{"id":47185,"topic":"ai","source":"EMJ","title":"Dermatology AI Brings Efficiency with Human Costs - EMJ","url":"https://www.emjreviews.com/dermatology/news/dermatology-ai-brings-efficiency-with-human-costs/","url_hash":"ff9f10c972276ff1e1799b517029318305a6a58e","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMimgFBVV95cUxQSzBGbjMxQlBjdzNNZzVUcml5eE5ZbnNHYzR6MHVSOVA3X2p3MDBXRWJnN09WbFpLbDR6enJ6OXh0YWVyN0V0blZJc3FLNTVCS3UwbmdaVGRaczQtLUtlUjYtRmYzZ01XZlVBbWFDakxPZTl6ZjhOd2NqeEIzN0lxcTc4U3BVaHFwaXhPbmFOMENhMGlVaDlGaF93?oc=5\" target=\"_blank\">Dermatology AI Brings Efficiency with Human Costs</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">EMJ</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-27T08:45:48+00:00","fetched_at":"2026-07-27T13:15:05+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.emjreviews.com/dermatology/news/dermatology-ai-brings-efficiency-with-human-costs/","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":378,"usable_text_length":378,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":378}},"news_item":{"id":47185,"canonical_url":"https://www.emjreviews.com/dermatology/news/dermatology-ai-brings-efficiency-with-human-costs/","source_url":"https://www.emjreviews.com/dermatology/news/dermatology-ai-brings-efficiency-with-human-costs/","title":"Dermatology AI Brings Efficiency with Human Costs - 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