Data Mapping

Collecting and structuring vital transfusion case data.

A hemoglobin testing kit with a box containing multiple test kits. The packaging includes detailed labeling in both French and Arabic, with a red foil packet placed in front of the box. The text provides product information, usage instructions, and expiration dates.

A hemoglobin testing kit with a box containing multiple test kits. The packaging includes detailed labeling in both French and Arabic, with a red foil packet placed in front of the box. The text provides product information, usage instructions, and expiration dates.

Causal Inference

Utilizing GPT-4 for risk event analysis and recommendations.

A laboratory setting with a robotic arm interacting with test tubes that have various colored caps, arranged on a tray. The background has a blurred effect, creating a focus on the equipment.

A laboratory setting with a robotic arm interacting with test tubes that have various colored caps, arranged on a tray. The background has a blurred effect, creating a focus on the equipment.

A person wearing blue protective gloves is handling a syringe and a vial on a metallic surface. The background includes a stainless steel shelf holding rows of small bottles with blue caps. There is also a pack of alcohol wipes and a box containing laboratory equipment.

A person wearing blue protective gloves is handling a syringe and a vial on a metallic surface. The background includes a stainless steel shelf holding rows of small bottles with blue caps. There is also a pack of alcohol wipes and a box containing laboratory equipment.

A person wearing green gloves is working in a laboratory setting, using a pipette to transfer liquid into small tubes placed in a pink rack. A red biohazard container is visible on the right side, and various lab equipment and documents are scattered around the workspace.

A person wearing green gloves is working in a laboratory setting, using a pipette to transfer liquid into small tubes placed in a pink rack. A red biohazard container is visible on the right side, and various lab equipment and documents are scattered around the workspace.

Optimization Strategies

Suggesting improvements for donor eligibility and transfusion processes.

A medical monitor displaying various vital signs including heart rate and pulse. The screen shows numbers like 139 and 78, with graphical representations of the data below on a printout. The device has several buttons for interaction at the bottom.

A medical monitor displaying various vital signs including heart rate and pulse. The screen shows numbers like 139 and 78, with graphical representations of the data below on a printout. The device has several buttons for interaction at the bottom.

Data-driven insights