|
2774 | 2774 | "website": "https://yanaiela.github.io"
|
2775 | 2775 | }
|
2776 | 2776 | },
|
| 2777 | + { |
| 2778 | + "id": "Healthsea", |
| 2779 | + "title": "Healthsea", |
| 2780 | + "slogan": "Healthsea: an end-to-end spaCy pipeline for exploring health supplement effects", |
| 2781 | + "description": "This spaCy project trains an NER model and a custom Text Classification model with Clause Segmentation and Blinding capabilities to analyze supplement reviews and their potential effects on health.", |
| 2782 | + "github": "explosion/healthsea", |
| 2783 | + "thumb": "https://github.com/explosion/healthsea/blob/main/img/Jellyfish.png", |
| 2784 | + "category": ["pipeline", "research"], |
| 2785 | + "code_example": [ |
| 2786 | + "import spacy", |
| 2787 | + "", |
| 2788 | + "nlp = spacy.load(\"en_healthsea\")", |
| 2789 | + "doc = nlp(\"This is great for joint pain.\")", |
| 2790 | + "", |
| 2791 | + "# Clause Segmentation & Blinding", |
| 2792 | + "print(doc._.clauses)", |
| 2793 | + "", |
| 2794 | + "> {", |
| 2795 | + "> \"split_indices\": [0, 7],", |
| 2796 | + "> \"has_ent\": true,", |
| 2797 | + "> \"ent_indices\": [4, 6],", |
| 2798 | + "> \"blinder\": \"_CONDITION_\",", |
| 2799 | + "> \"ent_name\": \"joint pain\",", |
| 2800 | + "> \"cats\": {", |
| 2801 | + "> \"POSITIVE\": 0.9824668169021606,", |
| 2802 | + "> \"NEUTRAL\": 0.017364952713251114,", |
| 2803 | + "> \"NEGATIVE\": 0.00002889777533710003,", |
| 2804 | + "> \"ANAMNESIS\": 0.0001394189748680219", |
| 2805 | + "> \"prediction_text\": [\"This\", \"is\", \"great\", \"for\", \"_CONDITION_\", \"!\"]", |
| 2806 | + "> }", |
| 2807 | + "", |
| 2808 | + "# Aggregated results", |
| 2809 | + "> {", |
| 2810 | + "> \"joint_pain\": {", |
| 2811 | + "> \"effects\": [\"POSITIVE\"],", |
| 2812 | + "> \"effect\": \"POSITIVE\",", |
| 2813 | + "> \"label\": \"CONDITION\",", |
| 2814 | + "> \"text\": \"joint pain\"", |
| 2815 | + "> }", |
| 2816 | + "> }" |
| 2817 | + ], |
| 2818 | + "author": "Edward Schmuhl", |
| 2819 | + "author_links": { |
| 2820 | + "github": "thomashacker", |
| 2821 | + "twitter": "aestheticedwar1", |
| 2822 | + "website": "https://explosion.ai/" |
| 2823 | + } |
| 2824 | + }, |
2777 | 2825 | {
|
2778 | 2826 | "id": "presidio",
|
2779 | 2827 | "title": "Presidio",
|
|
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