{"id":89326,"topic":"ai","source":"Today's Medical Developments","title":"Artificial intelligence could reduce medical device recalls, study suggests - Today's Medical Developments","url":"https://www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","url_hash":"a8eb3a52c49d279c943e62675f57bcd91238fa67","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMivwFBVV95cUxOQUc4VEhsNTRubC13bHpLNXM0ak5jbzNSV0dmRlByZ0F0dmFlQ1pveUowVndXc2Y4SVBlSTQ1U1RhaXJiTHZJa2ZCQ3RwaHBxZ012aEUzSzFXWXZScHA4bmtZYXcxQi1FT0FiNmNKQk9JVnhtUS14TEwzQkl3VWpMNlRFeDlnT1AzTjAxQ3F1S213NG5BUERTemI1SE55amJBbEZvbUYwNG5NZko0WTQ1WWFZN2Z1U3Jla21DLVgwTQ?oc=5\" target=\"_blank\">Artificial intelligence could reduce medical device recalls, study suggests</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Today's Medical Developments</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-24T06:00:00+00:00","fetched_at":"2026-09-24T06:15:04+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.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","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":479,"usable_text_length":479,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":479}},"news_item":{"id":89326,"canonical_url":"https://www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","source_url":"https://www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","title":"Artificial intelligence could reduce medical device recalls, study suggests - Today's Medical Developments","source_name":"Today's Medical Developments","author":null,"published_at":"2026-09-24T06:00:00+00:00","locale":"en","topic":"ai","tags":[],"rss_summary":"<a href=\"https://news.google.com/rss/articles/CBMivwFBVV95cUxOQUc4VEhsNTRubC13bHpLNXM0ak5jbzNSV0dmRlByZ0F0dmFlQ1pveUowVndXc2Y4SVBlSTQ1U1RhaXJiTHZJa2ZCQ3RwaHBxZ012aEUzSzFXWXZScHA4bmtZYXcxQi1FT0FiNmNKQk9JVnhtUS14TEwzQkl3VWpMNlRFeDlnT1AzTjAxQ3F1S213NG5BUERTemI1SE55amJBbEZvbUYwNG5NZko0WTQ1WWFZN2Z1U3Jla21DLVgwTQ?oc=5\" target=\"_blank\">Artificial intelligence could reduce medical device recalls, study suggests</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Today's Medical Developments</font>","full_text":null,"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMivwFBVV95cUxOQUc4VEhsNTRubC13bHpLNXM0ak5jbzNSV0dmRlByZ0F0dmFlQ1pveUowVndXc2Y4SVBlSTQ1U1RhaXJiTHZJa2ZCQ3RwaHBxZ012aEUzSzFXWXZScHA4bmtZYXcxQi1FT0FiNmNKQk9JVnhtUS14TEwzQkl3VWpMNlRFeDlnT1AzTjAxQ3F1S213NG5BUERTemI1SE55amJBbEZvbUYwNG5NZko0WTQ1WWFZN2Z1U3Jla21DLVgwTQ?oc=5\" target=\"_blank\">Artificial intelligence could reduce medical device recalls, study suggests</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Today's Medical Developments</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//www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","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":479,"usable_text_length":479,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":479}}},"display_formats":["compact","card","full","digest_section","json"]},"daily_stack_record":{"title":"Artificial intelligence could reduce medical device recalls, study suggests - Today's Medical Developments","url":"https://www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","summary":"<a href=\"https://news.google.com/rss/articles/CBMivwFBVV95cUxOQUc4VEhsNTRubC13bHpLNXM0ak5jbzNSV0dmRlByZ0F0dmFlQ1pveUowVndXc2Y4SVBlSTQ1U1RhaXJiTHZJa2ZCQ3RwaHBxZ012aEUzSzFXWXZScHA4bmtZYXcxQi1FT0FiNmNKQk9JVnhtUS14TEwzQkl3VWpMNlRFeDlnT1AzTjAxQ3F1S213NG5BUERTemI1SE55amJBbEZvbUYwNG5NZko0WTQ1WWFZN2Z1U3Jla21DLVgwTQ?oc=5\" target=\"_blank\">Artificial intelligence could reduce medical device recalls, study suggests</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Today's Medical Developments</font>","source":"Today's Medical Developments","date":"2026-09-24T06:00:00+00:00","content":"","confidence":0.2,"diagnostics_url":"/api/diagnose?url=https%3A//www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","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":479,"usable_text_length":479,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":479}},"tags":[]},"fallback_formats":["markdown","json","html"],"actions":{"read":"/item/89326","export_markdown":"/api/items/89326/export?format=markdown","export_json":"/api/items/89326/export?format=json","diagnose":"/api/diagnose?url=https%3A//www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/"},"formats":{"full":{"id":89326,"title":"Artificial intelligence could reduce medical device recalls, study suggests - Today's Medical Developments","url":"https://www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","source":"Today's Medical Developments","author":null,"published_at":"2026-09-24T06:00:00+00:00","locale":"en","topic":"ai","tags":[],"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMivwFBVV95cUxOQUc4VEhsNTRubC13bHpLNXM0ak5jbzNSV0dmRlByZ0F0dmFlQ1pveUowVndXc2Y4SVBlSTQ1U1RhaXJiTHZJa2ZCQ3RwaHBxZ012aEUzSzFXWXZScHA4bmtZYXcxQi1FT0FiNmNKQk9JVnhtUS14TEwzQkl3VWpMNlRFeDlnT1AzTjAxQ3F1S213NG5BUERTemI1SE55amJBbEZvbUYwNG5NZko0WTQ1WWFZN2Z1U3Jla21DLVgwTQ?oc=5\" target=\"_blank\">Artificial intelligence could reduce medical device recalls, study suggests</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Today's Medical Developments</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//www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","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":479,"usable_text_length":479,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":479}}},"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":479,"usable_text_length":479,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":479}},"actions":{"read":"/item/89326","export_markdown":"/api/items/89326/export?format=markdown","export_json":"/api/items/89326/export?format=json","diagnose":"/api/diagnose?url=https%3A//www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/"}},"digest":{"id":89326,"title":"Artificial intelligence could reduce medical device recalls, study suggests - Today's Medical Developments","url":"https://www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","source":"Today's Medical Developments","topic":"ai","published_at":"2026-09-24T06:00:00+00:00","excerpt":"<a…","quality_bucket":"low","quality_reason":"Low confidence: extractor returned no usable article text.","reading_time_min":1,"cluster_id":null},"card":{"display_title":"Artificial intelligence could reduce medical device recalls, study suggests - Today's Medical Developments","subtitle":"Today's Medical Developments · 2026-09-24","summary":"<a…","badges":["quality:low","issue:extractor_empty"],"links":{"read":"/item/89326","original":"https://www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","diagnose":"/api/diagnose?url=https%3A//www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/"},"quality_warning":"Low confidence: extractor returned no usable article text."},"export":{"title":"Artificial intelligence could reduce medical device recalls, study suggests - Today's Medical Developments","url":"https://www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","summary":"<a href=\"https://news.google.com/rss/articles/CBMivwFBVV95cUxOQUc4VEhsNTRubC13bHpLNXM0ak5jbzNSV0dmRlByZ0F0dmFlQ1pveUowVndXc2Y4SVBlSTQ1U1RhaXJiTHZJa2ZCQ3RwaHBxZ012aEUzSzFXWXZScHA4bmtZYXcxQi1FT0FiNmNKQk9JVnhtUS14TEwzQkl3VWpMNlRFeDlnT1AzTjAxQ3F1S213NG5BUERTemI1SE55amJBbEZvbUYwNG5NZko0WTQ1WWFZN2Z1U3Jla21DLVgwTQ?oc=5\" target=\"_blank\">Artificial intelligence could reduce medical device recalls, study suggests</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Today's Medical Developments</font>","source":"Today's Medical Developments","date":"2026-09-24T06:00:00+00:00","content":"","confidence":0.2,"diagnostics_url":"/api/diagnose?url=https%3A//www.todaysmedicaldevelopments.com/news/artificial-intelligence-could-reduce-medical-device-recalls-study-suggests/","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":479,"usable_text_length":479,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":479}},"tags":[],"format_contract_version":"news_item_formats.v1"}}}