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        <datestamp>2026-10-01T17:40:33Z</datestamp>
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          <dc:title>&lt;p&gt;Heatmap of inter-reader agreement between the AI-mrEMVI model and radiologists in mrEMVI assessment.&lt;/p&gt;</dc:title>
          <dc:creator>Haitao Huang (182705)</dc:creator>
          <dc:creator>Lili Feng (154280)</dc:creator>
          <dc:creator>Min-Er Zhong (6758177)</dc:creator>
          <dc:creator>Huifen Ye (11271543)</dc:creator>
          <dc:creator>Zhenhui Li (282794)</dc:creator>
          <dc:creator>Su Yao (3627038)</dc:creator>
          <dc:creator>Yunrui Ye (13909343)</dc:creator>
          <dc:creator>Yulin Liu (457083)</dc:creator>
          <dc:creator>Minning Zhao (13909337)</dc:creator>
          <dc:creator>Weixiong Xu (25157608)</dc:creator>
          <dc:creator>Lifen Yan (1404280)</dc:creator>
          <dc:creator>ChuanMiao Xie (25157611)</dc:creator>
          <dc:creator>Changhong Liang (215520)</dc:creator>
          <dc:creator>Zaiyi Liu (611024)</dc:creator>
          <dc:creator>Tong Tong (532210)</dc:creator>
          <dc:creator>Yanfen Cui (2146873)</dc:creator>
          <dc:creator>Xin-Juan Fan (329948)</dc:creator>
          <dc:creator>Ke Zhao (248186)</dc:creator>
          <dc:subject>Medicine</dc:subject>
          <dc:subject>Cell Biology</dc:subject>
          <dc:subject>Biotechnology</dc:subject>
          <dc:subject>Biological Sciences not elsewhere classified</dc:subject>
          <dc:subject>Mathematical Sciences not elsewhere classified</dc:subject>
          <dc:subject>Cancer</dc:subject>
          <dc:subject>sup &gt;+&lt;/ sup</dc:subject>
          <dc:subject>observer variability inherent</dc:subject>
          <dc:subject>multivariable cox regression</dc:subject>
          <dc:subject>magnetic resonance imaging</dc:subject>
          <dc:subject>evaluated using kaplan</dc:subject>
          <dc:subject>dice similarity coefficient</dc:subject>
          <dc:subject>9 %, hr</dc:subject>
          <dc:subject>evaluate segmentation performance</dc:subject>
          <dc:subject>dilated vessel segmentation</dc:subject>
          <dc:subject>observer agreement analysis</dc:subject>
          <dc:subject>meier survival analysis</dc:subject>
          <dc:subject>important prognostic biomarker</dc:subject>
          <dc:subject>achieved substantial agreement</dc:subject>
          <dc:subject>significantly lower 3</dc:subject>
          <dc:subject>75 – 3</dc:subject>
          <dc:subject>reflecting tumor invasiveness</dc:subject>
          <dc:subject>intravascular tumor signal</dc:subject>
          <dc:subject>year overall survival</dc:subject>
          <dc:subject>div &gt;&lt; p</dc:subject>
          <dc:subject>7 %– 88</dc:subject>
          <dc:subject>7 %– 85</dc:subject>
          <dc:subject>mremvi assessment based</dc:subject>
          <dc:subject>manual mremvi assessment</dc:subject>
          <dc:subject>based segmentation model</dc:subject>
          <dc:subject>1 %, hr</dc:subject>
          <dc:subject>mremvi status identified</dc:subject>
          <dc:subject>comprehensive prognostic validation</dc:subject>
          <dc:subject>713 – 0</dc:subject>
          <dc:subject>95 – 3</dc:subject>
          <dc:subject>level segmentation</dc:subject>
          <dc:subject>reader agreement</dc:subject>
          <dc:subject>prognostic value</dc:subject>
          <dc:subject>free survival</dc:subject>
          <dc:subject>year disease</dc:subject>
          <dc:subject>work establishes</dc:subject>
          <dc:subject>vs .&lt;/</dc:subject>
          <dc:subject>treatment individualization</dc:subject>
          <dc:subject>training cohort</dc:subject>
          <dc:subject>study trained</dc:subject>
          <dc:subject>senior radiologists</dc:subject>
          <dc:subject>risk stratification</dc:subject>
          <dc:subject>rectal cancer</dc:subject>
          <dc:subject>patients identified</dc:subject>
          <dc:subject>p &lt;/</dc:subject>
          <dc:subject>objective framework</dc:subject>
          <dc:subject>metastatic potential</dc:subject>
          <dc:subject>level localization</dc:subject>
          <dc:subject>internal five</dc:subject>
          <dc:subject>fold cross</dc:subject>
          <dc:description>&lt;p&gt;The color intensity in the heatmap represents the pairwise Cohen’s kappa values between each pair of readers. R1 and R2 denote junior radiologists (H.H. and Y.Y.); R3 and R4, mid-level radiologists (H.Y. and Y.L.); and R5 and R6, senior radiologists (L.Y. and W.X.). R, reader. AI, artificial intelligence; mr, magnetic resonance; EMVI, extramural vascular invasion.&lt;/p&gt;</dc:description>
          <dc:date>2026-10-01T17:40:25Z</dc:date>
          <dc:type>Image</dc:type>
          <dc:type>Figure</dc:type>
          <dc:identifier>10.1371/journal.pdig.0001763.g004</dc:identifier>
          <dc:relation>https://figshare.com/articles/figure/_p_Heatmap_of_inter-reader_agreement_between_the_AI-mrEMVI_model_and_radiologists_in_mrEMVI_assessment_p_/34048952</dc:relation>
          <dc:rights>CC BY 4.0</dc:rights>
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