Artificial Intelligence

The Transformative Power of Artificial Intelligence in Healthcare

Artificial Intelligence (AI) has emerged as a transformative force revolutionizing the healthcare industry. By leveraging advanced algorithms and predictive modeling, AI-powered data science is unlocking valuable insights from vast healthcare datasets. This trend is reshaping diagnostics, treatment planning, and healthcare delivery, offering benefits such as enhanced accuracy in diagnoses, optimized treatment pathways, and improved operational efficiency.

At BSP, our team of experienced experts is at the forefront of integrating AI and data science to provide innovative healthcare solutions and actionable insights to our clients. With our expertise, we are driving the adoption of AI-driven data science to empower healthcare organizations with the tools and knowledge needed to deliver superior patient care.

BSP provides cutting-edge techniques in following AI applications

Machine Learning

Machine learning (ML) is a broad group of techniques that “train” the model to develop and apply heuristics for predictive value. BSP has developed several machine learning algorithms to uncover key insights in healthcare data.

Optimization

BSP is experienced in leveraging algorithms such as basin-hopping, to tackle complex non-linear problems involving multiple modalities and variables. Through optimization, BSP can effectively assess and showcase the value and impact of new interventions on healthcare outcomes and guide decision-making processes.

Natural Language Processing

BSP possesses natural language processing (NLP) capabilities, using neural networks and deep learning, to efficiently extract relevant data from large volumes of textual and auditory information, empowering comprehensive analysis and insights.

Computer Vision Processing

BSP’s computer vision capabilities, powered by neural networks and deep learning, are able to process/segmentalize/classify images and extract relevant information from image datasets, enabling tasks such as report creation and database population.

Relevant Experience and Past Work

BSP leveraged the Random Forest model to identify and prioritize the comorbidities that contribute the most to high healthcare costs for major depressive disorder patients

BSP employed Random Forest, a machine learning model, to prioritize variables for modeling, which reduces potential biases compared to traditional methods. By using Random Forest, BSP was able to determine the relative importance of comorbid conditions, providing insights that a traditional approach cannot offer.

BSP used optimization algorithms to demonstrate the cost-effectiveness of a novel diagnostic/ surveillance test for recurrent colorectal cancer

BSP developed a model framework, involving a Markov simulation, and calibrated the model against real-world data using optimization algorithms, such as Basin-hopping and Nelder-Mead methods. We conducted a comparative simulation to assess the clinical and economic impact of a novel diagnostic test versus current standard surveillance protocols.

BSP integrates AI into the systematic literature review (SLR) process to deliver high-quality SLRs at a lower cost within short turnaround times

BSP combines AI search tools, NLP, and ML to develop a comprehensive search strategy and automate screening and data extraction. This collaborative approach, combining AI/ML tools with human input, ensures reliable data synthesis and output, enabling quick and high-quality summarization of findings according to PRISMA guidelines.

Contact BSP today to unlock the opportunities of AI and machine learning in your organization

Artificial intelligence (AI) and machine learning (ML) usher in next-generation healthcare, driven by the exponential growth of data, advances in techniques, and the desire to provide better care. BSP understands the significance of utilizing diverse data sources that best cater to our clients’ needs for machine learning applications. With our extensive experience in handling various data sources, we can assist in selecting the most suitable one for analysis purposes. BSP has developed several proprietary machine learning algorithms that are specifically tailored to extract meaningful insights from healthcare data. If you are interested in exploring the potential of AI and ML within your organization, we encourage you to reach out to us.

Boston Strategic Partners