{"data":{"id":"df05d647-e563-4fc4-a8c3-27dcd01b0a60","title":"Insights on Mitigating Privacy Concerns in Gamification through LLM-Assisted Qualitative Analysis with Minimal Hallucination","summary":"The source is a bibliographic entry for an ACM Transactions on Privacy and Security article, Volume 29, Issue 4, pages 1-34, November 2026. Its title indicates a study of privacy concerns in gamification using LLM-assisted qualitative analysis with minimal hallucination. The provided text contains no abstract, method, or findings.","solution":"N/A -- no mitigation discussed in source.","labels":["privacy","research"],"sourceUrl":"https://dl.acm.org/doi/abs/10.1145/3839358?ai=2p1&mi=hx017f&af=R","publishedAt":"2026-09-24T12:00:58.375Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["LLM-assisted qualitative analysis"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":null,"fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":true,"classifierConfidence":0.8,"researchCategory":"peer_reviewed","atlasIds":null}}