پزشکی از راه دور (تله مدیسین)

1404/09/24

هوش مصنوعی در حوزه‌های پاتولوژی دیجیتال

راهکارهای هوش مصنوعی (AI) در حوزه‌های پاتولوژی دیجیتال
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<p cid="n3" mdtype="paragraph" class="md-end-block md-p md-focus" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain md-expand"><br></span></p><p cid="n3" mdtype="paragraph" class="md-end-block md-p md-focus" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain md-expand"></span></p><h3 cid="n3" mdtype="heading" class="md-end-block md-heading md-focus" style="text-align: center; white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="strong" class="md-pair-s md-expand"><strong>مقدمه</strong></span></h3><p cid="n3" mdtype="paragraph" class="md-end-block md-p md-focus" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain md-expand">در پاتولوژی دیجیتال، هوش مصنوعی (AI) یکی از مهم‌ترین محرک‌های تحول در سال‌های اخیر بوده و در سه حوزه اصلی نقش‌آفرینی می‌کند:</span></p><ul class="ul-list" cid="n4" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n5" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n6" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>تشخیص</strong></span></p></li></ul><ul class="ul-list" cid="n7" mdtype="list" data-mark="*" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n8" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n9" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>اتوماسیون</strong></span></p></li><li class="md-list-item" cid="n10" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n11" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>بهبود کیفیت/سرعت تحلیل</strong></span></p></li></ul><p cid="n12" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain"> در ادامه، مسیرها و راهکارهای مهم AI در این حوزه را به‌صورت دسته‌بندی شده توضیح خواهیم داد:</span></p><div tabindex="-1" cid="n13" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n14" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">🔬 ۱. </span><span md-inline="strong" class="md-pair-s"><strong>تحلیل خودکار Whole Slide Image (WSI)</strong></span></h3><p cid="n15" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">هوش مصنوعی می‌تواند اسلایدهای دیجیتال‌شده را به‌صورت کامل پردازش کند و مراحل اصلی زیر را انجام دهد:</span></p><h4 cid="n16" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.25em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.4; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✔ تشخیص ناحیه بافت (Tissue Detection)</span></h4><ul class="ul-list" cid="n17" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n18" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n19" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">حذف قسمت‌های خالی یا نویزی اسلاید</span></p></li><li class="md-list-item" cid="n20" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n21" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">آماده‌سازی اسلاید برای تحلیل‌های بعدی</span></p></li></ul><h4 cid="n22" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.25em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.4; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✔ طبقه‌بندی بافت‌ها (Tissue Classification)</span></h4><ul class="ul-list" cid="n23" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n24" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n25" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">تمایز بین بافت سالم، سرطانی، نکروز، التهاب و…</span></p></li></ul><h4 cid="n26" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.25em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.4; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✔ شناسایی ساختارها و سلول‌ها (Segmentation)</span></h4><ul class="ul-list" cid="n27" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n28" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n29" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">شناسایی هسته‌ها، سلول‌ها، گلیاندها، مجاری، غدد و…</span></p></li><li class="md-list-item" cid="n30" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n31" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">مدل‌های مشهور: </span><span md-inline="strong" class="md-pair-s "><strong>U-Net, HoverNet, Mask R-CNN</strong></span></p></li></ul><h4 cid="n32" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.25em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.4; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✔ شمارش سلولی و تحلیل مورفولوژیک</span></h4><ul class="ul-list" cid="n33" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n34" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n35" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">شمارش دقیق سلول‌های توموری و غیرتوموری</span></p></li><li class="md-list-item" cid="n36" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n37" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">استخراج ویژگی‌های مورفولوژیک برای پیش‌بینی درجه‌بندی (grading)</span></p></li></ul><div tabindex="-1" cid="n38" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n39" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">🧬 ۲. </span><span md-inline="strong" class="md-pair-s"><strong>تشخیص کمک‌پزشک (AI-assisted Diagnosis)</strong></span></h3><p cid="n40" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">AI در کنار پاتولوژیست کار می‌کند و خروجی‌هایی مثل «علامت‌گذاری نواحی مشکوک» تولید می‌کند:</span></p><h4 cid="n41" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.25em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.4; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✔ تشخیص اولیه (Pre-Screening)</span></h4><ul class="ul-list" cid="n42" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n43" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n44" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">پرچم‌گذاری اسلایدهای مشکوک به سرطان</span></p></li><li class="md-list-item" cid="n45" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n46" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">اولویت‌بندی اسلایدها برای پاتولوژیست</span></p></li></ul><h4 cid="n47" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.25em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.4; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✔ تشخیص انواع سرطان</span></h4><ul class="ul-list" cid="n48" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n49" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n50" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>پستان (Breast) — تشخیص IDC/DCIS، Ki-67 scoring، IHC analysis</strong></span></p></li><li class="md-list-item" cid="n51" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n52" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>پروستات — Gleason grading</strong></span></p></li><li class="md-list-item" cid="n53" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n54" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>ریه — subtyping و mutations prediction (از روی H&amp;E)</strong></span></p></li><li class="md-list-item" cid="n55" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n56" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>کبد، کولون، مغز، لنفوم و…</strong></span></p></li></ul><h4 cid="n57" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.25em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.4; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✔ مدل‌های پیش‌بینی مولکولی (Computational Pathology)</span></h4><p cid="n58" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">تشخیص وضعیت جهش‌های ژنتیکی از روی H&amp;E بدون نیاز به تست‌های اضافی مانند:</span></p><ul class="ul-list" cid="n59" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n60" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n61" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">MSI status</span></p></li><li class="md-list-item" cid="n62" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n63" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">EGFR, KRAS, BRAF</span></p></li><li class="md-list-item" cid="n64" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n65" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">HER2 score</span></p></li></ul><div tabindex="-1" cid="n66" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n67" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">🧪 ۳. </span><span md-inline="strong" class="md-pair-s"><strong>تحلیل IHC و Quantification</strong></span></h3><p cid="n68" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">هوش مصنوعی در ایمونوهیستوشیمی دقیق‌تر از روش‌های دستی عمل می‌کند:</span></p><h4 cid="n69" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.25em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.4; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✔ محاسبه Ki-67, ER/PR, HER2</span></h4><ul class="ul-list" cid="n70" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n71" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n72" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">شمارش دقیق سلول‌های مثبت/منفی</span></p></li><li class="md-list-item" cid="n73" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n74" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">استانداردسازی رنگ و نور برای کاهش variability</span></p></li></ul><h4 cid="n75" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.25em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.4; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✔ رنگ‌زدایی دیجیتال (Stain Deconvolution)</span></h4><ul class="ul-list" cid="n76" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n77" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n78" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">جداسازی کانال‌های رنگ برای افزایش دقت شمارش</span></p></li></ul><div tabindex="-1" cid="n79" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n80" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">⚙ ۴. </span><span md-inline="strong" class="md-pair-s"><strong>اتوماسیون Workflow / کاهش خطا</strong></span></h3><p cid="n81" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">AI در نرم‌افزارهای اسلاید اسکنر یا LIS/LIMS استفاده می‌شود:</span></p><ul class="ul-list" cid="n82" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n83" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n84" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">انتخاب فوکوس بهینه (AF/EDF)</span></p></li><li class="md-list-item" cid="n85" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n86" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">تشخیص مشکلات اسلاید (folds، bubbles، out-of-focus)</span></p></li><li class="md-list-item" cid="n87" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n88" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">تخمین کیفیت رنگ‌آمیزی (Quality Control of Staining)</span></p></li><li class="md-list-item" cid="n89" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n90" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">مدیریت بار کاری پاتولوژیست‌ها با triage و sorting</span></p></li></ul><div tabindex="-1" cid="n91" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n92" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">🖼 ۵. </span><span md-inline="strong" class="md-pair-s"><strong>هماهنگ‌سازی رنگ (Color Normalization)</strong></span></h3><p cid="n93" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">مشکل بزرگ در پاتولوژی دیجیتال </span><span md-inline="em" class="md-pair-s "><em>تنوع رنگ‌آمیزی H&amp;E بین لابراتوارها</em></span><span md-inline="plain" class="md-plain"> است.</span></p><p cid="n94" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">راهکارهای AI:</span></p><ul class="ul-list" cid="n95" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n96" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n97" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>Macenko normalization</strong></span></p></li><li class="md-list-item" cid="n98" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n99" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>Reinhard</strong></span></p></li><li class="md-list-item" cid="n100" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n101" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>CycleGAN-based stain transfer</strong></span></p></li></ul><p cid="n102" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">این روش‌ها باعث می‌شوند مدل‌ها در دستگاه‌ها و آزمایشگاه‌های مختلف عملکرد پایدار داشته باشند.</span></p><div tabindex="-1" cid="n103" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n104" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">🧠 ۶. </span><span md-inline="strong" class="md-pair-s"><strong>مدل‌های Generative (GAN / Diffusion)</strong></span></h3><p cid="n105" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">کاربردهای جدیدتر:</span></p><ul class="ul-list" cid="n106" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n107" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n108" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">ایجاد داده مصنوعی برای آموزش (Synthetic WSI patches)</span></p></li><li class="md-list-item" cid="n109" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n110" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">بازسازی نواحی آسیب‌دیده اسلاید</span></p></li><li class="md-list-item" cid="n111" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n112" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">تبدیل H&amp;E → IHC</span></p></li><li class="md-list-item" cid="n113" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n114" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">ارتقای کیفیت تصویر (Super-Resolution for WSI)</span></p></li></ul><div tabindex="-1" cid="n115" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n116" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">🏥 ۷. </span><span md-inline="strong" class="md-pair-s"><strong>Integration با سیستم‌های کلینیکال</strong></span></h3><p cid="n117" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">AI به صورت یک افزونه در سیستم‌های PACS، HIS، اوفیس‌های پاتولوژی و اسکنرها کار می‌کند:</span></p><ul class="ul-list" cid="n118" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n119" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n120" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">نمایش Heatmap بر روی اسلاید</span></p></li><li class="md-list-item" cid="n121" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n122" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">ارائه گزارش خودکار (AI-generated report draft)</span></p></li><li class="md-list-item" cid="n123" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n124" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">اتصال HL7 / DICOM WSI</span></p></li><li class="md-list-item" cid="n125" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n126" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">داشبوردهای QC</span></p></li></ul><div tabindex="-1" cid="n127" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n128" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">📈 ۸. </span><span md-inline="strong" class="md-pair-s"><strong>تجزیه‌وتحلیل پیش‌بینی‌کننده (Prognostic Models)</strong></span></h3><p cid="n129" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">مدل‌هایی که از روی اسلاید احتمال متاستاز، بقا یا خطر عود را تخمین می‌زنند.</span></p><p cid="n130" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">نمونه‌ها:</span></p><ul class="ul-list" cid="n131" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n132" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n133" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">پیش‌بینی Overall survival</span></p></li><li class="md-list-item" cid="n134" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n135" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">اندازه‌گیری Tumor-infiltrating lymphocytes (TILs)</span></p></li><li class="md-list-item" cid="n136" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n137" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">پیش‌بینی پاسخ به درمان</span></p></li></ul><div tabindex="-1" cid="n138" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n139" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">🎯 جمع‌بندی</span></h3><p cid="n140" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">هوش مصنوعی در پاتولوژی دیجیتال عمدتاً به دنبال:</span></p><ol class="ol-list" start="" cid="n141" mdtype="list" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n142" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n143" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>افزایش سرعت</strong></span><span md-inline="plain" class="md-plain"> تشخیص</span></p></li><li class="md-list-item" cid="n144" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n145" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>کاهش خطا</strong></span></p></li><li class="md-list-item" cid="n146" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n147" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>افزایش استانداردسازی</strong></span></p></li><li class="md-list-item" cid="n148" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n149" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>کمک به تصمیم‌گیری بالینی</strong></span></p></li><li class="md-list-item" cid="n150" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n151" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>کاهش هزینه‌ها و تست‌های اضافه</strong></span></p></li></ol><div tabindex="-1" cid="n152" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n153" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">✅ فهرست نرم‌افزارها و پلتفرم‌های معتبر</span></h3><p cid="n154" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"></p><p cid="n155" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><span md-inline="plain" class="md-plain">امروز چندین نرم‌افزار و پلتفرم شناخته‌شده وجود دارند که در حوزه «کمک به پاتولوژیست» (AI-assisted diagnosis) طراحی شده‌اند. در ادامه مهم‌ترین آنها را همراه با امکانات و ویژگی‌هایشان توضیح خواهیم داد:</span></p><p cid="n156" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 4; margin: 0.8em 0px; direction: rtl; white-space-collapse: preserve; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"></p><figure class="md-table-fig table-figure" cid="n157" mdtype="table" style="margin-top: 1.2em; margin-bottom: 1.2em; overflow-x: auto; max-width: calc(100% + 16px); padding: 0px; cursor: default; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><table class="md-table" style="border-spacing: 0px; width: 1140px; overflow: auto; break-inside: auto; cursor: text; direction: rtl; margin: 0px; padding: 0px; word-break: initial; white-space-collapse: preserve;"><thead style="break-inside: avoid; break-after: auto; background-color: rgb(248, 248, 248);"><tr class="md-end-block" cid="n158" mdtype="table_row" style="break-inside: avoid; break-after: auto; border: 1px solid rgb(223, 226, 229); margin: 0px; padding: 0px;"><th style="padding: 6px 13px; border-width: 1px 1px 0px; border-top-style: solid; border-right-style: solid; border-left-style: solid; border-top-color: rgb(223, 226, 229); border-right-color: rgb(223, 226, 229); border-left-color: rgb(223, 226, 229); border-image: initial; border-bottom-style: initial; border-bottom-color: initial; margin: 0px;"><span class="td-span" cid="n159" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 235.906px; min-height: 10px;"><span md-inline="plain" class="md-plain">نرم‌افزار / پلتفرم</span></span></th><th style="padding: 6px 13px; border-width: 1px 1px 0px; border-top-style: solid; border-right-style: solid; border-left-style: solid; border-top-color: rgb(223, 226, 229); border-right-color: rgb(223, 226, 229); border-left-color: rgb(223, 226, 229); border-image: initial; border-bottom-style: initial; border-bottom-color: initial; margin: 0px;"><span class="td-span" cid="n160" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 849.094px; min-height: 10px;"><span md-inline="plain" class="md-plain">کاربرد / ویژگی‌ اصلی / نکات مهم</span></span></th></tr></thead><tbody><tr class="md-end-block" cid="n161" mdtype="table_row" style="break-inside: avoid; break-after: auto; border: 1px solid rgb(223, 226, 229); margin: 0px; padding: 0px;"><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n162" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 235.906px; min-height: 10px;"><span md-inline="strong" class="md-pair-s "><strong>Aperio HALO AP</strong></span><span md-inline="plain" class="md-plain"> (از شرکت Indica Labs / Leica Biosystems)</span></span></td><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n163" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 849.094px; min-height: 10px;"><span md-inline="plain" class="md-plain">سیستم مدیریت تصاویر + AI برای پاتولوژی؛ امکان تشخیص روی اسلاید (on-screen diagnosis)، آرشیو WSI، دسترسی به «فروشگاه» الگوریتم‎‌های AI (AI Store)؛ مناسب برای تشخیص بالینی، مشاوره، کار گروهی و digital workflow. </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://www.leicabiosystems.com/en-nl/digital-pathology/manage/aperio-halo-ap/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">Leica Biosystems+2Leica Biosystems+2</span></a></span></span></td></tr><tr class="md-end-block" cid="n164" mdtype="table_row" style="break-inside: avoid; break-after: auto; border: 1px solid rgb(223, 226, 229); margin: 0px; padding: 0px; background-color: rgb(248, 248, 248);"><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n165" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 235.906px; min-height: 10px;"><span md-inline="strong" class="md-pair-s "><strong>AISight</strong></span><span md-inline="plain" class="md-plain"> (از شرکت PathAI)</span></span></td><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n166" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 849.094px; min-height: 10px;"><span md-inline="plain" class="md-plain">پلتفرم ابری / مبتنی بر وب برای مدیریت اسلاید + AI — پشتیبانی از اسکنرهای مختلف + ادغام با LIS + مجموعه متنوع الگوریتم‎های AI (تومور، بیومارکر، quantification و غیره). مناسب برای مراکز تحقیقاتی و کلینیکی. </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://www.pathai.com/ap-lab-solutions?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">PathAI+2BUHAVE+2</span></a></span></span></td></tr><tr class="md-end-block" cid="n167" mdtype="table_row" style="break-inside: avoid; break-after: auto; border: 1px solid rgb(223, 226, 229); margin: 0px; padding: 0px;"><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n168" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 235.906px; min-height: 10px;"><span md-inline="strong" class="md-pair-s "><strong>Proscia Concentriq AP</strong></span><span md-inline="plain" class="md-plain"> (و بَسته AI آن)</span></span></td><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n169" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 849.094px; min-height: 10px;"><span md-inline="plain" class="md-plain">پلتفرم سازمانی (enterprise) برای pathology با تمرکز روی precision medicine — امکان بارگذاری WSI، اجرای اپلیکیشن‌های AI، ساخت یا استقرار مدل‌های سفارشی، گزارش‌دهی، ادغام با workflow لابراتوار. مناسب مراکز بزرگ و لابراتوارهای تحقیقاتی / تشخیصی. </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://proscia.com/ai/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">Proscia+1</span></a></span></span></td></tr><tr class="md-end-block" cid="n170" mdtype="table_row" style="break-inside: avoid; break-after: auto; border: 1px solid rgb(223, 226, 229); margin: 0px; padding: 0px; background-color: rgb(248, 248, 248);"><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n171" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 235.906px; min-height: 10px;"><span md-inline="strong" class="md-pair-s "><strong>Visiopharm Insight</strong></span><span md-inline="plain" class="md-plain"> (و دیگر APPهای AI از شرکت Visiopharm)</span></span></td><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n172" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 849.094px; min-height: 10px;"><span md-inline="plain" class="md-plain">اپلیکیشن‌هایی با مجوز CE-IVDR برای تحلیل بافت، بیومارکرها، IHC / biomarker quantification (مثل HER2, PD-L1 و…) و detection متاستاز/گرانول. ادغام با workflow موجود و اسکنرهای استاندارد. مناسب بیمارستان‌ها و مراکز کلینیکی در اروپا. </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://visiopharm.com/diagnostics-pathology-image-analysis-software/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">visiopharm.com+1</span></a></span></span></td></tr><tr class="md-end-block" cid="n173" mdtype="table_row" style="break-inside: avoid; break-after: auto; border: 1px solid rgb(223, 226, 229); margin: 0px; padding: 0px;"><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n174" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 235.906px; min-height: 10px;"><span md-inline="strong" class="md-pair-s "><strong>Digpatho</strong></span></span></td><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n175" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 849.094px; min-height: 10px;"><span md-inline="plain" class="md-plain">شرکت/پلتفرمی که ابزارهای AI-assisted برای تشخیص بافت و آنوتیشن سلولی ارائه می‌دهد؛ مناسب برای تحلیل میکروسکوپی و کمک به پاتولوژیست — با تمرکز بر سادگی کاربری و انعطاف برای انواع محیط‌ها. </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://digpatho.com/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">digpatho.com</span></a></span></span></td></tr><tr class="md-end-block" cid="n176" mdtype="table_row" style="break-inside: avoid; break-after: auto; border: 1px solid rgb(223, 226, 229); margin: 0px; padding: 0px; background-color: rgb(248, 248, 248);"><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n177" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 235.906px; min-height: 10px;"><span md-inline="strong" class="md-pair-s "><strong>بَسته‌های متعدد AI تجاری (CE-IVDR / RUO) از شرکت‌های مختلف</strong></span></span></td><td style="padding: 6px 13px; border: 1px solid rgb(223, 226, 229); margin: 0px; min-width: 32px;"><span class="td-span" cid="n178" mdtype="table_cell" style="display: inline-block; min-width: 1ch; width: 849.094px; min-height: 10px;"><span md-inline="plain" class="md-plain">طبق گزارش‌های اخیر، بیش از 100 محصول AI از بیش از 30 تأمین‌کننده مختلف وجود دارد (آیتم‌هایی مثل Gleason-grading، IHC scoring، متاستاز لنف‌نود، biomarker quantification و …). </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://websites.fraunhofer.de/smart-sensing-insights/digital-pathology-ais/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">websites.fraunhofer.de+1</span></a></span></span></td></tr></tbody></table></figure><div tabindex="-1" cid="n179" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><div tabindex="-1" cid="n180" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n181" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">🧑‍⚕️ امکانات و قابلیت‌هایی که این ابزارها معمولاً دارند</span></h3><ul class="ul-list" cid="n182" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n183" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n184" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>دسترسی به اسلایدهای دیجیتال (WSI)</strong></span><span md-inline="plain" class="md-plain"> از طریق سرور / کلود و امکان بررسی از راه دور → کار از راه دور، مشاوره دوم (second opinion)، همکاری بین مراکز. (مثلاً HALO AP) </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://indicalab.com/clinical-products/halo-ap/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">Indica Labs+1</span></a></span></p></li><li class="md-list-item" cid="n185" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n186" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>ادغام با سیستم‌های لابراتوار (LIS / PACS / RIS)</strong></span><span md-inline="plain" class="md-plain"> و انواع اسکنرها — یعنی بدون وابستگی سخت به سخت‌افزار خاص. (مثلاً AISight) </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://www.pathai.com/aisight/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">PathAI+1</span></a></span></p></li><li class="md-list-item" cid="n187" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n188" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>الگوریتم‌های AI برای تشخیص و تحلیل بافت</strong></span><span md-inline="plain" class="md-plain">: شناسایی سلول/غده/تومور، طبقه‌بندی بافت، quantification بیومارکرها یا شاخص‌هایی مثل cellularity, proliferation, biomarker expression و غیره. (هم در Proscia و PathAI و شرکت‌های دیگر) </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://www.buhave.com/ai-tools/ai-tools-for-pathology-analysis/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">BUHAVE+2mhc.ai+2</span></a></span></p></li><li class="md-list-item" cid="n189" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n190" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>تسهیل استانداردسازی و کاهش خطا/تناقض</strong></span><span md-inline="plain" class="md-plain">: چون AI طبق الگوریتم ثابت عمل می‌کند، نتایج در بین پاتولوژیست‌ها و در زمان‌های مختلف قابل مقایسه‌تر و یکنواخت‌تر هستند. </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://www.pezeshk-site.ir/2024/09/05/%D8%A2%D8%B3%DB%8C%D8%A8-%D8%B4%D9%86%D8%A7%D8%B3%DB%8C-%D8%AF%DB%8C%D8%AC%DB%8C%D8%AA%D8%A7%D9%84-%D9%88-%D9%87%D9%88%D8%B4-%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C%D8%9B-%D8%A7%D9%86%D9%82%D9%84%D8%A7/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">مجله سلامت پزشک سایت+1</span></a></span></p></li><li class="md-list-item" cid="n191" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n192" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="strong" class="md-pair-s "><strong>افزایش سرعت و بهره‌وری</strong></span><span md-inline="plain" class="md-plain">: اسلایدها سریع‌تر بررسی می‌شوند، اولویت‌بندی موارد مشکوک می‌شود، و بار کاری پاتولوژیست کاهش می‌یابد. (به ویژه زمانی که حجم نمونه زیاد است) </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://indicalab.com/clinical-products/halo-ap/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">Indica Labs+2PathAI+2</span></a></span></p></li></ul><div tabindex="-1" cid="n193" mdtype="hr" class="md-hr md-end-block" style="color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><hr style="height: 2px; margin: 16px 0px; border-top: 0px none; border-right-style: none; border-bottom-style: none; border-left-style: none; padding: 0px; background-color: rgb(231, 231, 231); overflow: hidden;"></div><h3 cid="n194" mdtype="heading" class="md-end-block md-heading" style="white-space-collapse: preserve; break-after: avoid-page; break-inside: avoid; orphans: 4; font-size: 1.5em; margin-top: 1rem; margin-bottom: 1rem; direction: rtl; position: relative; font-weight: bold; line-height: 1.43; cursor: text; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif;"><span md-inline="plain" class="md-plain">⚠️ نکاتی در انتخاب و به‌کارگیری نرم‌افزار AI</span></h3><ul class="ul-list" cid="n195" mdtype="list" data-mark="-" style="direction: rtl; margin: 0.8em 0px 0px; padding-left: 30px; position: relative; color: rgb(51, 51, 51); font-family: IRANSans, &quot;Clear Sans&quot;, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;Segoe UI Emoji&quot;, &quot;SF Pro&quot;, sans-serif; font-size: 16px;"><li class="md-list-item" cid="n196" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n197" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">این ابزارها «کمک‌کننده» هستند — یعنی تصمیم نهایی تشخیصی با پاتولوژیست است، نه AI. (مثلاً در HALO AP مؤکداً ذکر شده “pathologist-driven / AI-powered”) </span><span md-inline="link" class="md-meta-i-c md-link"><a href="https://indicalab.com/clinical-products/halo-ap/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">Indica Labs</span></a></span></p></li><li class="md-list-item" cid="n198" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n199" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">باید اطمینان حاصل شود که نرم‌افزار با اسکنرها و جریان کاری لابراتوار شما سازگار است — یعنی پشتیبانی از فرمت فایل WSI، اتصال به LIS/PACS و workflow فعلی.</span></p></li><li class="md-list-item" cid="n200" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n201" mdtype="paragraph" class="md-end-block md-p" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">در موارد حساس (biomarker, grading, staging) معمولاً لازم است AI به‌عنوان ابزار کمکی استفاده شود و کنترل کیفیت و اعتبارسنجی (validation) توسط انسان انجام شود.</span></p></li><li class="md-list-item md-focus-container" cid="n202" mdtype="list_item" style="margin: 0px; position: relative;"><p cid="n203" mdtype="paragraph" class="md-end-block md-p md-focus" style="line-height: inherit; orphans: 1; margin-right: 0px; margin-bottom: 0.5rem; margin-left: 0px; direction: rtl; white-space-collapse: preserve; position: relative;"><span md-inline="plain" class="md-plain">به مقررات و الزامات قانونی/کلینیکی توجه شود (مثلاً اگر نرم‌افزار برای «primary diagnosis» CE-IVD یا FDA-cleared باشد). (مثلاً AISight Dx چنین مدرکی دارد) </span><span md-inline="link" class="md-meta-i-c md-link md-expand"><a href="https://www.pathai.com/aisight/?utm_source=chatgpt.com" style="cursor: pointer; color: rgb(65, 131, 196); -webkit-user-drag: none;"><span md-inline="plain" class="md-plain">PathAI+1</span></a></span></p></li></ul>