Hybrid Research

Utilizing genomic reports for advanced biomedical context understanding.

Two people in lab coats collaborate in an office setting. One is seated and pointing at a computer screen displaying medical images, while the other stands nearby holding a tablet. Large windows reveal a view of greenery outside, creating a bright and professional environment.

Two people in lab coats collaborate in an office setting. One is seated and pointing at a computer screen displaying medical images, while the other stands nearby holding a tablet. Large windows reveal a view of greenery outside, creating a bright and professional environment.

Data Engineering

Two months of genomic data processing and enhancement.

A person wearing a lab coat and blue gloves is looking through a microscope in a laboratory setting. There is a computer screen displaying data next to the microscope, and various laboratory equipment is present on the table.

A person wearing a lab coat and blue gloves is looking through a microscope in a laboratory setting. There is a computer screen displaying data next to the microscope, and various laboratory equipment is present on the table.

Fine-Tuning

One month of model optimization for clinical applications.

A biohazard specimen bag contains a swab and a test cassette for rapid testing. The bag is transparent with a vivid yellow label featuring a biohazard symbol.

A biohazard specimen bag contains a swab and a test cassette for rapid testing. The bag is transparent with a vivid yellow label featuring a biohazard symbol.

Two people are working in a lab environment, both wearing lab coats. One person is seated and pointing at a computer screen, while the other is standing, looking at the screens. Multiple computer monitors display complex data, possibly related to scientific or medical research.

Two people are working in a lab environment, both wearing lab coats. One person is seated and pointing at a computer screen, while the other is standing, looking at the screens. Multiple computer monitors display complex data, possibly related to scientific or medical research.

Multi-Task Learning

Training for summarization and terminology translation tasks.

Clinical Insights

Extracting actionable items from genomic reports effectively.

Research

A person wearing protective gloves and a face shield is examining a glowing blue surface, possibly a gel electrophoresis apparatus, in a dimly lit lab environment. The scene is illuminated by the blue light, highlighting the focused expression and tools held in the hands.

A person wearing protective gloves and a face shield is examining a glowing blue surface, possibly a gel electrophoresis apparatus, in a dimly lit lab environment. The scene is illuminated by the blue light, highlighting the focused expression and tools held in the hands.

A person with gray hair is using a microscope in a laboratory setting. They are wearing blue gloves and focusing on a slide under the microscope. Next to them is an electronic display with controls, indicating sophisticated scientific equipment.

A person with gray hair is using a microscope in a laboratory setting. They are wearing blue gloves and focusing on a slide under the microscope. Next to them is an electronic display with controls, indicating sophisticated scientific equipment.

A person in a laboratory setting works at a microscope station, wearing a white lab coat, blue hair net, and blue gloves. The environment is sterile, with scientific equipment organized around the station. A world map is visible on the wall, and a netted barrier separates sections of the lab.

A person in a laboratory setting works at a microscope station, wearing a white lab coat, blue hair net, and blue gloves. The environment is sterile, with scientific equipment organized around the station. A world map is visible on the wall, and a netted barrier separates sections of the lab.

A laboratory machine with a protective transparent cover is positioned on a counter. Next to it, a monitor is attached, and various cables are connected. The setting appears to be sterile, with a focus on technology and instrumentation.

A laboratory machine with a protective transparent cover is positioned on a counter. Next to it, a monitor is attached, and various cables are connected. The setting appears to be sterile, with a focus on technology and instrumentation.

A computer screen displaying a coding interface with Python code related to machine learning. The code imports libraries like sklearn and deals with model metrics such as precision and recall. A classification report is shown along with a section titled 'Different meta model trained' listing various models like DT, RF, LR, and XGB. Below, there is code for tuning an XGB model using GridSearchCV.

A computer screen displaying a coding interface with Python code related to machine learning. The code imports libraries like sklearn and deals with model metrics such as precision and recall. A classification report is shown along with a section titled 'Different meta model trained' listing various models like DT, RF, LR, and XGB. Below, there is code for tuning an XGB model using GridSearchCV.

A healthcare worker wearing a protective face shield, mask, and full-body suit is administering a COVID-19 test by taking a nasal or throat swab from a patient. The setting includes various medical supplies like bottles and gloves on a table.

A healthcare worker wearing a protective face shield, mask, and full-body suit is administering a COVID-19 test by taking a nasal or throat swab from a patient. The setting includes various medical supplies like bottles and gloves on a table.

Innovative hybrid design for genomic report analysis and enhancement.