title: Breast Cancer Mammogram Classification
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type: community
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group: Community Contributions
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image: /static/templates/community-contributions/breast-cancer-mammogram-classification.jpg
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details: <h1>Breast Cancer Mammogram Classification</h1>
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source_repo: https://github.com/humanSignal/awesome-label-studio-config/tree/main/label-configs/breast-cancer-mammogram-classification
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config: |
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<View>
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<!-- Template sourced from awesome-label-studio-config repository: https://github.com/humanSignal/awesome-label-studio-config/tree/main/label-configs/breast-cancer-mammogram-classification -->
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<Style>
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.mammogram-container {
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padding: var(--spacing-600);
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box-shadow: 0 2px 8px rgba(var(--color-neutral-shadow-raw) / 0.15);
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border-radius: var(--corner-radius-medium);
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margin-bottom: var(--spacing-800);
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}
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.mammogram-grid {
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display: grid;
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grid-template-columns: 1fr 1fr;
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grid-template-rows: 1fr 1fr;
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grid-template-areas:
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'left-cc right-cc'
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'left-mlo right-mlo';
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gap: var(--spacing-600);
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margin: var(--spacing-600) 0;
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max-width: 1000px;
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margin-left: auto;
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margin-right: auto;
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}
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.mammogram-view {
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text-align: center;
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border: 2px solid var(--color-neutral-border);
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border-radius: var(--corner-radius-medium);
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padding: var(--spacing-500);
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background: var(--color-neutral-background);
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transition: border-color 0.3s ease;
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min-height: 480px;
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display: flex;
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flex-direction: column;
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}
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.mammogram-view:hover {
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border-color: var(--color-primary-border-subtle);
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}
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.left-cc { grid-area: left-cc; }
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.right-cc { grid-area: right-cc; }
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.left-mlo { grid-area: left-mlo; }
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.right-mlo { grid-area: right-mlo; }
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.mammogram-image {
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width: 100%;
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height: 400px;
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object-fit: contain;
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border-radius: var(--corner-radius-small);
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background: var(--color-neutral-background);
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}
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.view-header {
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font-size: var(--font-size-16);
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font-weight: var(--font-weight-semibold);
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color: var(--color-neutral-content);
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margin-bottom: var(--spacing-300);
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padding: var(--spacing-200) var(--spacing-300);
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background: var(--color-neutral-surface);
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border: 1px solid var(--color-neutral-border-subtle);
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border-radius: var(--corner-radius-small);
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text-align: center;
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}
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.instructions {
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background: var(--color-primary-background);
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padding: var(--spacing-500);
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border-radius: var(--corner-radius-medium);
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border-left: 4px solid var(--color-primary-border);
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margin-bottom: var(--spacing-600);
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line-height: var(--line-height-body-medium);
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}
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.instructions-header {
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font-size: var(--font-size-16);
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margin-bottom: var(--spacing-400);
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line-height: var(--line-height-body-medium);
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color: var(--color-neutral-content);
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}
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.birads-legend {
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background: var(--color-warning-background);
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color: var(--color-warning-content);
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padding: var(--spacing-400);
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border-radius: var(--corner-radius-small);
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border: 1px solid var(--color-warning-border-subtler);
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margin-top: var(--spacing-400);
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font-size: var(--font-size-14);
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line-height: var(--line-height-body-small);
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}
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.classification-section {
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background: var(--color-neutral-background);
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color: var(--color-neutral-content);
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padding: var(--spacing-600);
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border-radius: var(--corner-radius-medium);
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box-shadow: 0 2px 4px rgba(var(--color-neutral-shadow-raw) / 0.1);
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margin: var(--spacing-500) 0;
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border: 1px solid var(--color-neutral-border-subtle);
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}
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</Style>
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<!-- Header for context -->
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<Header value="Breast Cancer Mammogram Classification" style="text-align: center; font-size: var(--font-size-24); color: var(--color-neutral-content); margin-bottom: var(--spacing-500);" />
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<!-- Instructions -->
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<View className="instructions">
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<Header value="Please review the standard mammographic views (CC and MLO) of both breasts. Compare corresponding views (e.g., L-CC with R-CC). Label each breast individually, and report any findings." style="font-size: 16px; margin-bottom: 10px; height:auto;" />
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<View className="birads-legend">
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<Text name="birads_legend" value="BI-RADS: 0 = Incomplete, 1 = Negative, 2 = Benign, 3 = Probably Benign, 4 = Suspicious, 5 = Highly Suggestive of Malignancy, 6 = Known Cancer" />
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</View>
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</View>
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<!-- Mammogram Views Grid -->
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<View className="mammogram-container">
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<View className="mammogram-grid">
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<!-- Left CC -->
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<View className="mammogram-view left-cc">
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<Header value="Left CC" className="view-header" />
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<Image name="left_cc" value="$img1" className="mammogram-image" />
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</View>
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<!-- Right CC -->
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<View className="mammogram-view right-cc">
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<Header value="Right CC" className="view-header" />
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<Image name="right_cc" value="$img3" className="mammogram-image" />
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</View>
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<!-- Left MLO -->
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<View className="mammogram-view left-mlo">
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<Header value="Left MLO" className="view-header" />
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<Image name="left_mlo" value="$img2" className="mammogram-image" />
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</View>
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<!-- Right MLO -->
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<View className="mammogram-view right-mlo">
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<Header value="Right MLO" className="view-header" />
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<Image name="right_mlo" value="$img4" className="mammogram-image" />
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</View>
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</View>
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</View>
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<!-- Left Breast Classification -->
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<View className="classification-section">
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<Header value="Left Breast: BI-RADS Classification" style="font-size: var(--font-size-20); color: var(--color-neutral-content); margin-bottom: var(--spacing-400);" />
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<Choices name="birads_left" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single" required="true">
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<Choice value="0 - Incomplete" />
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<Choice value="1 - Negative" />
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<Choice value="2 - Benign" />
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<Choice value="3 - Probably Benign" />
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<Choice value="4 - Suspicious Abnormality" />
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<Choice value="5 - Highly Suggestive of Malignancy" />
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<Choice value="6 - Known Biopsy-Proven Malignancy" />
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</Choices>
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<Header value="Left Breast: Density" style="font-size: var(--font-size-16); color: var(--color-neutral-content-subtle); margin: var(--spacing-500) 0 var(--spacing-200) 0;" />
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<Choices name="density_left" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single">
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<Choice value="A - Almost entirely fatty" />
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<Choice value="B - Scattered fibroglandular densities" />
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<Choice value="C - Heterogeneously dense" />
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<Choice value="D - Extremely dense" />
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</Choices>
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<Header value="Left Breast: Findings (Optional)" style="font-size: var(--font-size-16); color: var(--color-neutral-content-subtle); margin: var(--spacing-500) 0 var(--spacing-200) 0;" />
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<Choices name="findings_left" toName="left_cc,right_cc,left_mlo,right_mlo" choice="multiple">
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<Choice value="Mass" />
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<Choice value="Calcifications" />
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<Choice value="Architectural Distortion" />
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<Choice value="Asymmetry" />
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<Choice value="Skin/Nipple Retraction" />
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</Choices>
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</View>
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<!-- Right Breast Classification -->
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<View className="classification-section">
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<Header value="Right Breast: BI-RADS Classification" style="font-size: var(--font-size-20); color: var(--color-neutral-content); margin-bottom: var(--spacing-400);" />
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<Choices name="birads_right" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single" required="true">
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<Choice value="0 - Incomplete" />
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<Choice value="1 - Negative" />
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<Choice value="2 - Benign" />
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<Choice value="3 - Probably Benign" />
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<Choice value="4 - Suspicious Abnormality" />
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<Choice value="5 - Highly Suggestive of Malignancy" />
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<Choice value="6 - Known Biopsy-Proven Malignancy" />
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</Choices>
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<Header value="Right Breast: Density" style="font-size: var(--font-size-16); color: var(--color-neutral-content-subtle); margin: var(--spacing-500) 0 var(--spacing-200) 0;" />
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<Choices name="density_right" toName="left_cc,right_cc,left_mlo,right_mlo" choice="single">
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<Choice value="A - Almost entirely fatty" />
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<Choice value="B - Scattered fibroglandular densities" />
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<Choice value="C - Heterogeneously dense" />
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<Choice value="D - Extremely dense" />
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</Choices>
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<Header value="Right Breast: Findings (Optional)" style="font-size: var(--font-size-16); color: var(--color-neutral-content-subtle); margin: var(--spacing-500) 0 var(--spacing-200) 0;" />
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<Choices name="findings_right" toName="left_cc,right_cc,left_mlo,right_mlo" choice="multiple">
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<Choice value="Mass" />
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<Choice value="Calcifications" />
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<Choice value="Architectural Distortion" />
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<Choice value="Asymmetry" />
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<Choice value="Skin/Nipple Retraction" />
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</Choices>
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</View>
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<!-- Additional Observations -->
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<View className="classification-section">
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<Header value="Additional Observations / Notes (Optional)" style="font-size: var(--font-size-20); color: var(--color-neutral-content); margin-bottom: var(--spacing-400);" />
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<TextArea
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name="notes"
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toName="left_cc,right_cc,left_mlo,right_mlo"
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rows="5"
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placeholder="Describe any notable findings, technical issues, or comparison to prior exams."
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style="width: 100%; padding: var(--spacing-300); border: 2px solid var(--color-neutral-border); border-radius: var(--corner-radius-small); font-size: var(--font-size-14); background: var(--color-neutral-background); color: var(--color-neutral-content);"
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/>
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</View>
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</View>
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<!-- {
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"data": {
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"img1": "https://raw.githubusercontent.com/HumanSignal/awesome-label-studio-configs/refs/heads/main/label-configs/breast-cancer-mammogram-classification/assets/l-cc.png",
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"img2": "https://raw.githubusercontent.com/HumanSignal/awesome-label-studio-configs/refs/heads/main/label-configs/breast-cancer-mammogram-classification/assets/r-cc.png",
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"img3": "https://raw.githubusercontent.com/HumanSignal/awesome-label-studio-configs/refs/heads/main/label-configs/breast-cancer-mammogram-classification/assets/l-mlo.png",
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"img4": "https://raw.githubusercontent.com/HumanSignal/awesome-label-studio-configs/refs/heads/main/label-configs/breast-cancer-mammogram-classification/assets/r-mlo.png"
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}
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}
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-->
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