":{"@id":"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/#organizationLogo"}},{"@type":"WebPage","@id":"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/#webpage","url":"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/","name":"Molecular Discovery Pipelines | Scientific Software Engineering Center at JHU","description":"By accelerating the discovery of light-emitting molecules, we can contribute to the development of more efficient, longer-lasting displays, lighting, and lasers. Suhas Mahesh (pictured) Molecular Discovery Pipelines PI Suhas Mahesh (Schmidt Science Fellow, University of Toronto) Grad student: Alexander Davis Traditional methods for molecular discovery rely heavily on trial-and-error experimentation. Some types of molecules have","inLanguage":"en-US","isPartOf":{"@id":"https:\/\/ai.jhu.edu\/ssec\/#website"},"breadcrumb":{"@id":"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/#breadcrumblist"},"datePublished":"2024-06-13T12:10:04-04:00","dateModified":"2024-06-21T11:17:43-04:00"},{"@type":"WebSite","@id":"https:\/\/ai.jhu.edu\/ssec\/#website","url":"https:\/\/ai.jhu.edu\/ssec\/","name":"Scientific Software Engineering Center at JHU","alternateName":"SSEC","inLanguage":"en-US","publisher":{"@id":"https:\/\/ai.jhu.edu\/ssec\/#organization"}}]},"og:locale":"en_US","og:site_name":"Scientific Software Engineering Center at JHU |","og:type":"article","og:title":"Molecular Discovery Pipelines | Scientific Software Engineering Center at JHU","og:description":"By accelerating the discovery of light-emitting molecules, we can contribute to the development of more efficient, longer-lasting displays, lighting, and lasers. Suhas Mahesh (pictured) Molecular Discovery Pipelines PI Suhas Mahesh (Schmidt Science Fellow, University of Toronto) Grad student: Alexander Davis Traditional methods for molecular discovery rely heavily on trial-and-error experimentation. Some types of molecules have","og:url":"https:\/\/ai.jhu.edu\/ssec\/research\/molecular-discovery-pipelines\/","og:image":"https:\/\/ai.jhu.edu\/ssec\/wp-content\/uploads\/2023\/06\/SSEC_logo_horiz_blue_sm_314x130.png","og:image:secure_url":"https:\/\/ai.jhu.edu\/ssec\/wp-content\/uploads\/2023\/06\/SSEC_logo_horiz_blue_sm_314x130.png","og:image:width":314,"og:image:height":130,"article:published_time":"2024-06-13T16:10:04+00:00","article:modified_time":"2024-06-21T15:17:43+00:00","twitter:card":"summary_large_image","twitter:title":"Molecular Discovery Pipelines | Scientific Software Engineering Center at JHU","twitter:description":"By accelerating the discovery of light-emitting molecules, we can contribute to the development of more efficient, longer-lasting displays, lighting, and lasers. Suhas Mahesh (pictured) Molecular Discovery Pipelines PI Suhas Mahesh (Schmidt Science Fellow, University of Toronto) Grad student: Alexander Davis Traditional methods for molecular discovery rely heavily on trial-and-error experimentation. Some types of molecules have","twitter:image":"https:\/\/ai.jhu.edu\/ssec\/wp-content\/uploads\/2023\/06\/SSEC_logo_horiz_blue_sm_314x130.png"},"aioseo_meta_data":{"post_id":"5081","title":null,"description":null,"keywords":[],"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":[],"twitter_use_og":true,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"WebPage","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":null,"created":"2023-06-13 20:31:04","updated":"2025-06-03 19:48:13","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/ai.jhu.edu\/ssec\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tResearch Projects\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/ai.jhu.edu\/ssec"},{"label":"Research Projects","link":"https:\/\/ai.jhu.edu\/ssec\/research\/"}],"_links":{"self":[{"href":"https:\/\/ai.jhu.edu\/ssec\/wp-json\/wp\/v2\/pages\/5081","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai.jhu.edu\/ssec\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ai.jhu.edu\/ssec\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ai.jhu.edu\/ssec\/wp-json\/wp\/v2\/users\/29"}],"replies":[{"embeddable":true,"href":"https:\/\/ai.jhu.edu\/ssec\/wp-json\/wp\/v2\/comments?post=5081"}],"version-history":[{"count":4,"href":"https:\/\/ai.jhu.edu\/ssec\/wp-json\/wp\/v2\/pages\/5081\/revisions"}],"predecessor-version":[{"id":5467,"href":"https:\/\/ai.jhu.edu\/ssec\/wp-json\/wp\/v2\/pages\/5081\/revisions\/5467"}],"wp:attachment":[{"href":"https:\/\/ai.jhu.edu\/ssec\/wp-json\/wp\/v2\/media?parent=5081"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}