Oncology Data Integration

We integrate clinical data, fine-tune models, and validate with experts for optimal oncology solutions.

A medical device is positioned against a plain background. The machine features a screen displaying various icons and controls, likely for diagnostic purposes, and an apparatus for eye examination.
A medical device is positioned against a plain background. The machine features a screen displaying various icons and controls, likely for diagnostic purposes, and an apparatus for eye examination.
A display screen shows information about ChatGPT, a language model for dialogue optimization. The text includes details on how the model is used in conversational contexts. The background is primarily green, with pink and purple graphic lines on the right side. The OpenAI logo is positioned at the top left.
A display screen shows information about ChatGPT, a language model for dialogue optimization. The text includes details on how the model is used in conversational contexts. The background is primarily green, with pink and purple graphic lines on the right side. The OpenAI logo is positioned at the top left.
Clinical Data Curation

Curating de-identified data from over 500 interventional oncology cases for comprehensive analysis and insights.

Model Fine-Tuning

Fine-tuning GPT-4 on oncology-specific guidelines and literature to enhance decision-making and reporting.

Oncology Integration

Hybrid design for clinical data integration and expert validation.

A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.
A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.
Model Training

Fine-tuning GPT-4 on oncology-specific guidelines and academic literature.

A stylized, green geometric logo resembling overlapping lines forms the central focus. Below the logo, the text 'Open AI' is displayed in a golden hue. The background features a pattern of concentric, reflective circles with a teal tint on a dark surface.
A stylized, green geometric logo resembling overlapping lines forms the central focus. Below the logo, the text 'Open AI' is displayed in a golden hue. The background features a pattern of concentric, reflective circles with a teal tint on a dark surface.
Web Assistant

Developing an API-driven assistant for clinician decision support and reporting.

Hands typing on a laptop with a stethoscope resting on the wooden table beside it. The setting suggests a work environment that combines technology with healthcare.
Hands typing on a laptop with a stethoscope resting on the wooden table beside it. The setting suggests a work environment that combines technology with healthcare.

The research is expected to produce:

  1. A domain-adapted GPT-4 model for interpreting complex oncological data and supporting interventional treatment planning.

  2. A prototype assistant capable of translating imaging and genomic information into actionable interventional procedures.

  3. Reduced time and cognitive load for clinicians by automating documentation and cross-modality data synthesis.

  4. Contributions to human-AI collaboration paradigms in precision oncology, demonstrating how LLMs can augment rather than replace expert decision-making.
    This will also offer broader implications for regulatory-compliant AI in medicine and increase confidence in AI-driven decision support systems.

Integration

Combining clinical data for enhanced oncology insights.

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