näkemys - AI Systems - # AI Adoption in Natural Science Research

Achieving Better Adoption of AI Systems in Natural Science Research

Q: How can organizations better prepare domain experts for the adoption of AI systems?

To better prepare domain experts for the adoption of AI systems, organizations should focus on providing active support during the initial stages of system use. This includes guiding experts through practical tasks like software installation and ensuring they have access to updated and comprehensible documentation. By offering ongoing assistance and establishing contact points for questions, organizations can help experts navigate the new technology more effectively. Additionally, clear communication of the capabilities of the AI system is crucial. Organizations should showcase how the system can benefit experts in their specific projects using domain-specific language and practical demonstrations. By framing the capabilities in a way that resonates with experts' needs and workflows, organizations can increase expert motivation to learn about and explore AI systems. Collaboration between practitioners and domain experts is also key in preparing for AI adoption. Planning collaborative efforts, defining goals at different stages of implementation, and maintaining continuous communication can help align expectations, establish mutual understanding, and motivate users to engage with new technologies actively.

Q: How does emotional support play a role in facilitating the adoption of new technologies?

Emotional support plays a significant role in facilitating the adoption of new technologies by reducing stress levels associated with learning curves or technical challenges. When introducing AI systems to domain experts, it's essential to acknowledge that these individuals may feel overwhelmed or insecure about their ability to adapt to unfamiliar technology. Providing emotional support involves creating a supportive environment where experts feel comfortable asking questions, seeking help when needed, and expressing any concerns they may have about adopting new technologies. This type of support helps build confidence among users as they navigate through initial hurdles or uncertainties related to using AI systems. Moreover, emotional support fosters a positive mindset towards learning and experimentation with new technologies. It encourages users to approach challenges with resilience rather than frustration or avoidance. By addressing emotional needs alongside technical training, organizations can create an environment conducive to successful technology adoption among domain experts.

Keskeiset käsitteet

Effective collaboration and support are crucial for improving AI adoption among domain experts in natural science research.

Tiivistelmä

Introduction:
- AI is essential in various domains like medicine and life sciences.
- Low acceptance of AI systems by domain experts hinders progress.
Barriers to Adoption:
- Experts struggle with software installation and lack of support.
- Practitioners assume expertise from users, leading to miscommunications.
Recommendations:
- Active support during initial stages of system use is crucial.
- Clearly communicate the system's capabilities in a user-relevant way.
- Establish predefined collaboration rules for effective teamwork.
Collaboration Benefits:
- Effective collaboration leads to mutual understanding and improved motivation.
- Ongoing communication helps align expectations and improve software usage.
Implications:
- Emotional burden on experts due to lack of support for new technologies.
- Addressing barriers can enhance expert skills utilization across domains.

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arxiv.org

Tilastot

"Low acceptance hinders effective human-AI collaboration."
"Experts often refuse or ineffectively use AI systems."
"Practitioners overestimate technical knowledge of expert scientists."

Lainaukset

"It is absolute hell to try to install in the first place."
"I find it interesting when I know it is going to give me what I want."
"There is definitely an element of pride...not wanting to admit that you do not understand something."

Tärkeimmät oivallukset

"It is there, and you need it, so why do you not use it?" Achieving better adoption of AI systems by domain experts, in the case study of natural science research

by Auste Simkut... klo arxiv.org 03-26-2024

https://arxiv.org/pdf/2403.16895.pdf

"It is there, and you need it, so why do you not use it?" Achieving better adoption of AI systems by domain experts, in the case study of natural science research

Syvällisempiä Kysymyksiä

How can organizations better prepare domain experts for the adoption of AI systems?

To better prepare domain experts for the adoption of AI systems, organizations should focus on providing active support during the initial stages of system use. This includes guiding experts through practical tasks like software installation and ensuring they have access to updated and comprehensible documentation. By offering ongoing assistance and establishing contact points for questions, organizations can help experts navigate the new technology more effectively.
Additionally, clear communication of the capabilities of the AI system is crucial. Organizations should showcase how the system can benefit experts in their specific projects using domain-specific language and practical demonstrations. By framing the capabilities in a way that resonates with experts' needs and workflows, organizations can increase expert motivation to learn about and explore AI systems.
Collaboration between practitioners and domain experts is also key in preparing for AI adoption. Planning collaborative efforts, defining goals at different stages of implementation, and maintaining continuous communication can help align expectations, establish mutual understanding, and motivate users to engage with new technologies actively.

How does emotional support play a role in facilitating the adoption of new technologies?

Emotional support plays a significant role in facilitating the adoption of new technologies by reducing stress levels associated with learning curves or technical challenges. When introducing AI systems to domain experts, it's essential to acknowledge that these individuals may feel overwhelmed or insecure about their ability to adapt to unfamiliar technology.
Providing emotional support involves creating a supportive environment where experts feel comfortable asking questions, seeking help when needed, and expressing any concerns they may have about adopting new technologies. This type of support helps build confidence among users as they navigate through initial hurdles or uncertainties related to using AI systems.
Moreover, emotional support fosters a positive mindset towards learning and experimentation with new technologies. It encourages users to approach challenges with resilience rather than frustration or avoidance. By addressing emotional needs alongside technical training, organizations can create an environment conducive to successful technology adoption among domain experts.

How can practitioners bridge the gap between technical capabilities...

Answer 3 here
By focusing on effective collaboration practices throughout all stages...