{"id":49952,"topic":"ai","source":"Medical Xpress","title":"Novel AI framework enables efficient collaboration between generalist and specialist models for disease diagnosis - Medical Xpress","url":"https://medicalxpress.com/news/2026-07-ai-framework-enables-efficient-collaboration.html","url_hash":"e15d95aa6fa4e20f0e13f39f1100cfae7f5e6b77","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMikgFBVV95cUxQUS1KcElUamJxWmczT2tFMmRzaUNOQ2JFNTFBUW5sQ2FlQXd0d29yMEE3cG41UUd0R1FMai1LdnhYUFNxVVlGaDdQek1Na3lHSnJhU0pkWlhRemhhMnV3eUVhenJtcElZWXZGZkJJUG82UWd6VlJIdlNaMWVGdlk5cklLX2pobU55Wm80WGVwTWJRdw?oc=5\" target=\"_blank\">Novel AI framework enables efficient collaboration between generalist and specialist models for disease diagnosis</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Medical Xpress</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-30T16:20:10+00:00","fetched_at":"2026-07-30T17:15:05+00:00","status":"read","starred":0,"extract_state":"failed","summary_auto":null,"cluster_id":null,"extract_retries":2,"extract_error":"http_429","contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://medicalxpress.com/news/2026-07-ai-framework-enables-efficient-collaboration.html","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"failed","confidence":0.0,"failure_kind":"http","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: HTTP extraction failure (http_429).","operator_guidance":{"severity":"action_required","recommended_action":"manual_review","next_step":"Open diagnostics and review the original source manually before use.","operator_label":"Manual review","can_retry":false,"can_use_summary":false,"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":443,"usable_text_length":443,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_429","extract_retries":2,"content_length":0,"summary_length":443}},"news_item":{"id":49952,"canonical_url":"https://medicalxpress.com/news/2026-07-ai-framework-enables-efficient-collaboration.html","source_url":"https://medicalxpress.com/news/2026-07-ai-framework-enables-efficient-collaboration.html","title":"Novel AI framework enables efficient collaboration between generalist and specialist models for disease diagnosis - 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