Related Experiment Video
Updated: Feb 4, 2026
04:53
Author Spotlight: Advances in Evaluating Human Lung Epithelial Cells' Response to Metal-Organic Frameworks
Published on: May 26, 2023
1.7K
Mapping the AI Landscape in Life Sciences: A Framework for Evaluation and Adoption
Jennifer Hinkel1,2, Fraser Peck3, Cory Kidd1
1Sigla Sciences, Incline Village, NV, USA.
Blockchain in Healthcare Today
|February 2, 2026
Summary
This study introduces a framework to prioritize Artificial Intelligence (AI) initiatives in the life sciences sector. It helps professionals evaluate AI applications across the product lifecycle and operational domains for strategic decision-making.
Area of Science:
- Life Sciences
- Biotechnology
- Pharmaceuticals
Background:
- Artificial Intelligence (AI) adoption is rapidly increasing in the life sciences.
- Opportunities exist to improve biopharmaceutical research, development, and commercialization.
- The sector needs structured tools for prioritizing AI initiatives.
Purpose of the Study:
- To present a framework for categorizing and evaluating potential AI applications in the life sciences.
- To organize AI use cases by product lifecycle phase and operational domain.
Main Methods:
- A structured mixed-methods approach was used.
- This included a modified Delphi consensus process with industry experts.
- Qualitative case study review and iterative framework refinement were also employed.
Main Results:
- A matrix framework was developed to assess AI opportunities across the product lifecycle (research, clinical development, commercialization, post-marketing).
- AI's pervasive impact, data-driven strategies, and regulatory/ethical challenges were highlighted.
- The framework aids in evaluating AI applications in biopharma.
Conclusions:
- The framework offers a practical model for strategic AI adoption in the life sciences.
- It supports decision-making for AI integration in biopharmaceutical companies.
- This work provides a foundation for future research and transformation efforts.
Related Concept Videos
02:42Half-life of a Reaction
39.0K
The half-life of a reaction (t1/2) is the time required for one-half of a given amount of reactant to be consumed. In each succeeding half-life, half of the remaining concentration of the reactant is consumed. For example, during the decomposition of hydrogen peroxide, during the first half-life (from 0.00 hours to 6.00 hours), the concentration of H2O2 decreases from 1.000 M to 0.500 M. During the second half-life (from 6.00 hours to 12.00 hours), the concentration decreases from 0.500 M to...
39.0K
01:13Psychology as a Science
3.9K
Psychology, as a scientific discipline, aims to understand the mind and behavior through rigorous and systematic methods. The foundation of psychological research is evidence-based, relying heavily on the scientific method to derive and validate knowledge. This structured approach ensures that findings are reliable, valid, and applicable to broader contexts.
The scientific method in psychology involves six critical steps: making observations, formulating hypotheses, conducting tests, analyzing...
The scientific method in psychology involves six critical steps: making observations, formulating hypotheses, conducting tests, analyzing...
3.9K
01:23Characteristics of Life
261.2K
Biology is a natural science that studies life and living organisms, including their structure, function, development, interactions, evolution, distribution, and taxonomy. The field's scope is extensive and divided into several specialized disciplines, such as anatomy, physiology, ethology, genetics, and many more. All living things share a few key traits, including cellular organization, heritable genetic material and the ability to adapt/evolve, metabolism to regulate energy needs, the...
261.2K
02:39The Angiosperm Life Cycle
72.5K
Plants have a life cycle split between two multicellular stages: a haploid stage—with cells containing one set of chromosomes—and a diploid stage—with cells containing two sets of chromosomes. The haploid stage is the gamete-producing gametophyte, and the diploid stage is the spore-producing sporophyte.
72.5K
01:19Overview of Biostatistics in Health Sciences
5.2K
Biostatistics involves the application of statistical techniques to scientific research in health-related fields, including biology and public health. These techniques are essential for designing studies, collecting data, and analyzing it to draw meaningful conclusions. Given the complexity of biological processes, particularly in studies involving human subjects, biostatistical methods are crucial for effectively organizing and interpreting data that might otherwise obscure underlying patterns...
5.2K
02:40The Tree of Life - Bacteria, Archaea, Eukaryotes
38.4K
The “tree of life” describes the evolution of life and the evolutionary relationships between organisms. The root of the tree is the common ancestor to all life on Earth. All other species radiate from this point, much like the branches of a tree. The numerous tips of these branches on the tree of life represent every living, or extant, species. Extinct species, which are species that no longer exist, can be found towards the center of the tree. Currently, these organisms, both...
38.4K