Bias Detection

Implementing a three-phase methodology for healthcare diagnostic fairness.

A healthcare worker, wearing a light blue surgical gown, a white mask, and a white cap with red polka dots, adjusts her headwear in a hospital setting. The background features a wall clock and a white and gray interior.
A healthcare worker, wearing a light blue surgical gown, a white mask, and a white cap with red polka dots, adjusts her headwear in a hospital setting. The background features a wall clock and a white and gray interior.
Phase One

Curating anonymized patient case studies to analyze diverse demographics effectively.

A healthcare professional in a white coat administers an injection to an older woman who is smiling. The woman is wearing glasses and earrings, and they are both focused on the procedure.
A healthcare professional in a white coat administers an injection to an older woman who is smiling. The woman is wearing glasses and earrings, and they are both focused on the procedure.
Phase Two

Designing structured prompts to guide GPT-4 in diagnostic reasoning.

woman wearing yellow long-sleeved dress under white clouds and blue sky during daytime

The structured prompts significantly improved our diagnostic accuracy and reduced bias in patient evaluations.

Dr. Smith

A medical setting with two people, likely healthcare professionals, focusing on a patient who is surrounded by numerous medical devices and monitors. The environment is busy with various tubes and equipment connected to the patient.
A medical setting with two people, likely healthcare professionals, focusing on a patient who is surrounded by numerous medical devices and monitors. The environment is busy with various tubes and equipment connected to the patient.

Implementing their methodology enhanced our understanding of demographic impacts on treatment outcomes and recommendations.

Nurse Lee

A stethoscope rests on a white surface alongside a sphygmomanometer. Behind them, a thick book with a blue cover and a brown fabric bag are visible. The focus is on the medical instruments, suggesting a clinical or healthcare context.
A stethoscope rests on a white surface alongside a sphygmomanometer. Behind them, a thick book with a blue cover and a brown fabric bag are visible. The focus is on the medical instruments, suggesting a clinical or healthcare context.
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A teddy bear wearing a face mask is seated on a wooden surface beside a health guide chart depicting a food pyramid. Several medical items, including a stethoscope, blood pressure monitor, tablets, and an infrared thermometer, surround the teddy bear.
A teddy bear wearing a face mask is seated on a wooden surface beside a health guide chart depicting a food pyramid. Several medical items, including a stethoscope, blood pressure monitor, tablets, and an infrared thermometer, surround the teddy bear.
Insights

Innovative methodologies for healthcare bias detection.

Analysis

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