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The Role of AI in Drug Discovery: Challenges, Opportunities, and Strategies (Preprint: Alexandre Blanco-Gonzalez | December 2022)

Posted by Connar Allen in Human Research Ethics on January 19, 2023
Keywords: Authorship, Clinical trial, Good practice, Medical research, Researcher responsibilities

The Linked Original Item was Posted On December, 8 2022

Two researchers using a laptop while conducing testing.

This interesting preprint print paper looks at how artificial intelligence is changing drug discovery research and the ramifications of the changes. This work is also significant because the authors frankly share their experience of using ChatGPT to initially draft the paper.

Artificial intelligence (AI) has the potential to revolutionize the drug discovery process, offering improved efficiency, accuracy, and speed. However, the successful application of AI is dependent on the availability of high-quality data, the addressing of ethical concerns, and the recognition of the limitations of AI-based approaches. In this article, the benefits, challenges and drawbacks of AI in this field are reviewed, and possible strategies and approaches for overcoming the present obstacles are proposed. The use of data augmentation, explainable AI, and the integration of AI with traditional experimental methods, as well as the potential advantages of AI in pharmaceutical research are also discussed. Overall, this review highlights the potential of AI in drug discovery and provides insights into the challenges and opportunities for realizing its potential in this field.

Note from the human-authors: This article was created to test the ability of ChatGPT, a chatbot based on the GPT-3.5 language model, to assist human authors in writing review articles. The text generated by the AI following our instructions (see Supporting Information) was used as a starting point, and its ability to automatically generate content was evaluated. After conducting a thorough review, human authors practically rewrote the manuscript, striving to maintain a balance between the original proposal and scientific criteria. The advantages and limitations of using AI for this purpose are discussed in the last section.

Bittner MI., Farajnia S. (2022) AI in drug discovery: Applications, opportunities, and challenges. Patterns (N Y). ARXIV 10;3(6):100529. doi: 10.1016/j.patter.2022.100529. PMID: 35755871; PMCID: PMC9214324.
Preprint: https://arxiv.org/abs/2212.08104

The Role of AI in Drug Discovery: Challenges, Opportunities, and Strategies
Artificial intelligence (AI) has the potential to revolutionize the drug
discovery process, offering improved efficiency, accuracy, and speed. However,
the successful application of AI is dependent on the availability of
high-quality data, the addressing of ethical concerns, and the recognition of
t…

Related Reading

Comparing scientific abstracts generated by ChatGPT to original abstracts using an artificial intelligence output detector, plagiarism detector, and blinded human reviewers (Papers: Catherine A. Gao et. al. | December 2022)

Advancing ethics review practices in AI research (Papers: Madhulika Srikumar et. al. | December 2022)

Could AI help you to write your next paper? – Nature (Mathew Hutson | October 2022)

Could machine learning fuel a reproducibility crisis in science? – Nature (Elizabeth Gibney | July 2022)

(EU) Europe’s Proposed Limits on AI Would Have Global Consequences – WIRED (Will Knight | April 2021)

Should we accept funding for facial recognition research, and other dilemmas?

Changes in the Scientific Information Environment During the COVID-19 Pandemic: The Importance of Scientific Situational Awareness in Responding to the Infodemic – Mary Ann Liebert, Inc (John K. Iskander | December 2020)

Ask The Chefs: AI and Scholarly Communications – Scholarly Kitchen (Ann Michael | April 2019)

AI Research is in Desperate Need of an Ethical Watchdog – Wired (Sophia Chen | September 2017)

Should A.I. Have a Role in Science Publishing? – Science Friday (Adam Marcus | February 2017)

Artificial Intelligence Could Dig Up Cures Buried Online – Wired (Bahar Gholipour | November 2016)

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