{"id":1219,"date":"2026-05-18T12:28:15","date_gmt":"2026-05-18T12:28:15","guid":{"rendered":"https:\/\/pathology.digital\/?p=1219"},"modified":"2026-05-18T12:29:06","modified_gmt":"2026-05-18T12:29:06","slug":"metassist-2-ai-lymph-node-metastasis-detection","status":"publish","type":"post","link":"https:\/\/pathology.digital\/?p=1219","title":{"rendered":"MetAssist 2.0: \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0627\u0645 \u0644\u0641\u062d\u0635 \u0646\u0642\u0627\u0626\u0644 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0644\u0645\u0641\u0627\u0648\u064a\u0629"},"content":{"rendered":"<article dir=\"rtl\" lang=\"ar\">\n<p>\u0648\u0631\u0642\u0629 <a href=\"https:\/\/doi.org\/10.1016\/j.modpat.2026.101003\" target=\"_blank\" rel=\"noopener\">MetAssist 2.0<\/a> \u0641\u064a <em>Modern Pathology<\/em> \u062a\u0636\u064a\u0641 \u062a\u062c\u0631\u0628\u0629 \u0645\u0647\u0645\u0629 \u0625\u0644\u0649 \u0633\u0624\u0627\u0644 \u0639\u0645\u0644\u064a \u064a\u0639\u0631\u0641\u0647 \u0643\u0644 \u0627\u062e\u062a\u0635\u0627\u0635\u064a \u0623\u0645\u0631\u0627\u0636 \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0631\u0627\u0645: \u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0646\u0638\u0627\u0645 \u0648\u0627\u062d\u062f \u0623\u0646 \u064a\u0641\u062d\u0635 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0644\u0645\u0641\u0627\u0648\u064a\u0629 \u0639\u0628\u0631 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0633\u0631\u0637\u0627\u0646 \u0645\u0646 \u062f\u0648\u0646 \u0623\u0646 \u064a\u0646\u0647\u0627\u0631 \u0623\u062f\u0627\u0624\u0647 \u0639\u0646\u062f \u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0646\u0633\u064a\u062c\u060c \u0623\u0648 \u0646\u0645\u0637 \u0627\u0644\u0646\u0642\u064a\u0644\u0629\u060c \u0623\u0648 \u0627\u0644\u0645\u0624\u0633\u0633\u0629\u061f<\/p>\n<p>\u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0644\u064a\u0633 \u0623\u062f\u0627\u0629 \u0645\u0648\u062c\u0647\u0629 \u0644\u0633\u0631\u0637\u0627\u0646 \u0648\u0627\u062d\u062f. \u0627\u0644\u0641\u0631\u064a\u0642 \u062f\u0631\u0651\u0628\u0647 \u0639\u0644\u0649 \u0633\u0631\u0637\u0627\u0646\u0627\u062a \u0627\u0644\u0642\u0648\u0644\u0648\u0646 \u0648\u0627\u0644\u0645\u0633\u062a\u0642\u064a\u0645 \u0648\u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0647\u0636\u0645\u064a \u0627\u0644\u0639\u0644\u0648\u064a\u060c \u062b\u0645 \u0627\u062e\u062a\u0628\u0631\u0647 \u0639\u0644\u0649 8144 \u0634\u0631\u064a\u062d\u0629 \u0645\u0646 7 \u0623\u0646\u0648\u0627\u0639 \u0633\u0631\u0637\u0627\u0646\u064a\u0629 \u0636\u0645\u0646 14 cohort \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u0647\u0630\u0647 \u0646\u0642\u0637\u0629 \u0642\u0648\u0629 \u0641\u064a \u0627\u0644\u062a\u0635\u0645\u064a\u0645\u060c \u0644\u0623\u0646 \u0641\u062d\u0635 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0644\u0645\u0641\u0627\u0648\u064a\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0638\u0644 \u0644\u0633\u0646\u0648\u0627\u062a \u0645\u062d\u0635\u0648\u0631\u0627\u064b \u063a\u0627\u0644\u0628\u0627\u064b \u0641\u064a breast sentinel nodes \u0623\u0648 colorectal lymph nodes. MetAssist 2.0 \u064a\u062d\u0627\u0648\u0644 \u0646\u0642\u0644 \u0627\u0644\u0641\u0643\u0631\u0629 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u062e\u0635\u0635 \u0625\u0644\u0649 \u0625\u0637\u0627\u0631 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u064a\u0651\u0641.<\/p>\n<h2>\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0641\u0639\u0644\u0647 MetAssist 2.0\u061f<\/h2>\n<p>MetAssist 2.0 \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 pathology foundation model \u0648segmentation \u0645\u0628\u0646\u064a \u0639\u0644\u0649 transformer \u0644\u0643\u0634\u0641 \u0627\u0644\u0646\u0642\u0627\u0626\u0644 \u062f\u0627\u062e\u0644 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0644\u0645\u0641\u0627\u0648\u064a\u0629 \u0639\u0644\u0649 \u0635\u0648\u0631 WSI. \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0639\u0645\u0644\u064a \u0647\u0648 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0623\u0648 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0623\u0633\u0631\u0639\u060c \u0644\u0627 \u0625\u0639\u0637\u0627\u0621 \u062a\u0634\u062e\u064a\u0635 \u0628\u062f\u064a\u0644 \u0639\u0646 \u0627\u0644\u0628\u0627\u062b\u0648\u0644\u0648\u062c\u064a\u060c \u062e\u0635\u0648\u0635\u0627\u064b \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0646\u0642\u064a\u0644\u0629 \u0635\u063a\u064a\u0631\u0629\u060c \u0623\u0648 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0639\u062f\u062f \u0627\u0644\u0639\u0642\u062f \u0643\u0628\u064a\u0631\u0627\u064b\u060c \u0623\u0648 \u0639\u0646\u062f\u0645\u0627 \u064a\u0635\u0628\u062d \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 micrometastasis \u0648isolated tumor cells \u0645\u0624\u062b\u0631\u0627\u064b \u0639\u0644\u0649 staging \u0648\u062e\u0637\u0629 \u0627\u0644\u0639\u0644\u0627\u062c.<\/p>\n<p>\u0627\u0644\u0645\u0644\u0641\u062a \u0647\u0646\u0627 \u0623\u0646 \u0627\u0644\u0648\u0631\u0642\u0629 \u0644\u0627 \u062a\u0637\u0631\u062d \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0643\u0627\u062e\u062a\u0628\u0627\u0631 \u062f\u0627\u062e\u0644\u064a \u0645\u062d\u062f\u0648\u062f. \u0627\u0644\u062a\u062d\u0642\u0642 \u0634\u0645\u0644 \u0633\u0631\u0637\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0639 \u0623\u0646\u0648\u0627\u0639 \u0635\u0639\u0628\u0629 \u0645\u062b\u0644 mucinous adenocarcinoma \u0648tumor deposits. \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u062a\u0643\u0634\u0641 \u0636\u0639\u0641 \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0623\u0646\u0647\u0627 \u062a\u0628\u062a\u0639\u062f \u0639\u0646 \u0627\u0644\u0645\u0638\u0647\u0631 \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a \u0644\u0644\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0648\u0631\u0645\u064a\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0639\u0642\u062f\u0629\u060c \u0648\u062a\u0632\u064a\u062f \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0644\u0627\u0644\u062a\u0628\u0627\u0633 \u0645\u0639 mucin pools\u060c histiocytes\u060c \u0623\u0648 \u062a\u0628\u062f\u0644\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629.<\/p>\n<h2>\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u0647\u0645 \u0627\u0644\u0628\u0627\u062b\u0648\u0644\u0648\u062c\u064a<\/h2>\n<p>\u0628\u062d\u0633\u0628 \u0627\u0644\u0645\u0644\u062e\u0635 \u0627\u0644\u0645\u0646\u0634\u0648\u0631 \u0641\u064a PubMed\u060c \u062d\u0642\u0642 MetAssist 2.0 \u062d\u0633\u0627\u0633\u064a\u0629 \u0644\u0627 \u062a\u0642\u0644 \u0639\u0646 90% \u0641\u064a 13 cohort\u060c \u0648\u062e\u0635\u0648\u0635\u064a\u0629 91% \u0641\u064a 11 cohort. \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0643\u0623\u062f\u0627\u0629 triage \u0641\u064a \u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u0642\u0648\u0644\u0648\u0646 \u0648\u0627\u0644\u0645\u0633\u062a\u0642\u064a\u0645\u060c \u0648\u0635\u0644 \u0625\u0644\u0649 98% sensitivity \u0645\u0639 \u062e\u0641\u0636 \u0645\u062d\u062a\u0645\u0644 \u0644\u0639\u0628\u0621 \u0627\u0644\u0639\u0645\u0644 \u064a\u0635\u0644 \u0625\u0644\u0649 72%. \u0643\u0645\u0627 \u0643\u0634\u0641 \u0646\u0642\u0627\u0626\u0644 \u0644\u0645 \u062a\u064f\u0633\u062c\u0644 \u0641\u064a \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a.<\/p>\n<p>\u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0644\u0627 \u062a\u0636\u0639 \u0627\u0644\u0646\u0638\u0627\u0645 \u0641\u064a \u0645\u0648\u0642\u0639 \u0627\u0644\u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0623\u0648 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0645\u0646\u0641\u0631\u062f. \u0644\u0643\u0646\u0647\u0627 \u062a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0623\u0642\u0631\u0628 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0642\u062f \u062a\u0643\u0648\u0646 \u0641\u064a \u0627\u0644\u0641\u0631\u0632 \u0627\u0644\u0633\u0644\u0628\u064a: \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0630\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0644\u0645\u0646\u062e\u0641\u0636 \u062a\u0645\u0631 \u0628\u0645\u0631\u0627\u062c\u0639\u0629 \u0623\u0633\u0631\u0639\u060c \u0648\u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0627\u0644\u062a\u064a \u062a\u062d\u0645\u0644 \u0625\u0634\u0627\u0631\u0627\u062a \u0645\u0634\u0628\u0648\u0647\u0629 \u062a\u064f\u062f\u0641\u0639 \u0625\u0644\u0649 \u0623\u0639\u0644\u0649 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0639\u0645\u0644. \u0641\u064a \u0645\u062e\u062a\u0628\u0631 \u0645\u0632\u062f\u062d\u0645\u060c \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0641\u0631\u0632 \u0642\u062f \u064a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0648\u0627\u0642\u0639\u064a\u0629 \u0645\u0646 \u0627\u0646\u062a\u0638\u0627\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0639\u0637\u064a \u0642\u0631\u0627\u0631 pN \u0643\u0627\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644.<\/p>\n<h2>Few-shot fine-tuning: \u0644\u0645\u0627\u0630\u0627 \u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0637\u0629 \u0645\u0647\u0645\u0629\u061f<\/h2>\n<p>\u0623\u062d\u062f \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0623\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u062a\u0643\u064a\u0651\u0641 \u0645\u0639 \u0633\u0631\u0637\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0631\u0626\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 10 \u0634\u0631\u0627\u0626\u062d \u0645\u0634\u0631\u0648\u062d\u0629 \u0641\u0642\u0637. \u0625\u0630\u0627 \u062b\u0628\u062a \u0647\u0630\u0627 \u0627\u0644\u0633\u0644\u0648\u0643 \u062e\u0627\u0631\u062c \u0628\u064a\u0626\u0629 \u0627\u0644\u062f\u0631\u0627\u0633\u0629\u060c \u0641\u0647\u0648 \u064a\u0642\u0644\u0644 \u062d\u0627\u062c\u0632 \u0625\u062f\u062e\u0627\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0644\u0645\u0641\u0627\u0648\u064a\u0629 \u0625\u0644\u0649 \u0645\u062e\u062a\u0628\u0631\u0627\u062a \u0644\u0627 \u062a\u0645\u0644\u0643 \u0622\u0644\u0627\u0641 \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0627\u0644\u0645\u0634\u0631\u0648\u062d\u0629 \u0644\u0643\u0644 \u0633\u0631\u0637\u0627\u0646.<\/p>\n<p>\u0644\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0637\u0629 \u062a\u062d\u062a\u0627\u062c \u0642\u0631\u0627\u0621\u0629 \u062d\u0630\u0631\u0629. \u0639\u0634\u0631 \u0634\u0631\u0627\u0626\u062d \u0642\u062f \u062a\u0643\u0641\u064a \u0644\u062a\u0643\u064a\u064a\u0641 \u0623\u0648\u0644\u064a\u060c \u0648\u0644\u0627 \u062a\u0643\u0641\u064a \u0648\u062d\u062f\u0647\u0627 \u0644\u0636\u0645\u0627\u0646 \u062b\u0628\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0628\u0631 scanner \u0645\u062e\u062a\u0644\u0641\u060c \u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644\u0627\u062a \u062a\u0642\u0637\u064a\u0639 \u0648\u0635\u0628\u063a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0623\u0648 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u062a\u0639\u0631\u064a\u0641 \u0645\u0627 \u064a\u062c\u0628 \u0627\u0639\u062a\u0628\u0627\u0631\u0647 focus \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0642\u0631\u064a\u0631. \u0623\u064a \u062a\u0637\u0628\u064a\u0642 \u0633\u0631\u064a\u0631\u064a \u0633\u064a\u062d\u062a\u0627\u062c validation \u0645\u062d\u0644\u064a\u0627\u064b\u060c \u0645\u0639 \u0642\u064a\u0627\u0633 \u0648\u0627\u0636\u062d \u0644\u0644\u062d\u0633\u0627\u0633\u064a\u0629 \u062d\u0633\u0628 \u062d\u062c\u0645 \u0627\u0644\u0646\u0642\u064a\u0644\u0629 \u0648\u0646\u0648\u0639 \u0627\u0644\u0633\u0631\u0637\u0627\u0646 \u0648\u062c\u0648\u062f\u0629 \u0627\u0644\u0634\u0631\u064a\u062d\u0629.<\/p>\n<h2>\u0623\u064a\u0646 \u064a\u062f\u062e\u0644 \u0647\u0630\u0627 \u0641\u064a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u061f<\/h2>\n<p>\u0623\u0641\u0636\u0644 \u0645\u0648\u0642\u0639 \u0644\u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u064a\u0623\u062a\u064a \u0642\u0628\u0644 \u0623\u0646 \u064a\u0628\u062f\u0623 \u0627\u0644\u0628\u0627\u062b\u0648\u0644\u0648\u062c\u064a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629\u060c \u0644\u0627 \u0639\u0646\u062f \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u062a\u0642\u0631\u064a\u0631. \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0638\u0627\u0645 \u0623\u0646 \u064a\u0639\u0644\u0651\u0645 \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0630\u0627\u062a \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u060c \u064a\u0631\u062a\u0628 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0639\u0642\u062f \u062d\u0633\u0628 \u0627\u0644\u062e\u0637\u0648\u0631\u0629\u060c \u0648\u064a\u0639\u0631\u0636 heatmap \u0623\u0648 regions of interest \u062f\u0627\u062e\u0644 WSI viewer. \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u064a\u0628\u0642\u0649 \u062f\u0627\u062e\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0646\u0633\u064a\u062c\u064a \u0627\u0644\u0643\u0627\u0645\u0644: capsule\u060c sinus histiocytosis\u060c extranodal extension\u060c tumor deposit\u060c artifact\u060c \u0648\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0628\u0627\u0644\u0639\u064a\u0646\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629.<\/p>\n<p>\u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0633\u062a\u0643\u0648\u0646 \u0623\u0648\u0636\u062d \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0647\u0644\u0643 \u0627\u0644\u0648\u0642\u062a: colectomy \u0645\u0639 \u0639\u062f\u062f \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0639\u0642\u062f\u060c gastric \u0623\u0648 upper GI resections\u060c \u0648breast sentinel nodes \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u0624\u0631 \u0635\u063a\u064a\u0631\u0629. \u0623\u0645\u0627 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0630\u0627\u062a morphology \u063a\u064a\u0631 \u0645\u0639\u062a\u0627\u062f\u0629 \u0623\u0648 treatment effect \u0648\u0627\u0636\u062d\u060c \u0641\u0633\u062a\u0638\u0644 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u064b \u0635\u0639\u0628\u0627\u064b \u0644\u0623\u064a \u0646\u0645\u0648\u0630\u062c \u062d\u062a\u0649 \u0644\u0648 \u0643\u0627\u0646 \u0645\u0628\u0646\u064a\u0627\u064b \u0639\u0644\u0649 foundation model.<\/p>\n<h2>\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0623\u0646 \u0646\u0637\u0644\u0628\u0647 \u0642\u0628\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0633\u0631\u064a\u0631\u064a\u061f<\/h2>\n<p>\u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0642\u0648\u064a\u0629 \u0641\u064a \u062d\u062c\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0648\u062a\u0646\u0648\u0639 \u0627\u0644\u0633\u0631\u0637\u0627\u0646\u0627\u062a\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u062a\u062d \u0623\u0633\u0626\u0644\u0629 \u0644\u0627 \u062a\u0642\u0644 \u0623\u0647\u0645\u064a\u0629 \u0639\u0646 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629. \u0646\u062d\u062a\u0627\u062c \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u062d\u0633\u0628 \u062d\u062c\u0645 \u0627\u0644\u0646\u0642\u064a\u0644\u0629\u060c \u0644\u0627 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 cohort \u0648\u062d\u062f\u0647. \u0646\u062d\u062a\u0627\u062c false negative review \u0645\u0646 \u0628\u0627\u062b\u0648\u0644\u0648\u062c\u064a\u064a\u0646 \u0645\u0633\u062a\u0642\u0644\u064a\u0646\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0644\u0644\u0623\u062e\u0637\u0627\u0621 \u062d\u0633\u0628 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0646\u0633\u064a\u062c\u064a\u060c \u0648\u062d\u0633\u0628 scanner\u060c \u0648\u062d\u0633\u0628 \u062c\u0648\u062f\u0629 H&amp;E. \u0646\u062d\u062a\u0627\u062c \u0623\u064a\u0636\u0627\u064b \u0642\u064a\u0627\u0633\u0627\u064b \u0639\u0645\u0644\u064a\u0627\u064b \u0644\u0644\u0648\u0642\u062a \u062f\u0627\u062e\u0644 workflow \u062d\u0642\u064a\u0642\u064a\u060c \u0644\u0623\u0646 \u062e\u0641\u0636 \u0639\u062f\u062f \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0627\u0644\u062a\u064a \u062a\u064f\u0631\u0627\u062c\u0639 \u0644\u0627 \u064a\u0633\u0627\u0648\u064a \u062f\u0627\u0626\u0645\u0627\u064b \u062e\u0641\u0636\u0627\u064b \u0645\u0633\u0627\u0648\u064a\u0627\u064b \u0641\u064a \u0632\u0645\u0646 \u0627\u0644\u062a\u0642\u0631\u064a\u0631.<\/p>\n<p>\u0647\u0646\u0627\u0643 \u0646\u0642\u0637\u0629 \u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0623\u064a\u0636\u0627\u064b. \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u062a\u064a \u062a\u0643\u0634\u0641 \u0646\u0642\u0627\u0626\u0644 missed in routine reporting \u0633\u062a\u063a\u064a\u0631 \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 discordant findings. \u0647\u0644 \u062a\u064f\u0639\u0627\u062f \u0645\u0631\u0627\u062c\u0639\u0629 \u0643\u0644 \u0625\u0634\u0627\u0631\u0629 \u0625\u064a\u062c\u0627\u0628\u064a\u0629\u061f \u0645\u0646 \u064a\u062a\u062d\u0645\u0644 \u0642\u0631\u0627\u0631 \u062a\u062c\u0627\u0647\u0644 focus \u0635\u063a\u064a\u0631\u061f \u0648\u0643\u064a\u0641 \u062a\u064f\u0648\u062b\u0642 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u062f\u0627\u062e\u0644 LIS \u0623\u0648 synoptic report\u061f \u0647\u0630\u0647 \u0623\u0633\u0626\u0644\u0629 \u062a\u0646\u0641\u064a\u0630\u064a\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0647\u064a \u0627\u0644\u062a\u064a \u062a\u062d\u062f\u062f \u0625\u0646 \u0643\u0627\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0633\u064a\u0628\u0642\u0649 \u0645\u0634\u0631\u0648\u0639\u0627\u064b \u0628\u062d\u062b\u064a\u0627\u064b \u0623\u0648 \u064a\u062f\u062e\u0644 \u0627\u0644\u0645\u062e\u062a\u0628\u0631.<\/p>\n<h2>\u0627\u0644\u062e\u0644\u0627\u0635\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/h2>\n<p>MetAssist 2.0 \u064a\u0642\u062f\u0645 \u0627\u062a\u062c\u0627\u0647\u0627\u064b \u0646\u0627\u0636\u062c\u0627\u064b \u0646\u0633\u0628\u064a\u0627\u064b \u0641\u064a \u0627\u0644\u0628\u0627\u062b\u0648\u0644\u0648\u062c\u064a \u0627\u0644\u0631\u0642\u0645\u064a: \u0646\u0645\u0648\u0630\u062c \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0645\u0647\u0645\u0629 \u0645\u062d\u062f\u062f\u0629 \u0630\u0627\u062a \u0623\u062b\u0631 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 staging \u0648\u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645\u064a\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u062d\u0627\u0648\u0644\u0629 \u0642\u0631\u0627\u0621\u0629 \u0643\u0644 \u0634\u064a\u0621. \u0642\u0648\u0629 \u0627\u0644\u0648\u0631\u0642\u0629 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 cross-cancer \u0648multi-institutional\u060c \u0648\u0641\u064a \u0637\u0631\u062d few-shot adaptation \u0643\u062d\u0644 \u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0627\u062e\u062a\u0635\u0627\u0635\u064a \u0627\u0644\u0623\u0645\u0631\u0627\u0636\u060c \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u062a\u0631\u062a\u064a\u0628 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0639\u0642\u062f \u062d\u0633\u0628 \u0627\u0644\u062e\u0637\u0648\u0631\u0629. \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0623\u0642\u0631\u0628 \u0644\u0644\u0648\u0627\u0642\u0639 \u0623\u0646 \u0641\u062d\u0635 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0644\u0645\u0641\u0627\u0648\u064a\u0629 \u0642\u062f \u064a\u0635\u0628\u062d workflow \u0645\u0648\u062c\u0647\u0627\u064b \u0628\u0627\u0644\u0645\u062e\u0627\u0637\u0631: \u0627\u0644\u0634\u0631\u064a\u062d\u0629 \u0627\u0644\u0639\u0627\u062f\u064a\u0629 \u062a\u0645\u0631 \u0623\u0633\u0631\u0639\u060c \u0648\u0627\u0644\u0634\u0631\u064a\u062d\u0629 \u0627\u0644\u0645\u0634\u0628\u0648\u0647\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0639\u064a\u0646 \u0627\u0644\u0628\u0627\u062b\u0648\u0644\u0648\u062c\u064a \u0623\u0648\u0644\u0627\u064b. \u0647\u0630\u0627 \u0641\u0631\u0642 \u0639\u0645\u0644\u064a\u060c \u062e\u0635\u0648\u0635\u0627\u064b \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0646\u0642\u064a\u0644\u0629 \u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u0648\u0642\u062a \u0645\u062d\u062f\u0648\u062f\u0627\u064b.<\/p>\n<p><strong>\u0627\u0644\u0645\u0635\u062f\u0631:<\/strong> Garcia-Baroja J, Dislich B, Zens P, et al. MetAssist 2.0: A Generalizable Artificial Intelligence Framework for Lymph Node Metastasis Detection Across Multiple Cancer Types. <em>Modern Pathology<\/em>. 2026;39(6):101003. DOI: <a href=\"https:\/\/doi.org\/10.1016\/j.modpat.2026.101003\" target=\"_blank\" rel=\"noopener\">10.1016\/j.modpat.2026.101003<\/a><\/p>\n<\/article>\n","protected":false},"excerpt":{"rendered":"MetAssist 2.0 \u064a\u062e\u062a\u0628\u0631 \u0643\u0634\u0641 \u0646\u0642\u0627\u0626\u0644 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0644\u0645\u0641\u0627\u0648\u064a\u0629 \u0639\u0628\u0631 8144 \u0634\u0631\u064a\u062d\u0629 \u06487 \u0633\u0631\u0637\u0627\u0646\u0627\u062a\u060c \u0645\u0639 \u062d\u0633\u0627\u0633\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0648\u0641\u0631\u0632 \u0642\u062f \u064a\u062e\u0641\u0636 \u0639\u0628\u0621 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u062e\u062a\u0635\u0627\u0635\u064a \u0627\u0644\u0623\u0645\u0631\u0627\u0636.","protected":false},"author":1,"featured_media":1218,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"csco_singular_sidebar":"","csco_page_header_type":"","csco_page_load_nextpost":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":{"0":"post-1219","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-news","8":"cs-entry"},"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/pathology.digital\/wp-content\/uploads\/2026\/05\/featured_67341.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/pathology.digital\/index.php?rest_route=\/wp\/v2\/posts\/1219","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pathology.digital\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pathology.digital\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pathology.digital\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pathology.digital\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1219"}],"version-history":[{"count":1,"href":"https:\/\/pathology.digital\/index.php?rest_route=\/wp\/v2\/posts\/1219\/revisions"}],"predecessor-version":[{"id":1220,"href":"https:\/\/pathology.digital\/index.php?rest_route=\/wp\/v2\/posts\/1219\/revisions\/1220"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pathology.digital\/index.php?rest_route=\/wp\/v2\/media\/1218"}],"wp:attachment":[{"href":"https:\/\/pathology.digital\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1219"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pathology.digital\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1219"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pathology.digital\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1219"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}