

{"id":15,"date":"2025-09-14T09:55:27","date_gmt":"2025-09-14T13:55:27","guid":{"rendered":"https:\/\/sites.temple.edu\/cilab\/?page_id=15"},"modified":"2025-09-16T11:44:46","modified_gmt":"2025-09-16T15:44:46","slug":"projects","status":"publish","type":"page","link":"https:\/\/sites.temple.edu\/cilab\/projects\/","title":{"rendered":"Research"},"content":{"rendered":"\n<h4 class=\"wp-block-heading has-medium-font-size\">Research<\/h4>\n\n\n\n<p class=\"has-small-font-size\">Our work develops along two connected strands.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized wp-duotone-default-filter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"457\" src=\"https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/1-1024x457.png\" alt=\"\" class=\"wp-image-311\" style=\"width:361px;height:auto\" srcset=\"https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/1-1024x457.png 1024w, https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/1-300x134.png 300w, https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/1-768x343.png 768w, https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/1.png 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"has-small-font-size\">Learning<\/li>\n<\/ol>\n\n\n\n<p class=\"has-small-font-size\">Essays carry the signatures of a student\u2019s thought process: how a thesis develops, how ideas connect, how revisions show reflection. When students rely on generative AI, those signatures can be simulated on the page but disconnected from the student\u2019s own reasoning.<\/p>\n\n\n\n<p class=\"has-small-font-size\">The Lab is building a way to verify these signatures remain authentic and connected to the student&#8217;s cognitive work. Instead of grading the submission, the system asks whether students can re-enter and navigate their reasoning. Through small, conversational prompts, students paraphrase claims, add examples, revise transitions, and reflect on their choices. The aim isn\u2019t to catch cheaters, monitor students, or replace teachers, but to confirm that the essay still reflects the student\u2019s thinking in action, that the cues in the writing still \u201clight up\u201d when the student is guided to engage with them.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<figure class=\"wp-block-image aligncenter size-large is-resized wp-duotone-default-filter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"352\" src=\"https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/7-1024x352.png\" alt=\"\" class=\"wp-image-361\" style=\"width:428px;height:auto\" srcset=\"https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/7-1024x352.png 1024w, https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/7-300x103.png 300w, https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/7-768x264.png 768w, https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/7.png 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-small-font-size\">This approach helps protect the essay as a space for learning, while also laying the groundwork for new tools and protocols that support human agency more broadly.<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li class=\"has-small-font-size\">Systems Evaluation<\/li>\n<\/ol>\n\n\n\n<p class=\"has-small-font-size\">The same principles that help verify process integrity in a classroom essay also open a path for evaluating AI systems themselves. Instead of assessing AI only by accuracy of individual output, we ask how it affects human thinking over time: does it support authorship, reflection, and judgment, or does it erode them?<\/p>\n\n\n\n<p class=\"has-small-font-size\">This creates a virtuous loop. Insights from student verification become benchmarks for testing AI systems, and those tests refine how we protect student work. The result is a foundation for studying cognitive mediation: how people engage with their own work and interact with others, with AI in between.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized wp-duotone-default-filter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1287\" src=\"https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/4-815x1024.png\" alt=\"\" class=\"wp-image-316\" style=\"width:232px;height:auto\" srcset=\"https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/4-815x1024.png 815w, https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/4-239x300.png 239w, https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/4-768x965.png 768w, https:\/\/sites.temple.edu\/cilab\/files\/2025\/09\/4.png 1024w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">\u2e3b<\/p>\n\n\n\n<p class=\"has-text-align-left has-small-font-size\"><strong>Why This Matters<\/strong><\/p>\n\n\n\n<p class=\"has-small-font-size\">When authorship blurs and reflection weakens, freedom of thought erodes, whether in student essays, professional work, or civic discourse. AI is neither just a tool nor a true collaborator but a cognitive environment that is already recalibrating how we think and interact. Our research develops ways to maintain human agency within that environment. By establishing principles for cognitive integrity, we\u2019re creating protocols that empower individuals and institutions to integrate AI on their own terms.<\/p>\n\n\n\n<div class=\"wp-block-group alignfull is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group alignwide is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-top:4rem;padding-bottom:4rem\"><nav class=\"is-responsive items-justified-center wp-block-navigation is-content-justification-center is-layout-flex wp-container-core-navigation-is-layout-64ede673 wp-block-navigation-is-layout-flex\" aria-label=\"Menu\" \n\t\t data-wp-interactive=\"core\/navigation\" data-wp-context='{\"overlayOpenedBy\":{\"click\":false,\"hover\":false,\"focus\":false},\"type\":\"overlay\",\"roleAttribute\":\"\",\"ariaLabel\":\"Menu\"}'><button aria-haspopup=\"dialog\" aria-label=\"Open menu\" class=\"wp-block-navigation__responsive-container-open\" \n\t\t\t\tdata-wp-on--click=\"actions.openMenuOnClick\"\n\t\t\t\tdata-wp-on--keydown=\"actions.handleMenuKeydown\"\n\t\t\t><svg width=\"24\" height=\"24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M4 7.5h16v1.5H4z\"><\/path><path d=\"M4 15h16v1.5H4z\"><\/path><\/svg><\/button>\n\t\t\t\t<div class=\"wp-block-navigation__responsive-container\"  id=\"modal-1\" \n\t\t\t\tdata-wp-class--has-modal-open=\"state.isMenuOpen\"\n\t\t\t\tdata-wp-class--is-menu-open=\"state.isMenuOpen\"\n\t\t\t\tdata-wp-watch=\"callbacks.initMenu\"\n\t\t\t\tdata-wp-on--keydown=\"actions.handleMenuKeydown\"\n\t\t\t\tdata-wp-on--focusout=\"actions.handleMenuFocusout\"\n\t\t\t\ttabindex=\"-1\"\n\t\t\t>\n\t\t\t\t\t<div class=\"wp-block-navigation__responsive-close\" tabindex=\"-1\">\n\t\t\t\t\t\t<div class=\"wp-block-navigation__responsive-dialog\" \n\t\t\t\tdata-wp-bind--aria-modal=\"state.ariaModal\"\n\t\t\t\tdata-wp-bind--aria-label=\"state.ariaLabel\"\n\t\t\t\tdata-wp-bind--role=\"state.roleAttribute\"\n\t\t\t>\n\t\t\t\t\t\t\t<button aria-label=\"Close menu\" class=\"wp-block-navigation__responsive-container-close\" \n\t\t\t\tdata-wp-on--click=\"actions.closeMenuOnClick\"\n\t\t\t><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" width=\"24\" height=\"24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"m13.06 12 6.47-6.47-1.06-1.06L12 10.94 5.53 4.47 4.47 5.53 10.94 12l-6.47 6.47 1.06 1.06L12 13.06l6.47 6.47 1.06-1.06L13.06 12Z\"><\/path><\/svg><\/button>\n\t\t\t\t\t\t\t<div class=\"wp-block-navigation__responsive-container-content\" \n\t\t\t\tdata-wp-watch=\"callbacks.focusFirstElement\"\n\t\t\t id=\"modal-1-content\">\n\t\t\t\t\t\t\t\t<ul class=\"wp-block-navigation__container is-responsive items-justified-center wp-block-navigation\"><li class=\" wp-block-navigation-item  menu-item menu-item-type-post_type menu-item-object-page menu-item-home current-menu-item page_item page-item-11 current_page_item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.temple.edu\/cilab\/\" title=\"\"><span class=\"wp-block-navigation-item__label\">About<\/span><\/a><\/li><li class=\" wp-block-navigation-item  menu-item menu-item-type-post_type menu-item-object-page wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.temple.edu\/cilab\/people\/\" title=\"\"><span class=\"wp-block-navigation-item__label\">Team<\/span><\/a><\/li><li class=\" wp-block-navigation-item  menu-item menu-item-type-post_type menu-item-object-page wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.temple.edu\/cilab\/projects\/\" title=\"\"><span class=\"wp-block-navigation-item__label\">Research<\/span><\/a><\/li><li class=\" wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.temple.edu\/cilab\/news-events\/\"><span class=\"wp-block-navigation-item__label\">News<\/span><\/a><\/li><li class=\" wp-block-navigation-item  menu-item menu-item-type-post_type menu-item-object-page wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"https:\/\/sites.temple.edu\/cilab\/get-involved\/\" title=\"\"><span class=\"wp-block-navigation-item__label\">Join Us<\/span><\/a><\/li><\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/nav>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center\" style=\"font-size:16px\">\u00a9 2025 Cognitive Integrity Lab \u00b7 Temple University<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Research Our work develops along two connected strands. Essays carry the signatures of a student\u2019s thought process: how a thesis develops, how ideas connect, how revisions show reflection. When students rely on generative AI, those signatures can be simulated on the page but disconnected from the student\u2019s own reasoning. The Lab is building a way [&hellip;]<\/p>\n","protected":false},"author":37424,"featured_media":0,"parent":0,"menu_order":2,"comment_status":"closed","ping_status":"closed","template":"page-large-header","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-15","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sites.temple.edu\/cilab\/wp-json\/wp\/v2\/pages\/15","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.temple.edu\/cilab\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.temple.edu\/cilab\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.temple.edu\/cilab\/wp-json\/wp\/v2\/users\/37424"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.temple.edu\/cilab\/wp-json\/wp\/v2\/comments?post=15"}],"version-history":[{"count":38,"href":"https:\/\/sites.temple.edu\/cilab\/wp-json\/wp\/v2\/pages\/15\/revisions"}],"predecessor-version":[{"id":392,"href":"https:\/\/sites.temple.edu\/cilab\/wp-json\/wp\/v2\/pages\/15\/revisions\/392"}],"wp:attachment":[{"href":"https:\/\/sites.temple.edu\/cilab\/wp-json\/wp\/v2\/media?parent=15"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}