{"apiVersion":"v1","generatedAt":"2026-05-16T15:20:21.584Z","canonicalUrl":"https://eduaipolicy.org/universities/ucsi-university","license":"CC-BY-4.0","trackerMetadataLicense":"CC-BY-4.0","sourcePolicy":"Tracker metadata is open licensed. Official source documents, page text, PDFs, and other source materials retain their original rights and terms.","sourceRightsPolicy":"Tracker metadata is open licensed. Official source documents, page text, PDFs, and other source materials retain their original rights and terms.","limitations":["Policy analysis profiles are deterministic summaries of public tracker claims and are not final policy conclusions.","Policy Coverage Score measures breadth of public, source-backed coverage; it is not a policy quality score, strictness score, legal adequacy score, safety score, or institutional compliance score.","This tracker is not legal advice, not academic integrity advice, and not an official university statement unless a linked source is the university's own official page."],"citation":{"citationTitle":"UCSI University policy analysis profile","canonicalUrl":"https://eduaipolicy.org/universities/ucsi-university","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/ucsi-university.json","suggestedCitation":"University AI Policy Tracker. \"UCSI University policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/ucsi-university","sourceRightsPolicy":"Tracker metadata is open licensed. Official source documents, page text, PDFs, and other source materials retain their original rights and terms."},"data":{"schemaVersion":"uapt-policy-analysis-v1","apiVersion":"v1","entityType":"university","entitySlug":"ucsi-university","entityName":"UCSI University","canonicalUrl":"https://eduaipolicy.org/universities/ucsi-university","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/ucsi-university.json","generatedAt":"2026-05-16T03:08:00.000Z","basedOnClaimIds":["claim-ucsi-library-turnitin","claim-ucsi-pg-exam-electronic-devices","claim-ucsi-pg-genai-boundary","claim-ucsi-pg-genai-disclosure","claim-ucsi-pg-genai-sensitive-data","claim-ucsi-pg-plagiarism-penalties","claim-ucsi-undergrad-exam-electronic-devices"],"basedOnSourceUrls":["https://lib.ucsiuniversity.edu.my/turnitin-guideline","https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_postgraduate.pdf","https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_undergraduate.pdf","https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.77,"coverageScore":{"score":75,"maxScore":100,"label":"broad_public_coverage","components":[{"key":"policy_presence","label":"Central AI policy or guidance source exists","points":0,"maxPoints":15,"status":"not_mentioned","evidenceClaimIds":[],"reviewState":"machine_candidate"},{"key":"academic_integrity","label":"Academic integrity guidance","points":15,"maxPoints":15,"status":"restricted","evidenceClaimIds":["claim-ucsi-pg-genai-disclosure","claim-ucsi-library-turnitin","claim-ucsi-pg-exam-electronic-devices","claim-ucsi-pg-plagiarism-penalties","claim-ucsi-undergrad-exam-electronic-devices"],"reviewState":"machine_candidate"},{"key":"ai_disclosure","label":"AI disclosure guidance","points":15,"maxPoints":15,"status":"required","evidenceClaimIds":["claim-ucsi-pg-genai-disclosure","claim-ucsi-library-turnitin"],"reviewState":"machine_candidate"},{"key":"coursework","label":"Coursework guidance","points":10,"maxPoints":10,"status":"required","evidenceClaimIds":["claim-ucsi-pg-genai-disclosure","claim-ucsi-library-turnitin","claim-ucsi-pg-genai-boundary","claim-ucsi-pg-plagiarism-penalties"],"reviewState":"machine_candidate"},{"key":"exams","label":"Exam or assessment guidance","points":10,"maxPoints":10,"status":"blocked","evidenceClaimIds":["claim-ucsi-pg-genai-disclosure","claim-ucsi-library-turnitin","claim-ucsi-pg-genai-boundary","claim-ucsi-pg-exam-electronic-devices","claim-ucsi-pg-plagiarism-penalties"],"reviewState":"machine_candidate"},{"key":"privacy_data_entry","label":"Privacy or data-entry guidance","points":15,"maxPoints":15,"status":"blocked","evidenceClaimIds":["claim-ucsi-pg-genai-sensitive-data","claim-ucsi-library-turnitin"],"reviewState":"machine_candidate"},{"key":"approved_tools","label":"Approved tools, procurement, or licensed tools","points":10,"maxPoints":10,"status":"recommended","evidenceClaimIds":["claim-ucsi-pg-genai-boundary"],"reviewState":"machine_candidate"},{"key":"teaching_guidance","label":"Teaching or research guidance","points":0,"maxPoints":10,"status":"not_mentioned","evidenceClaimIds":[],"reviewState":"machine_candidate"}],"reviewState":"machine_candidate","limitations":["Policy Coverage Score measures breadth of public, source-backed coverage; it is not a policy quality score.","This tracker is not legal advice, not academic integrity advice, and not an official university statement unless a linked source is the university's own official page."]},"dimensions":[{"key":"policy_presence","label":"Policy presence","status":"not_mentioned","summary":"No source-backed public AI policy or guidance record is present in this profile.","explanation":"This is an absence-of-evidence marker for the current tracker profile, not proof that no such policy exists.","evidenceClaimIds":[],"evidenceSourceUrls":[],"sourceLanguages":[],"reviewState":"machine_candidate","confidence":0,"evidenceCount":0,"sourceCount":0,"notMentionedReason":"The current public tracker record does not contain a source-backed claim that establishes a policy or guidance source.","basis":[]},{"key":"ai_disclosure","label":"AI disclosure","status":"required","normalizedValue":"postgraduate_thesis_genai_disclosure_required","summary":"UCSI University has 2 source-backed public claims for ai disclosure; deterministic analysis status: required.","explanation":"Whether public guidance addresses disclosure, acknowledgement, citation, or declaration of AI use. This required status was derived from claim type, normalized value, and keyword rules over 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ucsi-pg-genai-disclosure","claim-ucsi-library-turnitin"],"evidenceSourceUrls":["https://lib.ucsiuniversity.edu.my/turnitin-guideline","https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.778,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"claim-ucsi-pg-genai-disclosure","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Disclosure of the use of generative artificial intelligence tools in the preparation of thesis/dissertation must be made by the candidates.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-library-turnitin","sourceUrl":"https://lib.ucsiuniversity.edu.my/turnitin-guideline","sourceLanguage":"en","evidenceSnippet":"Turnitin is a valuable academic tool provided by the Tan Sri Musa Mohamad Library to uphold integrity and originality in academic work. It is used to detect plagiarism, ensure proper citation practices, and encourage students to produce authentic content.","sourceSnapshotHash":"af5de52ec3e9194a61a152cbddbddae20a2cacb86588879186c707a6c2e24df0","reviewState":"agent_reviewed"}]},{"key":"coursework","label":"Coursework","status":"required","normalizedValue":"postgraduate_thesis_genai_disclosure_required","summary":"UCSI University has 4 source-backed public claims for coursework; deterministic analysis status: required.","explanation":"Whether public guidance addresses coursework, assignments, syllabi, papers, homework, or submitted work. This required status was derived from claim type, normalized value, and keyword rules over 4 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ucsi-pg-genai-disclosure","claim-ucsi-library-turnitin","claim-ucsi-pg-genai-boundary","claim-ucsi-pg-plagiarism-penalties"],"evidenceSourceUrls":["https://lib.ucsiuniversity.edu.my/turnitin-guideline","https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_postgraduate.pdf","https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.767,"evidenceCount":4,"sourceCount":3,"basis":[{"claimId":"claim-ucsi-pg-genai-disclosure","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Disclosure of the use of generative artificial intelligence tools in the preparation of thesis/dissertation must be made by the candidates.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-library-turnitin","sourceUrl":"https://lib.ucsiuniversity.edu.my/turnitin-guideline","sourceLanguage":"en","evidenceSnippet":"Turnitin is a valuable academic tool provided by the Tan Sri Musa Mohamad Library to uphold integrity and originality in academic work. It is used to detect plagiarism, ensure proper citation practices, and encourage students to produce authentic content.","sourceSnapshotHash":"af5de52ec3e9194a61a152cbddbddae20a2cacb86588879186c707a6c2e24df0","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-pg-genai-boundary","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Generative AI tools should not be used to bypass learning or replace critical academic tasks such as original research, data interpretation, or argument development.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-pg-plagiarism-penalties","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_postgraduate.pdf","sourceLanguage":"en","evidenceSnippet":"Where a student is found to have committed the plagiarism offence again... The penalty for such level of plagiarism, if proven with documented evidence is automatic Fail grade in that module... When a student is caught plagiarizing after the third time... Your study at UCSI University will be terminated.","sourceSnapshotHash":"91a2b7c666b83389ca4fbc5f058797925fba2dbf2779b713dfe889219e37e111","reviewState":"agent_reviewed"}]},{"key":"exams","label":"Exams","status":"blocked","normalizedValue":"postgraduate_thesis_genai_disclosure_required","summary":"UCSI University has 5 source-backed public claims for exams; deterministic analysis status: blocked.","explanation":"Whether public guidance addresses exams, tests, quizzes, or examination conditions. This blocked status was derived from claim type, normalized value, and keyword rules over 5 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ucsi-pg-genai-disclosure","claim-ucsi-library-turnitin","claim-ucsi-pg-genai-boundary","claim-ucsi-pg-exam-electronic-devices","claim-ucsi-pg-plagiarism-penalties"],"evidenceSourceUrls":["https://lib.ucsiuniversity.edu.my/turnitin-guideline","https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_postgraduate.pdf","https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.765,"evidenceCount":5,"sourceCount":3,"basis":[{"claimId":"claim-ucsi-pg-genai-disclosure","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Disclosure of the use of generative artificial intelligence tools in the preparation of thesis/dissertation must be made by the candidates.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-library-turnitin","sourceUrl":"https://lib.ucsiuniversity.edu.my/turnitin-guideline","sourceLanguage":"en","evidenceSnippet":"Turnitin is a valuable academic tool provided by the Tan Sri Musa Mohamad Library to uphold integrity and originality in academic work. It is used to detect plagiarism, ensure proper citation practices, and encourage students to produce authentic content.","sourceSnapshotHash":"af5de52ec3e9194a61a152cbddbddae20a2cacb86588879186c707a6c2e24df0","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-pg-genai-boundary","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Generative AI tools should not be used to bypass learning or replace critical academic tasks such as original research, data interpretation, or argument development.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-pg-exam-electronic-devices","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_postgraduate.pdf","sourceLanguage":"en","evidenceSnippet":"Prohibited Items... Electronic devices (smart watch, Bluetooth hand-free)... Open book exams are meant for open book format, but do not cover access for internet or computer devices.","sourceSnapshotHash":"91a2b7c666b83389ca4fbc5f058797925fba2dbf2779b713dfe889219e37e111","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-pg-plagiarism-penalties","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_postgraduate.pdf","sourceLanguage":"en","evidenceSnippet":"Where a student is found to have committed the plagiarism offence again... The penalty for such level of plagiarism, if proven with documented evidence is automatic Fail grade in that module... When a student is caught plagiarizing after the third time... Your study at UCSI University will be terminated.","sourceSnapshotHash":"91a2b7c666b83389ca4fbc5f058797925fba2dbf2779b713dfe889219e37e111","reviewState":"agent_reviewed"}]},{"key":"privacy_data_entry","label":"Privacy and data entry","status":"blocked","normalizedValue":"postgraduate_thesis_sensitive_data_must_not_be_entered_into_third_party_ai_tools","summary":"UCSI University has 2 source-backed public claims for privacy and data entry; deterministic analysis status: blocked.","explanation":"Whether public guidance addresses personal, confidential, sensitive, regulated, or student data entry into AI tools. This blocked status was derived from claim type, normalized value, and keyword rules over 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ucsi-pg-genai-sensitive-data","claim-ucsi-library-turnitin"],"evidenceSourceUrls":["https://lib.ucsiuniversity.edu.my/turnitin-guideline","https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.782,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"claim-ucsi-pg-genai-sensitive-data","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Confidential or sensitive data must not be entered into any third-party AI tools to safeguard privacy and data security.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-library-turnitin","sourceUrl":"https://lib.ucsiuniversity.edu.my/turnitin-guideline","sourceLanguage":"en","evidenceSnippet":"Turnitin is a valuable academic tool provided by the Tan Sri Musa Mohamad Library to uphold integrity and originality in academic work. It is used to detect plagiarism, ensure proper citation practices, and encourage students to produce authentic content.","sourceSnapshotHash":"af5de52ec3e9194a61a152cbddbddae20a2cacb86588879186c707a6c2e24df0","reviewState":"agent_reviewed"}]},{"key":"academic_integrity","label":"Academic integrity","status":"restricted","normalizedValue":"postgraduate_thesis_genai_disclosure_required","summary":"UCSI University has 5 source-backed public claims for academic integrity; deterministic analysis status: restricted.","explanation":"Whether public guidance connects AI use to academic integrity, misconduct, dishonesty, plagiarism, or cheating rules. This restricted status was derived from claim type, normalized value, and keyword rules over 5 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ucsi-pg-genai-disclosure","claim-ucsi-library-turnitin","claim-ucsi-pg-exam-electronic-devices","claim-ucsi-pg-plagiarism-penalties","claim-ucsi-undergrad-exam-electronic-devices"],"evidenceSourceUrls":["https://lib.ucsiuniversity.edu.my/turnitin-guideline","https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_postgraduate.pdf","https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_undergraduate.pdf","https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.757,"evidenceCount":5,"sourceCount":4,"basis":[{"claimId":"claim-ucsi-pg-genai-disclosure","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Disclosure of the use of generative artificial intelligence tools in the preparation of thesis/dissertation must be made by the candidates.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-library-turnitin","sourceUrl":"https://lib.ucsiuniversity.edu.my/turnitin-guideline","sourceLanguage":"en","evidenceSnippet":"Turnitin is a valuable academic tool provided by the Tan Sri Musa Mohamad Library to uphold integrity and originality in academic work. It is used to detect plagiarism, ensure proper citation practices, and encourage students to produce authentic content.","sourceSnapshotHash":"af5de52ec3e9194a61a152cbddbddae20a2cacb86588879186c707a6c2e24df0","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-pg-exam-electronic-devices","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_postgraduate.pdf","sourceLanguage":"en","evidenceSnippet":"Prohibited Items... Electronic devices (smart watch, Bluetooth hand-free)... Open book exams are meant for open book format, but do not cover access for internet or computer devices.","sourceSnapshotHash":"91a2b7c666b83389ca4fbc5f058797925fba2dbf2779b713dfe889219e37e111","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-pg-plagiarism-penalties","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_postgraduate.pdf","sourceLanguage":"en","evidenceSnippet":"Where a student is found to have committed the plagiarism offence again... The penalty for such level of plagiarism, if proven with documented evidence is automatic Fail grade in that module... When a student is caught plagiarizing after the third time... Your study at UCSI University will be terminated.","sourceSnapshotHash":"91a2b7c666b83389ca4fbc5f058797925fba2dbf2779b713dfe889219e37e111","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-undergrad-exam-electronic-devices","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/student_handbook_undergraduate.pdf","sourceLanguage":"en","evidenceSnippet":"To understand and comply with all the rules, regulations, procedures and guidelines stated in the Student Handbook... Prohibited Items... Electronic devices... Open book exams are meant for open book format, but do not cover access for internet or computer devices.","sourceSnapshotHash":"c6b7c9c8de5bfbec88b4345bddfb732346a620e2a127dbb83b5df36543f30aad","reviewState":"agent_reviewed"}]},{"key":"approved_tools","label":"Approved tools","status":"recommended","normalizedValue":"postgraduate_thesis_genai_should_not_replace_core_academic_tasks","summary":"UCSI University has 1 source-backed public claim for approved tools; deterministic analysis status: recommended.","explanation":"Whether public guidance identifies institutionally approved, licensed, procured, or enterprise AI tools. This recommended status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ucsi-pg-genai-boundary"],"evidenceSourceUrls":["https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.765,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-ucsi-pg-genai-boundary","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Generative AI tools should not be used to bypass learning or replace critical academic tasks such as original research, data interpretation, or argument development.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"}]},{"key":"named_ai_services","label":"Named AI services","status":"blocked","normalizedValue":"postgraduate_thesis_sensitive_data_must_not_be_entered_into_third_party_ai_tools","summary":"UCSI University has 2 source-backed public claims for named ai services; deterministic analysis status: blocked.","explanation":"Whether public guidance names AI services such as ChatGPT, Copilot, Claude, Gemini, Grammarly, or DeepSeek. This blocked status was derived from claim type, normalized value, and keyword rules over 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ucsi-pg-genai-sensitive-data","claim-ucsi-pg-genai-boundary"],"evidenceSourceUrls":["https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.782,"evidenceCount":2,"sourceCount":1,"basis":[{"claimId":"claim-ucsi-pg-genai-sensitive-data","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Confidential or sensitive data must not be entered into any third-party AI tools to safeguard privacy and data security.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"},{"claimId":"claim-ucsi-pg-genai-boundary","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Generative AI tools should not be used to bypass learning or replace critical academic tasks such as original research, data interpretation, or argument development.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"}]},{"key":"teaching_guidance","label":"Teaching guidance","status":"not_mentioned","summary":"No source-backed public claim about teaching guidance is present in this profile.","explanation":"This is an absence-of-evidence marker for the current tracker profile, not proof that no such policy exists.","evidenceClaimIds":[],"evidenceSourceUrls":[],"sourceLanguages":[],"reviewState":"machine_candidate","confidence":0,"evidenceCount":0,"sourceCount":0,"notMentionedReason":"The current public tracker record does not contain claim evidence about instructor, classroom, assessment-design, or syllabus guidance.","basis":[]},{"key":"research_guidance","label":"Research guidance","status":"recommended","normalizedValue":"postgraduate_thesis_genai_should_not_replace_core_academic_tasks","summary":"UCSI University has 1 source-backed public claim for research guidance; deterministic analysis status: recommended.","explanation":"Whether public guidance addresses research use, publication ethics, research data, grants, or human-subjects compliance. This recommended status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ucsi-pg-genai-boundary"],"evidenceSourceUrls":["https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.765,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-ucsi-pg-genai-boundary","sourceUrl":"https://www.ucsiuniversity.edu.my/sites/default/files/thesisguidelines.pdf","sourceLanguage":"en","evidenceSnippet":"Generative AI tools should not be used to bypass learning or replace critical academic tasks such as original research, data interpretation, or argument development.","sourceSnapshotHash":"28e4e1e59fcd0a37ee006551d0283bd38cdc81a2e431adbe77aa3857812621e3","reviewState":"agent_reviewed"}]},{"key":"security_procurement","label":"Security and procurement","status":"not_mentioned","summary":"No source-backed public claim about AI security review or procurement is present in this profile.","explanation":"This is an absence-of-evidence marker for the current tracker profile, not proof that no such policy exists.","evidenceClaimIds":[],"evidenceSourceUrls":[],"sourceLanguages":[],"reviewState":"machine_candidate","confidence":0,"evidenceCount":0,"sourceCount":0,"notMentionedReason":"The current public tracker record does not contain claim evidence about security review, procurement, vendor approval, risk assessment, authentication, SSO, or enterprise licensing.","basis":[]}],"limitations":["Policy analysis profiles are deterministic summaries of public tracker claims and are not final policy conclusions.","Policy Coverage Score measures breadth of public, source-backed coverage; it is not a policy quality score, strictness score, legal adequacy score, safety score, or institutional compliance score.","This tracker is not legal advice, not academic integrity advice, and not an official university statement unless a linked source is the university's own official page."],"suggestedCitation":"University AI Policy Tracker. \"UCSI University policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/ucsi-university"}}