{"id":83587,"topic":"ai","source":"UT San Antonio Today","title":"Solving real-world challenges with data, AI and machine learning - UT San Antonio Today","url":"https://news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","url_hash":"3a376e921b52459771259977fbec60e1bd2c8653","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMimgFBVV95cUxQOEpob3BFbE4wclBjUHBYWDZ1NF8yZ0pTY3RMZkZOYXQ5cktyZWtpekRPaERZVWtvcEotYXpDSzJWUW1idlBmT2NmNTVDVXhneGFSb1N0bXFnblRGejZZY1FmZGNmbzVPbkxaejlpZTY2WWhPU2dZclVkLWF6aUVDNUkxU0ZZSkdOU1FoZ254dThuMWwtQTVNdTlR?oc=5\" target=\"_blank\">Solving real-world challenges with data, AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">UT San Antonio Today</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-16T08:09:14+00:00","fetched_at":"2026-09-16T08:15:04+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://news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","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":410,"usable_text_length":410,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":410}},"news_item":{"id":83587,"canonical_url":"https://news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","source_url":"https://news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","title":"Solving real-world challenges with data, AI and machine learning - UT San Antonio Today","source_name":"UT San Antonio Today","author":null,"published_at":"2026-09-16T08:09:14+00:00","locale":"en","topic":"ai","tags":[],"rss_summary":"<a href=\"https://news.google.com/rss/articles/CBMimgFBVV95cUxQOEpob3BFbE4wclBjUHBYWDZ1NF8yZ0pTY3RMZkZOYXQ5cktyZWtpekRPaERZVWtvcEotYXpDSzJWUW1idlBmT2NmNTVDVXhneGFSb1N0bXFnblRGejZZY1FmZGNmbzVPbkxaejlpZTY2WWhPU2dZclVkLWF6aUVDNUkxU0ZZSkdOU1FoZ254dThuMWwtQTVNdTlR?oc=5\" target=\"_blank\">Solving real-world challenges with data, AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">UT San Antonio Today</font>","full_text":null,"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMimgFBVV95cUxQOEpob3BFbE4wclBjUHBYWDZ1NF8yZ0pTY3RMZkZOYXQ5cktyZWtpekRPaERZVWtvcEotYXpDSzJWUW1idlBmT2NmNTVDVXhneGFSb1N0bXFnblRGejZZY1FmZGNmbzVPbkxaejlpZTY2WWhPU2dZclVkLWF6aUVDNUkxU0ZZSkdOU1FoZ254dThuMWwtQTVNdTlR?oc=5\" target=\"_blank\">Solving real-world challenges with data, AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">UT San Antonio Today</font>","extraction":{"state":"failed","confidence":0.2,"error":"trafilatura_none","explanation":"Low confidence: extractor returned no usable article text.","diagnostics_url":"/api/diagnose?url=https%3A//news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","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":410,"usable_text_length":410,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":410}}},"display_formats":["compact","card","full","digest_section","json"]},"daily_stack_record":{"title":"Solving real-world challenges with data, AI and machine learning - UT San Antonio Today","url":"https://news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","summary":"<a href=\"https://news.google.com/rss/articles/CBMimgFBVV95cUxQOEpob3BFbE4wclBjUHBYWDZ1NF8yZ0pTY3RMZkZOYXQ5cktyZWtpekRPaERZVWtvcEotYXpDSzJWUW1idlBmT2NmNTVDVXhneGFSb1N0bXFnblRGejZZY1FmZGNmbzVPbkxaejlpZTY2WWhPU2dZclVkLWF6aUVDNUkxU0ZZSkdOU1FoZ254dThuMWwtQTVNdTlR?oc=5\" target=\"_blank\">Solving real-world challenges with data, AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">UT San Antonio Today</font>","source":"UT San Antonio Today","date":"2026-09-16T08:09:14+00:00","content":"","confidence":0.2,"diagnostics_url":"/api/diagnose?url=https%3A//news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","quality_bucket":"low","failure_kind":"extractor_empty","retryable":false,"quality_reason":"Low confidence: extractor returned no usable article text.","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":410,"usable_text_length":410,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":410}},"tags":[]},"fallback_formats":["markdown","json","html"],"actions":{"read":"/item/83587","export_markdown":"/api/items/83587/export?format=markdown","export_json":"/api/items/83587/export?format=json","diagnose":"/api/diagnose?url=https%3A//news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/"},"formats":{"full":{"id":83587,"title":"Solving real-world challenges with data, AI and machine learning - UT San Antonio Today","url":"https://news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","source":"UT San Antonio Today","author":null,"published_at":"2026-09-16T08:09:14+00:00","locale":"en","topic":"ai","tags":[],"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMimgFBVV95cUxQOEpob3BFbE4wclBjUHBYWDZ1NF8yZ0pTY3RMZkZOYXQ5cktyZWtpekRPaERZVWtvcEotYXpDSzJWUW1idlBmT2NmNTVDVXhneGFSb1N0bXFnblRGejZZY1FmZGNmbzVPbkxaejlpZTY2WWhPU2dZclVkLWF6aUVDNUkxU0ZZSkdOU1FoZ254dThuMWwtQTVNdTlR?oc=5\" target=\"_blank\">Solving real-world challenges with data, AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">UT San Antonio Today</font>","full_text":null,"reading_time_min":1,"extraction":{"state":"failed","confidence":0.2,"error":"trafilatura_none","explanation":"Low confidence: extractor returned no usable article text.","diagnostics_url":"/api/diagnose?url=https%3A//news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","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":410,"usable_text_length":410,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":410}}},"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":410,"usable_text_length":410,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":410}},"actions":{"read":"/item/83587","export_markdown":"/api/items/83587/export?format=markdown","export_json":"/api/items/83587/export?format=json","diagnose":"/api/diagnose?url=https%3A//news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/"}},"digest":{"id":83587,"title":"Solving real-world challenges with data, AI and machine learning - UT San Antonio Today","url":"https://news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","source":"UT San Antonio Today","topic":"ai","published_at":"2026-09-16T08:09:14+00:00","excerpt":"<a href=\"https://news.google.com/rss/articles/CBMimgFBVV95cUxQOEpob3BFbE4wclBjUHBYWDZ1NF8yZ0pTY3RMZkZOYXQ5cktyZWtpekRPaERZVWtvcEotYXpDSzJWUW1idlBmT2NmNTVDVXhneGFSb1N0bXFnblRGejZZY1FmZGNmbzVPbkxaejlpZTY2WWhPU2dZclVkLWF6aUVDNUkxU0ZZSkdOU1FoZ254dThuMWwtQTVNdTlR?oc=5\"…","quality_bucket":"low","quality_reason":"Low confidence: extractor returned no usable article text.","reading_time_min":1,"cluster_id":null},"card":{"display_title":"Solving real-world challenges with data, AI and machine learning - UT San Antonio Today","subtitle":"UT San Antonio Today · 2026-09-16","summary":"<a…","badges":["quality:low","issue:extractor_empty"],"links":{"read":"/item/83587","original":"https://news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","diagnose":"/api/diagnose?url=https%3A//news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/"},"quality_warning":"Low confidence: extractor returned no usable article text."},"export":{"title":"Solving real-world challenges with data, AI and machine learning - UT San Antonio Today","url":"https://news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","summary":"<a href=\"https://news.google.com/rss/articles/CBMimgFBVV95cUxQOEpob3BFbE4wclBjUHBYWDZ1NF8yZ0pTY3RMZkZOYXQ5cktyZWtpekRPaERZVWtvcEotYXpDSzJWUW1idlBmT2NmNTVDVXhneGFSb1N0bXFnblRGejZZY1FmZGNmbzVPbkxaejlpZTY2WWhPU2dZclVkLWF6aUVDNUkxU0ZZSkdOU1FoZ254dThuMWwtQTVNdTlR?oc=5\" target=\"_blank\">Solving real-world challenges with data, AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">UT San Antonio Today</font>","source":"UT San Antonio Today","date":"2026-09-16T08:09:14+00:00","content":"","confidence":0.2,"diagnostics_url":"/api/diagnose?url=https%3A//news.utsa.edu/2026/09/solving-real-world-challenges-with-data-ai-and-machine-learning/","quality_bucket":"low","failure_kind":"extractor_empty","retryable":false,"quality_reason":"Low confidence: extractor returned no usable article text.","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":410,"usable_text_length":410,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":410}},"tags":[],"format_contract_version":"news_item_formats.v1"}}}