{"apiVersion":"v1","generatedAt":"2026-05-16T15:20:21.638Z","canonicalUrl":"https://eduaipolicy.org/universities/universiti-brunei-darussalam-ubd","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":"Universiti Brunei Darussalam (UBD) policy analysis profile","canonicalUrl":"https://eduaipolicy.org/universities/universiti-brunei-darussalam-ubd","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/universiti-brunei-darussalam-ubd.json","suggestedCitation":"University AI Policy Tracker. \"Universiti Brunei Darussalam (UBD) policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/universiti-brunei-darussalam-ubd","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":"universiti-brunei-darussalam-ubd","entityName":"Universiti Brunei Darussalam (UBD)","canonicalUrl":"https://eduaipolicy.org/universities/universiti-brunei-darussalam-ubd","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/universiti-brunei-darussalam-ubd.json","generatedAt":"2026-05-16T14:46:00.000Z","basedOnClaimIds":["claim-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-ai-human-oversight","claim-ubd-ajstd-ai-writing-purpose","claim-ubd-ajstd-no-ai-authorship","claim-ubd-genai-policy-book-referenced","claim-ubd-genai-policy-ethics-privacy-reference"],"basedOnSourceUrls":["https://ajstd.ubd.edu.bn/journal/policies.html","https://ubd.edu.bn/2023/09/23/ubd-teachers-days-exhibition-highlights-generative-ai-micro-credentials-flexible-learning-pathways/"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.748,"coverageScore":{"score":90,"maxScore":100,"label":"broad_public_coverage","components":[{"key":"policy_presence","label":"Central AI policy or guidance source exists","points":15,"maxPoints":15,"status":"unclear","evidenceClaimIds":["claim-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship","claim-ubd-ajstd-ai-human-oversight","claim-ubd-ajstd-ai-writing-purpose","claim-ubd-genai-policy-book-referenced"],"reviewState":"machine_candidate"},{"key":"academic_integrity","label":"Academic integrity guidance","points":15,"maxPoints":15,"status":"required","evidenceClaimIds":["claim-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship"],"reviewState":"machine_candidate"},{"key":"ai_disclosure","label":"AI disclosure guidance","points":15,"maxPoints":15,"status":"required","evidenceClaimIds":["claim-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship"],"reviewState":"machine_candidate"},{"key":"coursework","label":"Coursework guidance","points":10,"maxPoints":10,"status":"required","evidenceClaimIds":["claim-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship"],"reviewState":"machine_candidate"},{"key":"exams","label":"Exam or assessment guidance","points":10,"maxPoints":10,"status":"required","evidenceClaimIds":["claim-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship"],"reviewState":"machine_candidate"},{"key":"privacy_data_entry","label":"Privacy or data-entry guidance","points":15,"maxPoints":15,"status":"restricted","evidenceClaimIds":["claim-ubd-genai-policy-ethics-privacy-reference"],"reviewState":"machine_candidate"},{"key":"approved_tools","label":"Approved tools, procurement, or licensed tools","points":0,"maxPoints":10,"status":"not_mentioned","evidenceClaimIds":[],"reviewState":"machine_candidate"},{"key":"teaching_guidance","label":"Teaching or research guidance","points":10,"maxPoints":10,"status":"recommended","evidenceClaimIds":["claim-ubd-genai-policy-book-referenced"],"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":"unclear","normalizedValue":"ajstd_authors_must_disclose_ai_and_ai_assisted_technology_use","summary":"Universiti Brunei Darussalam (UBD) has 5 source-backed public claims for policy presence; deterministic analysis status: unclear.","explanation":"Whether the public record contains official AI policy or guidance sources. This unclear 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-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship","claim-ubd-ajstd-ai-human-oversight","claim-ubd-ajstd-ai-writing-purpose","claim-ubd-genai-policy-book-referenced"],"evidenceSourceUrls":["https://ajstd.ubd.edu.bn/journal/policies.html","https://ubd.edu.bn/2023/09/23/ubd-teachers-days-exhibition-highlights-generative-ai-micro-credentials-flexible-learning-pathways/"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.762,"evidenceCount":5,"sourceCount":2,"basis":[{"claimId":"claim-ubd-ajstd-ai-disclosure","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors must openly disclose their use of AI and AI-assisted technologies in their manuscripts, and a statement to this effect will be included in the published work.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-ajstd-no-ai-authorship","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors should refrain from attributing authorship to AI or listing AI as a co-author. Authorship entails responsibilities and tasks that can only be fulfilled by humans.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-ajstd-ai-human-oversight","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"The application of this technology should always be under human oversight and control, and all work should be subjected to careful review and editing.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-ajstd-ai-writing-purpose","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors who incorporate AI and AI-assisted technologies into their writing process should do so with the intention of enhancing readability and language, rather than substituting essential authoring tasks such as generating scientific, pedagogic, or medical insights, drawing scientific conclusions, or offering clinical recommendations.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-genai-policy-book-referenced","sourceUrl":"https://ubd.edu.bn/2023/09/23/ubd-teachers-days-exhibition-highlights-generative-ai-micro-credentials-flexible-learning-pathways/","sourceLanguage":"en","evidenceSnippet":"As one of Brunei's premier universities, it has pioneered a comprehensive policy on AI usage in education. This policy equips both educators and students with clear guidelines on harnessing AI for teaching and learning.","sourceSnapshotHash":"ca63d42296dd79c68ca22db971234de6ba0dcfc30326cba3dfc2c584a73f93eb","reviewState":"agent_reviewed"}]},{"key":"ai_disclosure","label":"AI disclosure","status":"required","normalizedValue":"ajstd_authors_must_disclose_ai_and_ai_assisted_technology_use","summary":"Universiti Brunei Darussalam (UBD) 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-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship"],"evidenceSourceUrls":["https://ajstd.ubd.edu.bn/journal/policies.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.782,"evidenceCount":2,"sourceCount":1,"basis":[{"claimId":"claim-ubd-ajstd-ai-disclosure","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors must openly disclose their use of AI and AI-assisted technologies in their manuscripts, and a statement to this effect will be included in the published work.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-ajstd-no-ai-authorship","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors should refrain from attributing authorship to AI or listing AI as a co-author. Authorship entails responsibilities and tasks that can only be fulfilled by humans.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"}]},{"key":"coursework","label":"Coursework","status":"required","normalizedValue":"ajstd_authors_must_disclose_ai_and_ai_assisted_technology_use","summary":"Universiti Brunei Darussalam (UBD) has 2 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 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship"],"evidenceSourceUrls":["https://ajstd.ubd.edu.bn/journal/policies.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.782,"evidenceCount":2,"sourceCount":1,"basis":[{"claimId":"claim-ubd-ajstd-ai-disclosure","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors must openly disclose their use of AI and AI-assisted technologies in their manuscripts, and a statement to this effect will be included in the published work.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-ajstd-no-ai-authorship","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors should refrain from attributing authorship to AI or listing AI as a co-author. Authorship entails responsibilities and tasks that can only be fulfilled by humans.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"}]},{"key":"exams","label":"Exams","status":"required","normalizedValue":"ajstd_authors_must_disclose_ai_and_ai_assisted_technology_use","summary":"Universiti Brunei Darussalam (UBD) has 2 source-backed public claims for exams; deterministic analysis status: required.","explanation":"Whether public guidance addresses exams, tests, quizzes, or examination conditions. 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-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship"],"evidenceSourceUrls":["https://ajstd.ubd.edu.bn/journal/policies.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.782,"evidenceCount":2,"sourceCount":1,"basis":[{"claimId":"claim-ubd-ajstd-ai-disclosure","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors must openly disclose their use of AI and AI-assisted technologies in their manuscripts, and a statement to this effect will be included in the published work.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-ajstd-no-ai-authorship","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors should refrain from attributing authorship to AI or listing AI as a co-author. Authorship entails responsibilities and tasks that can only be fulfilled by humans.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"}]},{"key":"privacy_data_entry","label":"Privacy and data entry","status":"restricted","normalizedValue":"official_news_says_genai_policy_addresses_ethics_privacy_pedagogy","summary":"Universiti Brunei Darussalam (UBD) has 1 source-backed public claim for privacy and data entry; deterministic analysis status: restricted.","explanation":"Whether public guidance addresses personal, confidential, sensitive, regulated, or student data entry into AI tools. This restricted 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-ubd-genai-policy-ethics-privacy-reference"],"evidenceSourceUrls":["https://ubd.edu.bn/2023/09/23/ubd-teachers-days-exhibition-highlights-generative-ai-micro-credentials-flexible-learning-pathways/"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.68,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-ubd-genai-policy-ethics-privacy-reference","sourceUrl":"https://ubd.edu.bn/2023/09/23/ubd-teachers-days-exhibition-highlights-generative-ai-micro-credentials-flexible-learning-pathways/","sourceLanguage":"en","evidenceSnippet":"It serves as a beacon for the UBD community, ensuring effective AI utilisation in pedagogy while addressing key challenges such as ethical dilemmas and privacy concerns.","sourceSnapshotHash":"ca63d42296dd79c68ca22db971234de6ba0dcfc30326cba3dfc2c584a73f93eb","reviewState":"agent_reviewed"}]},{"key":"academic_integrity","label":"Academic integrity","status":"required","normalizedValue":"ajstd_authors_must_disclose_ai_and_ai_assisted_technology_use","summary":"Universiti Brunei Darussalam (UBD) has 2 source-backed public claims for academic integrity; deterministic analysis status: required.","explanation":"Whether public guidance connects AI use to academic integrity, misconduct, dishonesty, plagiarism, or cheating rules. 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-ubd-ajstd-ai-disclosure","claim-ubd-ajstd-no-ai-authorship"],"evidenceSourceUrls":["https://ajstd.ubd.edu.bn/journal/policies.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.782,"evidenceCount":2,"sourceCount":1,"basis":[{"claimId":"claim-ubd-ajstd-ai-disclosure","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors must openly disclose their use of AI and AI-assisted technologies in their manuscripts, and a statement to this effect will be included in the published work.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-ajstd-no-ai-authorship","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors should refrain from attributing authorship to AI or listing AI as a co-author. Authorship entails responsibilities and tasks that can only be fulfilled by humans.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"}]},{"key":"approved_tools","label":"Approved tools","status":"not_mentioned","summary":"No source-backed public claim identifying approved or licensed AI tools 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 that identifies institutionally approved, licensed, procured, or enterprise AI tools.","basis":[]},{"key":"named_ai_services","label":"Named AI services","status":"unclear","normalizedValue":"official_news_says_genai_policy_addresses_ethics_privacy_pedagogy","summary":"Universiti Brunei Darussalam (UBD) has 1 source-backed public claim for named ai services; deterministic analysis status: unclear.","explanation":"Whether public guidance names AI services such as ChatGPT, Copilot, Claude, Gemini, Grammarly, or DeepSeek. This unclear 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-ubd-genai-policy-ethics-privacy-reference"],"evidenceSourceUrls":["https://ubd.edu.bn/2023/09/23/ubd-teachers-days-exhibition-highlights-generative-ai-micro-credentials-flexible-learning-pathways/"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.68,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-ubd-genai-policy-ethics-privacy-reference","sourceUrl":"https://ubd.edu.bn/2023/09/23/ubd-teachers-days-exhibition-highlights-generative-ai-micro-credentials-flexible-learning-pathways/","sourceLanguage":"en","evidenceSnippet":"It serves as a beacon for the UBD community, ensuring effective AI utilisation in pedagogy while addressing key challenges such as ethical dilemmas and privacy concerns.","sourceSnapshotHash":"ca63d42296dd79c68ca22db971234de6ba0dcfc30326cba3dfc2c584a73f93eb","reviewState":"agent_reviewed"}]},{"key":"teaching_guidance","label":"Teaching guidance","status":"recommended","normalizedValue":"official_news_references_policy_guidelines_genai_book_for_teaching_learning","summary":"Universiti Brunei Darussalam (UBD) has 1 source-backed public claim for teaching guidance; deterministic analysis status: recommended.","explanation":"Whether public guidance addresses instructors, teaching, classroom policy, assessment design, or syllabus language. 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-ubd-genai-policy-book-referenced"],"evidenceSourceUrls":["https://ubd.edu.bn/2023/09/23/ubd-teachers-days-exhibition-highlights-generative-ai-micro-credentials-flexible-learning-pathways/"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.714,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-ubd-genai-policy-book-referenced","sourceUrl":"https://ubd.edu.bn/2023/09/23/ubd-teachers-days-exhibition-highlights-generative-ai-micro-credentials-flexible-learning-pathways/","sourceLanguage":"en","evidenceSnippet":"As one of Brunei's premier universities, it has pioneered a comprehensive policy on AI usage in education. This policy equips both educators and students with clear guidelines on harnessing AI for teaching and learning.","sourceSnapshotHash":"ca63d42296dd79c68ca22db971234de6ba0dcfc30326cba3dfc2c584a73f93eb","reviewState":"agent_reviewed"}]},{"key":"research_guidance","label":"Research guidance","status":"recommended","normalizedValue":"ajstd_authors_should_not_list_ai_as_author_or_coauthor","summary":"Universiti Brunei Darussalam (UBD) has 3 source-backed public claims 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 3 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-ubd-ajstd-no-ai-authorship","claim-ubd-ajstd-ai-human-oversight","claim-ubd-ajstd-ai-writing-purpose"],"evidenceSourceUrls":["https://ajstd.ubd.edu.bn/journal/policies.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.771,"evidenceCount":3,"sourceCount":1,"basis":[{"claimId":"claim-ubd-ajstd-no-ai-authorship","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors should refrain from attributing authorship to AI or listing AI as a co-author. Authorship entails responsibilities and tasks that can only be fulfilled by humans.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-ajstd-ai-human-oversight","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"The application of this technology should always be under human oversight and control, and all work should be subjected to careful review and editing.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","reviewState":"agent_reviewed"},{"claimId":"claim-ubd-ajstd-ai-writing-purpose","sourceUrl":"https://ajstd.ubd.edu.bn/journal/policies.html","sourceLanguage":"en","evidenceSnippet":"Authors who incorporate AI and AI-assisted technologies into their writing process should do so with the intention of enhancing readability and language, rather than substituting essential authoring tasks such as generating scientific, pedagogic, or medical insights, drawing scientific conclusions, or offering clinical recommendations.","sourceSnapshotHash":"6e86fa838bcd2b39b7cfd0d4f3c7a4026a3064938bd44db8e8f44c8512346eea","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. \"Universiti Brunei Darussalam (UBD) policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/universiti-brunei-darussalam-ubd"}}