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--- |
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task_categories: |
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- question-answering |
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language: |
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- en |
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tags: |
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- medical |
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pretty_name: Med_data |
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--- |
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short_description: Medical datasets for healthcare model training. |
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--- |
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# **Medical Datasets** |
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This Medical dataset is crafted as a versatile resource for enthusiasts of data science, machine learning, and data analysis. It replicates the characteristics of real-world healthcare data, offering users a platform to practice, refine, and showcase their data manipulation and analytical skills within the healthcare domain. |
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## **Potential Uses** |
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- Building and testing predictive models specific to healthcare. |
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- Practicing techniques for data cleaning, transformation, and analysis. |
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- Designing visualizations to uncover insights into healthcare trends. |
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- Learning and teaching data science and machine learning concepts in a healthcare setting. |
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## **Acknowledgments** |
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- This dataset is entirely synthetic, created with a focus on respecting healthcare data privacy and security. It contains no real patient information and complies with privacy regulations. |
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- The goal is to support advancements in data science and healthcare analytics while inspiring innovative ideas. |
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## Directory Structure |
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├── evaluation-medical-instruction-datasets/ |
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│ ├── evaluation-medical-instruction-dataset.json |
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│ ├── medmcqa-train-instruction-dataset.json |
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│ ├── medqa-train-instruction-dataset.json |
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│ └── pubmedqa-train-instruction-train.json |
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├── general-medical-instruction-datasets/ |
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│ ├── general-medical-instruction-dataset.json |
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│ ├── GenMedGPT-5k.json |
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│ ├── HealthCareMagic-100k.json |
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│ ├── medical_meadow_wikidoc_medical_flashcards.json |
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│ ├── medical_meadow_wikidoc_patient_info.json |
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│ └── medicationqa.json |
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├── medical-preference-data.json |
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└── medical-pretraining-datasets/ |
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## **Dataset Contents** |
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### **Evaluation Medical Instruction Datasets** |
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Contains datasets used for evaluating medical instruction models: |
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- `evaluation-medical-instruction-dataset.json` |
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- `medmcqa-train-instruction-dataset.json` |
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- `medial-train-instruction-dataset.json` |
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- `pubmedqa-train-instruction-train.json` |
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### **General Medical Instruction Datasets** |
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Contains general medical instruction datasets: |
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- `general-medical-instruction-dataset.json` |
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- `GenMedGPT-5k.json` |
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- `HealthCareMagic-100k.json` |
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- `medical_meadow_wikidoc_medical_flashcards.json` |
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- `medical_meadow_wikidoc_patient_info.json` |
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- `medicationqa.json` |
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### **Medical Preference Data** |
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- `medical-preference-data.json`: Contains data related to medical preferences. |
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### **Medical Pretraining Datasets** |
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Contains datasets used for pretraining medical models. |
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## **Usage** |
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These datasets can be used to train and evaluate models for medical question answering and other related tasks. Each dataset is provided in **JSON** and **TXT** formats and contains various medical instructions, inputs, and outputs. |
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## Example |
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Here is an example entry from the `medicationqa.json` dataset: |
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```json |
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{ |
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"instruction": "Your role as a doctor requires you to answer the medical questions taking into account the patient's description.", |
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"input": "how fast does the medication take to work amlodipine", |
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"output": "After oral administration of therapeutic doses of amlodipine besylate, absorption produces peak plasma concentrations between 6 and 12 hours." |
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} |
