Deep learning in drug discovery: an integrative review and future challenges

H Askr, E Elgeldawi, H Aboul Ella… - Artificial Intelligence …, 2023 - Springer
Recently, using artificial intelligence (AI) in drug discovery has received much attention
since it significantly shortens the time and cost of developing new drugs. Deep learning (DL) …

Digital twins in pharmaceutical and biopharmaceutical manufacturing: a literature review

Y Chen, O Yang, C Sampat, P Bhalode… - Processes, 2020 - mdpi.com
The development and application of emerging technologies of Industry 4.0 enable the
realization of digital twins (DT), which facilitates the transformation of the manufacturing …

[HTML][HTML] Digitalization in pharmaceutical industry: What to focus on under the digital implementation process?

G Hole, AS Hole, I McFalone-Shaw - International Journal of Pharmaceutics …, 2021 - Elsevier
Digitalization of any manufacture industry is a key step in any progress of the production
process. The process of digitalization includes both increased use of robotics …

The interplay of emerging technologies in pharmaceutical supply chain performance: An empirical investigation for the rise of Pharma 4.0

E Saha, P Rathore, R Parida, NP Rana - Technological Forecasting and …, 2022 - Elsevier
The impact and the relevance of the emerging technologies on the supply chains have
attracted researchers and practitioners alike worldwide. Based on the resource-based view …

[HTML][HTML] The role of artificial intelligence in business transformation: A case of pharmaceutical companies

I Kulkov - Technology in Society, 2021 - Elsevier
Artificial intelligence (AI) is of great interest to researchers and practitioners as a means of
achieving the necessary progress in the pharmaceutical industry. However, the role of AI …

Data analytics in pharmaceutical supply chains: state of the art, opportunities, and challenges

A Nguyen, S Lamouri, R Pellerin… - … Journal of Production …, 2022 - Taylor & Francis
In recent years, data analytics in pharmaceutical supply chains has aroused much interest
as it has the potential of enabling better supply and management of healthcare products by …

Next-generation business models for artificial intelligence start-ups in the healthcare industry

I Kulkov - International Journal of Entrepreneurial Behavior & …, 2023 - emerald.com
Purpose Value creation based on artificial intelligence (AI) can significantly change global
healthcare. Diagnostics, therapy and drug discovery start-ups are some key forces behind …

Assessing the critical success factors for implementing industry 4.0 in the pharmaceutical industry: implications for supply chain sustainability in emerging economies

B Debnath, MS Shakur, ABMM Bari, J Saha, WA Porna… - Plos one, 2023 - journals.plos.org
The emerging technologies of Industry 4.0 (I4. 0) are crucial to incorporating agility,
sustainability, smartness, and competitiveness in the business model, enabling long-term …

Status of Industry 4.0 applications in healthcare 4.0 and Pharma 4.0

HM Inuwa, AR Raja, A Kumar, B Singh… - Materials Today …, 2022 - Elsevier
Industry 4.0 enabling technologies form the building foundation through which industrial
automation having intelligent systems can become possible in the 21 st century. By …

Towards Pharma 4.0 in clinical trials: A future-orientated perspective

RE Hariry, RV Barenji, A Paradkar - Drug Discovery Today, 2022 - Elsevier
Abstract Pharma 4.0, a technology ecosystem in drug development analogous to Industry
4.0 in healthcare, is transforming the traditional approach to drug discovery and …