---
dataset_info:
  features:
  - name: patient_id
    dtype: string
  - name: age
    dtype: int64
  - name: sex
    dtype: string
  - name: opg_image
    dtype: image
  splits:
  - name: train
    num_bytes: 7414452
    num_examples: 5
  download_size: 7400400
  dataset_size: 7414452
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
---
**Dataset Description:**

**This dataset is a large-scale collection of OPG (Orthopantomogram) X-ray reports without clinical findings, containing data from 970 patients and 970 medical images, designed to support the development and training of advanced healthcare AI, medical imaging, diagnostic AI, and clinical NLP systems.**

The dataset captures authentic imaging characteristics such as scanner variability, acquisition protocols, and patient positioning, along with clinical narratives. This ensures high-quality, real-world data suitable for building accurate and scalable AI systems.
Additionally, this dataset can be used in pipelines for **Supervised Fine-Tuning (SFT) and Reinforcement Learning with Human Feedback (RLHF) workflows**, enabling models to better distinguish between normal and abnormal cases and reduce false positives.

**Dataset Specification**

    -Patients: 970
    -Images: 970
    -Modality: X-ray (Radiography)
    -Type: Medical images without clinical findings 
    -Data Source: Clinical X-ray reports
    -Body Regions: Chest, Limbs, Spine, Abdomen, etc.
    -Data Nature: Real-world clinical data


**Key Use Cases**

    -Baseline learning for diagnostic models
    -False positive reduction
    -Medical image segmentation 
    -Clinical decision support systems
    -Radiology report generation 
    -Model validation and calibration


**Value of This Dataset**

    -Improves model specificity and reduces false alarms
    -Supports binary and multi-class classification tasks
    -Essential for anomaly detection systems
    -Helps build clinically safe AI solutions
    -Supports real-world healthcare deployment

**Basic JSON Schema**
```json
{
  "patient_id": "string",
  "age": "int64",
  "sex": "string",
  "opg_image": "Image"
}
```
**Data Creation**

  Procured through formal agreements and generated in the ordinary course of business.

**Considerations**

  This dataset is provided for research and educational purposes only. It contains only sample data. For access to the full dataset and enterprise licensing options, please visit our website [InfoBay.AI](https://infobay.ai/) or contact us directly.
  
    -Ph: (+91) 9236354075
    -Email: datareq@infobay.ai