{"id":80385,"topic":"ai","source":"Community College Daily","title":"AI, ghost students and payment risk: How higher education fraud is getting smarter - Community College Daily","url":"https://www.ccdaily.com/2026/09/ai-ghost-students-and-payment-risk-how-higher-education-fraud-is-getting-smarter/","url_hash":"69b9facfd4d4fee26b4a1d6e61b6ff27e3e1cb23","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMiswFBVV95cUxNS2tzYVFXLU9jWXFVaW9aNTJDRkphSTN4VkE3Ym9mYTdtT0RnemJmb0lzRWt6M3E1bnY3OWtPc2FlZUo2dDhrRXk3NlpLcXhfOHVkdndrOFpnSkYzc1ZRbHZQakF1SVNvdnZaSEM0ZG9TWHN1MXk3ZUJIN2FZTnY5ejI4QVhOaXNqNUhZanE4Qi1samRyeEZnTEtTSE1qTUs5cnRRU09mSW5PeHRJYWpZbFJ4QQ?oc=5\" target=\"_blank\">AI, ghost students and payment risk: How higher education fraud is getting smarter</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Community College Daily</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-11T17:36:26+00:00","fetched_at":"2026-09-11T18:15:04+00:00","status":"read","starred":0,"extract_state":"failed","summary_auto":null,"cluster_id":null,"extract_retries":2,"extract_error":"trafilatura_none","contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://www.ccdaily.com/2026/09/ai-ghost-students-and-payment-risk-how-higher-education-fraud-is-getting-smarter/","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":465,"usable_text_length":465,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":465}},"news_item":{"id":80385,"canonical_url":"https://www.ccdaily.com/2026/09/ai-ghost-students-and-payment-risk-how-higher-education-fraud-is-getting-smarter/","source_url":"https://www.ccdaily.com/2026/09/ai-ghost-students-and-payment-risk-how-higher-education-fraud-is-getting-smarter/","title":"AI, ghost students and payment risk: How higher education fraud is getting smarter - 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