Today, organizations generate massive amounts of documents and metadata across their many lines of business. As they modernize, the need to clean up, classify and migrate this information to new systems efficiently has intensified. Introducing CGI IntelliMigrate360 The CGI IntelliMigrate360...
Leveraging machine learning and XAI to forecast and understand data
July 13, 2023 With the growth of machine learning models, we have seen these provide unparalleled performance when predicting and forecasting outcomes from our data. Moreover, with the implementation of explainable artificial intelligence (XAI), we can now understand how these models make predictions...
How data science can help overcome imbalanced data
July 13, 2023 In the healthcare industry, one primary concern when doing research or creating a machine learning model to improve patient care is handling imbalanced data. For example, most individuals do not suffer from heart failure yearly, which is excellent. However, when...
Automation in life sciences can speed innovation while lowering costs
May 24, 2023 Life sciences companies are no strangers to change, but the past several years have presented unprecedented challenges to the industry. As we’ve seen through the CGI Voice of our Clients interviews, the pandemic accelerated trends that were already underway, particularly...
Using FDA’s Computer Software Assurance guidance to improve innovation and quality in life sciences
October 19, 2022 For several years, the U.S. Food and Drug Administration (FDA) and the life sciences industry have collaborated to develop guidelines for improving quality best practices in validating computer systems and harmonizing with international standards. The FDA’s release of the CSA...
Want to achieve health equity? Start by eliminating data bias
June 6, 2022 Although data and knowledge of the disproportionate application and access to health amongst minority populations are well known, data regarding the impact of the virus on exacerbating health disparities wasn’t immediately available.
Building your digital infrastructure from start-up to commercialization
February 4, 2022 Picture it - it’s been years since your vision of bringing a new therapy to market was set in motion. The team was small with an immediate focus on the product development stage. As the clock ticks away, the clinical...