{"apiVersion":"v1","generatedAt":"2026-05-20T14:30:27.016Z","canonicalUrl":"https://eduaipolicy.org/universities/universiti-teknologi-brunei","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 Teknologi Brunei policy analysis profile","canonicalUrl":"https://eduaipolicy.org/universities/universiti-teknologi-brunei","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/universiti-teknologi-brunei.json","suggestedCitation":"University AI Policy Tracker. \"Universiti Teknologi Brunei policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/universiti-teknologi-brunei","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-teknologi-brunei","entityName":"Universiti Teknologi Brunei","canonicalUrl":"https://eduaipolicy.org/universities/universiti-teknologi-brunei","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/universiti-teknologi-brunei.json","generatedAt":"2026-05-17T02:06:00.000Z","basedOnClaimIds":["claim-utb-genai-coursework-declaration","claim-utb-genai-guidance-approved","claim-utb-genai-productivity-integrity","claim-utb-lecturer-specifies-genai-level","claim-utb-unspecified-genai-declare-reference"],"basedOnSourceUrls":["https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.79,"coverageScore":{"score":85,"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-utb-genai-productivity-integrity","claim-utb-unspecified-genai-declare-reference","claim-utb-genai-guidance-approved","claim-utb-lecturer-specifies-genai-level"],"reviewState":"machine_candidate"},{"key":"academic_integrity","label":"Academic integrity guidance","points":15,"maxPoints":15,"status":"restricted","evidenceClaimIds":["claim-utb-genai-productivity-integrity","claim-utb-unspecified-genai-declare-reference","claim-utb-genai-coursework-declaration"],"reviewState":"machine_candidate"},{"key":"ai_disclosure","label":"AI disclosure guidance","points":15,"maxPoints":15,"status":"required","evidenceClaimIds":["claim-utb-unspecified-genai-declare-reference","claim-utb-genai-coursework-declaration"],"reviewState":"machine_candidate"},{"key":"coursework","label":"Coursework guidance","points":10,"maxPoints":10,"status":"restricted","evidenceClaimIds":["claim-utb-genai-productivity-integrity","claim-utb-unspecified-genai-declare-reference","claim-utb-genai-guidance-approved","claim-utb-lecturer-specifies-genai-level","claim-utb-genai-coursework-declaration"],"reviewState":"machine_candidate"},{"key":"exams","label":"Exam or assessment guidance","points":10,"maxPoints":10,"status":"restricted","evidenceClaimIds":["claim-utb-genai-productivity-integrity","claim-utb-unspecified-genai-declare-reference","claim-utb-lecturer-specifies-genai-level","claim-utb-genai-coursework-declaration"],"reviewState":"machine_candidate"},{"key":"privacy_data_entry","label":"Privacy or data-entry guidance","points":0,"maxPoints":15,"status":"not_mentioned","evidenceClaimIds":[],"reviewState":"machine_candidate"},{"key":"approved_tools","label":"Approved tools, procurement, or licensed tools","points":10,"maxPoints":10,"status":"restricted","evidenceClaimIds":["claim-utb-genai-productivity-integrity","claim-utb-genai-guidance-approved"],"reviewState":"machine_candidate"},{"key":"teaching_guidance","label":"Teaching or research guidance","points":10,"maxPoints":10,"status":"recommended","evidenceClaimIds":["claim-utb-lecturer-specifies-genai-level"],"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":"encouraged-with-academic-integrity-boundary","summary":"Universiti Teknologi Brunei has 4 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 4 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-utb-genai-productivity-integrity","claim-utb-unspecified-genai-declare-reference","claim-utb-genai-guidance-approved","claim-utb-lecturer-specifies-genai-level"],"evidenceSourceUrls":["https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.793,"evidenceCount":4,"sourceCount":1,"basis":[{"claimId":"claim-utb-genai-productivity-integrity","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Universiti Teknologi Brunei encourages students and staff to embrace the usage of generative AI as a useful productivity tool. However, this must not be at the expense of academic integrity.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-unspecified-genai-declare-reference","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Where no policy on GenAI usage for a coursework item has been specified by the lecturer, any use of GenAI for content generation is the equivalent of getting assistance from third parties ... the exact assistance obtained from GenAI must be explained, declared and referenced properly, to avoid the academic offence of plagiarism.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-genai-guidance-approved","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Generative Artificial Intelligence (GenAI) Guidance for UTB students: Usage in Module Assessments ... Approved by UTB Senate on 12 January 2025.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-lecturer-specifies-genai-level","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Your lecturer will specify for each coursework item the permitted level of GenAI usage according to the following example.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"}]},{"key":"ai_disclosure","label":"AI disclosure","status":"required","normalizedValue":"unspecified-genai-content-generation-declare-reference","summary":"Universiti Teknologi Brunei 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-utb-unspecified-genai-declare-reference","claim-utb-genai-coursework-declaration"],"evidenceSourceUrls":["https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.786,"evidenceCount":2,"sourceCount":1,"basis":[{"claimId":"claim-utb-unspecified-genai-declare-reference","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Where no policy on GenAI usage for a coursework item has been specified by the lecturer, any use of GenAI for content generation is the equivalent of getting assistance from third parties ... the exact assistance obtained from GenAI must be explained, declared and referenced properly, to avoid the academic offence of plagiarism.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-genai-coursework-declaration","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"I declare that (tick any that apply): ... I used genAI to generate contents, ideas, and/or structure ... I used genAI to generate contents which I have copied directly into my submission. * a copy of the prompts and outputs has been included as an appendix to my submission. The genAI tool used has also been cited.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"}]},{"key":"coursework","label":"Coursework","status":"restricted","normalizedValue":"encouraged-with-academic-integrity-boundary","summary":"Universiti Teknologi Brunei has 5 source-backed public claims for coursework; deterministic analysis status: restricted.","explanation":"Whether public guidance addresses coursework, assignments, syllabi, papers, homework, or submitted work. 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-utb-genai-productivity-integrity","claim-utb-unspecified-genai-declare-reference","claim-utb-genai-guidance-approved","claim-utb-lecturer-specifies-genai-level","claim-utb-genai-coursework-declaration"],"evidenceSourceUrls":["https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.789,"evidenceCount":5,"sourceCount":1,"basis":[{"claimId":"claim-utb-genai-productivity-integrity","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Universiti Teknologi Brunei encourages students and staff to embrace the usage of generative AI as a useful productivity tool. However, this must not be at the expense of academic integrity.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-unspecified-genai-declare-reference","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Where no policy on GenAI usage for a coursework item has been specified by the lecturer, any use of GenAI for content generation is the equivalent of getting assistance from third parties ... the exact assistance obtained from GenAI must be explained, declared and referenced properly, to avoid the academic offence of plagiarism.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-genai-guidance-approved","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Generative Artificial Intelligence (GenAI) Guidance for UTB students: Usage in Module Assessments ... Approved by UTB Senate on 12 January 2025.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-lecturer-specifies-genai-level","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Your lecturer will specify for each coursework item the permitted level of GenAI usage according to the following example.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-genai-coursework-declaration","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"I declare that (tick any that apply): ... I used genAI to generate contents, ideas, and/or structure ... I used genAI to generate contents which I have copied directly into my submission. * a copy of the prompts and outputs has been included as an appendix to my submission. The genAI tool used has also been cited.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"}]},{"key":"exams","label":"Exams","status":"restricted","normalizedValue":"encouraged-with-academic-integrity-boundary","summary":"Universiti Teknologi Brunei has 4 source-backed public claims for exams; deterministic analysis status: restricted.","explanation":"Whether public guidance addresses exams, tests, quizzes, or examination conditions. This restricted 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-utb-genai-productivity-integrity","claim-utb-unspecified-genai-declare-reference","claim-utb-lecturer-specifies-genai-level","claim-utb-genai-coursework-declaration"],"evidenceSourceUrls":["https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.788,"evidenceCount":4,"sourceCount":1,"basis":[{"claimId":"claim-utb-genai-productivity-integrity","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Universiti Teknologi Brunei encourages students and staff to embrace the usage of generative AI as a useful productivity tool. However, this must not be at the expense of academic integrity.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-unspecified-genai-declare-reference","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Where no policy on GenAI usage for a coursework item has been specified by the lecturer, any use of GenAI for content generation is the equivalent of getting assistance from third parties ... the exact assistance obtained from GenAI must be explained, declared and referenced properly, to avoid the academic offence of plagiarism.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-lecturer-specifies-genai-level","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Your lecturer will specify for each coursework item the permitted level of GenAI usage according to the following example.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-genai-coursework-declaration","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"I declare that (tick any that apply): ... I used genAI to generate contents, ideas, and/or structure ... I used genAI to generate contents which I have copied directly into my submission. * a copy of the prompts and outputs has been included as an appendix to my submission. The genAI tool used has also been cited.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"}]},{"key":"privacy_data_entry","label":"Privacy and data entry","status":"not_mentioned","summary":"No source-backed public claim about privacy or data-entry restrictions 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 personal, confidential, sensitive, regulated, or student data entry into AI tools.","basis":[]},{"key":"academic_integrity","label":"Academic integrity","status":"restricted","normalizedValue":"encouraged-with-academic-integrity-boundary","summary":"Universiti Teknologi Brunei has 3 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 3 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-utb-genai-productivity-integrity","claim-utb-unspecified-genai-declare-reference","claim-utb-genai-coursework-declaration"],"evidenceSourceUrls":["https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.791,"evidenceCount":3,"sourceCount":1,"basis":[{"claimId":"claim-utb-genai-productivity-integrity","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Universiti Teknologi Brunei encourages students and staff to embrace the usage of generative AI as a useful productivity tool. However, this must not be at the expense of academic integrity.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-unspecified-genai-declare-reference","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Where no policy on GenAI usage for a coursework item has been specified by the lecturer, any use of GenAI for content generation is the equivalent of getting assistance from third parties ... the exact assistance obtained from GenAI must be explained, declared and referenced properly, to avoid the academic offence of plagiarism.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-genai-coursework-declaration","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"I declare that (tick any that apply): ... I used genAI to generate contents, ideas, and/or structure ... I used genAI to generate contents which I have copied directly into my submission. * a copy of the prompts and outputs has been included as an appendix to my submission. The genAI tool used has also been cited.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"}]},{"key":"approved_tools","label":"Approved tools","status":"restricted","normalizedValue":"encouraged-with-academic-integrity-boundary","summary":"Universiti Teknologi Brunei has 2 source-backed public claims for approved tools; deterministic analysis status: restricted.","explanation":"Whether public guidance identifies institutionally approved, licensed, procured, or enterprise AI tools. This restricted 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-utb-genai-productivity-integrity","claim-utb-genai-guidance-approved"],"evidenceSourceUrls":["https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.795,"evidenceCount":2,"sourceCount":1,"basis":[{"claimId":"claim-utb-genai-productivity-integrity","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Universiti Teknologi Brunei encourages students and staff to embrace the usage of generative AI as a useful productivity tool. However, this must not be at the expense of academic integrity.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"},{"claimId":"claim-utb-genai-guidance-approved","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Generative Artificial Intelligence (GenAI) Guidance for UTB students: Usage in Module Assessments ... Approved by UTB Senate on 12 January 2025.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"}]},{"key":"named_ai_services","label":"Named AI services","status":"blocked","normalizedValue":"encouraged-with-academic-integrity-boundary","summary":"Universiti Teknologi Brunei has 1 source-backed public claim 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 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-utb-genai-productivity-integrity"],"evidenceSourceUrls":["https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.799,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-utb-genai-productivity-integrity","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Universiti Teknologi Brunei encourages students and staff to embrace the usage of generative AI as a useful productivity tool. However, this must not be at the expense of academic integrity.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"}]},{"key":"teaching_guidance","label":"Teaching guidance","status":"recommended","normalizedValue":"lecturer-specified-coursework-genai-level","summary":"Universiti Teknologi Brunei 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-utb-lecturer-specifies-genai-level"],"evidenceSourceUrls":["https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.782,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-utb-lecturer-specifies-genai-level","sourceUrl":"https://www.utb.edu.bn/media/htdaonsn/the-student-report-manual-v2.pdf","sourceLanguage":"en","evidenceSnippet":"Your lecturer will specify for each coursework item the permitted level of GenAI usage according to the following example.","sourceSnapshotHash":"81fd6fd8d2a0f56907565618b71efb135000ca073794bad3df90d2a5f530c0f7","reviewState":"agent_reviewed"}]},{"key":"research_guidance","label":"Research guidance","status":"not_mentioned","summary":"No source-backed public claim about research AI use 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 research use, publication ethics, research data, grants, or human-subjects compliance.","basis":[]},{"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 Teknologi Brunei policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/universiti-teknologi-brunei"}}