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Update dataset_description.json

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  1. dataset_description.json +62 -251
dataset_description.json CHANGED
@@ -1,280 +1,91 @@
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  {
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  "@context": {
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- "sc": "https://schema.org/",
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- "cr": "http://mlcommons.org/croissant/schema/1.0"
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  },
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- "@type": "sc:Dataset",
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- "name": "NOVA: Clinical Distribution Shift Benchmark",
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- "description": "NOVA is a benchmark dataset designed to evaluate generalization of vision-language models in clinical scenarios. It includes brain MRI images with bounding box annotations from experts, image captions, clinical metadata, and diagnostic labels.",
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- "license": "https://creativecommons.org/licenses/by/4.0/",
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- "url": "https://huggingface.co/datasets/Ano-2090/Nova",
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- "conformsTo": "http://mlcommons.org/croissant/1.0",
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- "distribution": [
 
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  {
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- "@type": "cr:FileObject",
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- "@id": "captions.csv",
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- "name": "captions.csv",
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- "contentUrl": "https://huggingface.co/datasets/Ano-2090/Nova/resolve/main/captions.csv",
 
 
 
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  "encodingFormat": "text/csv"
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  },
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  {
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- "@type": "cr:FileObject",
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- "@id": "case_metadata.csv",
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- "name": "case_metadata.csv",
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- "contentUrl": "https://huggingface.co/datasets/Ano-2090/Nova/resolve/main/case_metadata.csv",
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  "encodingFormat": "text/csv"
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  },
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  {
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- "@type": "cr:FileObject",
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- "@id": "bboxes_gold.csv",
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- "name": "bboxes_gold.csv",
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- "contentUrl": "https://huggingface.co/datasets/Ano-2090/Nova/resolve/main/bboxes_gold.csv",
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  "encodingFormat": "text/csv"
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  },
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  {
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- "@type": "cr:FileObject",
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- "@id": "bboxes_raters.csv",
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- "name": "bboxes_raters.csv",
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- "contentUrl": "https://huggingface.co/datasets/Ano-2090/Nova/resolve/main/bboxes_raters.csv",
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  "encodingFormat": "text/csv"
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  }
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  ],
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- "recordSet": [
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  {
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- "@type": "cr:RecordSet",
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- "name": "Captions",
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- "description": "Captions associated with medical images.",
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- "field": [
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- {
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- "@type": "cr:Field",
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- "name": "filename",
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- "dataType": "sc:Text",
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- "source": {
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- "fileObject": {
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- "@id": "captions.csv"
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- },
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- "extract": {
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- "column": "filename"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "caption",
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- "dataType": "sc:Text",
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- "source": {
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- "fileObject": {
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- "@id": "captions.csv"
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- },
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- "extract": {
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- "column": "caption"
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- }
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- }
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- }
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  ]
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  },
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  {
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- "@type": "cr:RecordSet",
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- "name": "CaseMetadata",
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- "description": "Clinical metadata for each case.",
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- "field": [
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- {
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- "@type": "cr:Field",
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- "name": "case_id",
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- "dataType": "sc:Text",
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- "source": {
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- "fileObject": {
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- "@id": "case_metadata.csv"
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- },
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- "extract": {
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- "column": "case_id"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "clinical_history",
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- "dataType": "sc:Text",
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- "source": {
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- "fileObject": {
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- "@id": "case_metadata.csv"
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- },
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- "extract": {
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- "column": "clinical_history"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "final_diagnosis",
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- "dataType": "sc:Text",
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- "source": {
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- "fileObject": {
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- "@id": "case_metadata.csv"
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- },
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- "extract": {
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- "column": "final_diagnosis"
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- }
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- }
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- }
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  ]
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  },
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  {
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- "@type": "cr:RecordSet",
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- "name": "GoldBoundingBoxes",
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- "description": "Gold standard bounding boxes annotated by experts.",
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- "field": [
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- {
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- "@type": "cr:Field",
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- "name": "filename",
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- "dataType": "sc:Text",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_gold.csv"
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- },
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- "extract": {
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- "column": "filename"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "x",
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- "dataType": "sc:Number",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_gold.csv"
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- },
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- "extract": {
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- "column": "x"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "y",
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- "dataType": "sc:Number",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_gold.csv"
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- },
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- "extract": {
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- "column": "y"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "width",
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- "dataType": "sc:Number",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_gold.csv"
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- },
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- "extract": {
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- "column": "width"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "height",
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- "dataType": "sc:Number",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_gold.csv"
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- },
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- "extract": {
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- "column": "height"
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- }
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- }
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- }
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  ]
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  },
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  {
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- "@type": "cr:RecordSet",
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- "name": "RaterBoundingBoxes",
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- "description": "Bounding boxes annotated by individual radiologists.",
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- "field": [
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- {
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- "@type": "cr:Field",
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- "name": "filename",
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- "dataType": "sc:Text",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_raters.csv"
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- },
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- "extract": {
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- "column": "filename"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "rater",
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- "dataType": "sc:Text",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_raters.csv"
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- },
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- "extract": {
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- "column": "rater"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "x",
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- "dataType": "sc:Number",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_raters.csv"
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- },
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- "extract": {
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- "column": "x"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "y",
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- "dataType": "sc:Number",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_raters.csv"
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- },
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- "extract": {
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- "column": "y"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "width",
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- "dataType": "sc:Number",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_raters.csv"
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- },
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- "extract": {
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- "column": "width"
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- }
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- }
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- },
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- {
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- "@type": "cr:Field",
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- "name": "height",
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- "dataType": "sc:Number",
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- "source": {
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- "fileObject": {
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- "@id": "bboxes_raters.csv"
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- },
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- "extract": {
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- "column": "height"
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- }
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- }
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- }
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  ]
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  }
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  ]
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- }
 
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  {
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  "@context": {
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+ "@vocab": "https://mlcommons.org/croissant/schema/1.0#"
 
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  },
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+ "@type": "https://schema.org/Dataset",
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+ "https://schema.org/name": "nova",
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+ "https://schema.org/description": "NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI",
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+ "https://schema.org/citation": "Bercea et al., NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI, arXiv:2505.14064",
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+ "https://schema.org/datePublished": "2025-05-20",
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+ "https://schema.org/license": "https://creativecommons.org/licenses/by-nc-sa/4.0/",
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+ "https://schema.org/version": "1.0.0",
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+ "sources": [
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  {
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+ "name": "Images",
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+ "contentUrl": "Images/{case_id}_{scan_id}.png",
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+ "encodingFormat": "image/png"
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+ },
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+ {
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+ "name": "case_metadata",
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+ "contentUrl": "case_metadata.csv",
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  "encodingFormat": "text/csv"
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  },
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  {
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+ "name": "captions",
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+ "contentUrl": "captions.csv",
 
 
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  "encodingFormat": "text/csv"
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  },
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  {
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+ "name": "bboxes_gold",
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+ "contentUrl": "bboxes_gold.csv",
 
 
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  "encodingFormat": "text/csv"
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  },
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  {
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+ "name": "bboxes_raters",
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+ "contentUrl": "bboxes_raters.csv",
 
 
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  "encodingFormat": "text/csv"
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  }
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  ],
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+ "tables": [
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  {
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+ "name": "case_metadata",
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+ "url": "case_metadata.csv",
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+ "columns": [
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+ { "name": "case_id", "description": "Unique case identifier" },
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+ { "name": "title", "description": "Case title" },
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+ { "name": "publication_date", "description": "Date of publication" },
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+ { "name": "clinical_history", "description": "Patient clinical background" },
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+ { "name": "differential_diagnosis", "description": "List of differential diagnoses" },
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+ { "name": "final_diagnosis", "description": "Final radiological diagnosis" },
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+ { "name": "link", "description": "Original case URL on Eurorad" }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ]
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  },
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  {
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+ "name": "captions",
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+ "url": "captions.csv",
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+ "columns": [
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+ { "name": "filename", "description": "Filename of the corresponding image" },
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+ { "name": "caption", "description": "Radiologist-written image caption" },
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+ { "name": "case_id", "description": "Case identifier" },
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+ { "name": "scan_id", "description": "Scan identifier" }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ]
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  },
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  {
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+ "name": "bboxes_gold",
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+ "url": "bboxes_gold.csv",
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+ "columns": [
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+ { "name": "filename", "description": "Filename of the image" },
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+ { "name": "case_id", "description": "Case identifier" },
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+ { "name": "scan_id", "description": "Scan identifier" },
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+ { "name": "x", "description": "Top-left x-coordinate of bounding box" },
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+ { "name": "y", "description": "Top-left y-coordinate of bounding box" },
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+ { "name": "width", "description": "Width of the bounding box" },
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+ { "name": "height", "description": "Height of the bounding box" }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ]
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  },
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  {
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+ "name": "bboxes_raters",
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+ "url": "bboxes_raters.csv",
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+ "columns": [
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+ { "name": "filename", "description": "Filename of the image" },
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+ { "name": "case_id", "description": "Case identifier" },
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+ { "name": "scan_id", "description": "Scan identifier" },
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+ { "name": "rater", "description": "ID of the annotating radiologist" },
84
+ { "name": "x", "description": "Top-left x-coordinate of bounding box" },
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+ { "name": "y", "description": "Top-left y-coordinate of bounding box" },
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+ { "name": "width", "description": "Width of the bounding box" },
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+ { "name": "height", "description": "Height of the bounding box" }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ]
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  }
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  ]
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+ }