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@@ -12,3 +12,47 @@ short_description: Clinical NER, Anatomy Detection, and POS Tagging with Gradio
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  Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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+ # Clinical NER, Anatomy Detection, and POS Tagging
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+ This Gradio application provides Named Entity Recognition (NER) for clinical text, anatomy detection, and Part-of-Speech (POS) tagging using state-of-the-art transformer models.
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+ ## Features
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+ - **Clinical NER**: Extract medical entities (diseases, symptoms, treatments, etc.) from clinical text
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+ - **Anatomy Detection**: Identify anatomical terms in medical text
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+ - **POS Tagging**: Part-of-speech tagging for linguistic analysis
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+ - **Multiple Output Formats**: Get results in human-readable format or Prolog facts
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+ - **Combined Analysis**: Run all three analyses simultaneously
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+ ## Models Used
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+ - **Clinical NER**: `samrawal/bert-base-uncased_clinical-ner`
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+ - **Anatomy Detection**: `OpenMed/OpenMed-NER-AnatomyDetect-BioPatient-108M`
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+ - **POS Tagging**: spaCy `en_core_web_sm`
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+ ## Usage
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+ The app provides four tabs:
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+ 1. **Clinical NER**: Extract clinical entities from medical text
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+ 2. **Anatomy Detection**: Detect anatomical terms
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+ 3. **POS Tagging**: Analyze part-of-speech tags
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+ 4. **Combined Analysis**: Run all analyses at once
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+ Each tab supports:
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+ - Basic format: Human-readable output with entity highlighting
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+ - Prolog format: Structured facts for logic programming
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+ ## Example
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+ Input:
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+ ```
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+ Patient presents with pain in the left ventricle and elevated cardiac enzymes. The heart shows signs of inflammation.
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+ ```
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+ Output includes detected medical conditions, anatomical structures, and linguistic analysis.
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+ ## Based On
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+ This is a Gradio version of the clinical-ner FastAPI application, converted for easier demonstration and interaction.