Cargando…

Erroneous data: The Achilles' heel of AI and personalized medicine

This paper reviews dilemmas and implications of erroneous data for clinical implementation of AI. It is well-known that if erroneous and biased data are used to train AI, there is a risk of systematic error. However, even perfectly trained AI applications can produce faulty outputs if fed with erron...

Descripción completa

Detalles Bibliográficos
Autores principales:	Kristiansen, Thomas Birk, Kristensen, Kent, Uffelmann, Jakob, Brandslund, Ivan
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2022
Materias:	Digital Health
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9355416/ https://www.ncbi.nlm.nih.gov/pubmed/35937419 http://dx.doi.org/10.3389/fdgth.2022.862095

Ejemplares similares

Editorial: Wearable and mobile data analysis methodologies for personalized medicine
por: Pires, Ivan Miguel, et al.
Publicado: (2023)

AI chatbots not yet ready for clinical use
por: Au Yeung, Joshua, et al.
Publicado: (2023)

Leveraging the potential of synthetic text for AI in mental healthcare
por: Ive, Julia
Publicado: (2022)

N-of-1 Healthcare: Challenges and Prospects for the Future of Personalized Medicine
por: You, Kui, et al.
Publicado: (2022)

Editorial: Clinical validation of digital health technologies for personalized medicine
por: Khine, Michelle
Publicado: (2023)

Beauty Is in the AI of the Beholder: Are We Ready for the Clinical Integration of Artificial Intelligence in Radiography? An Exploratory Analysis of Perceived AI Knowledge, Skills, Confidence, and Education Perspectives of UK Radiographers
por: Rainey, Clare, et al.
Publicado: (2021)

The silent trial - the bridge between bench-to-bedside clinical AI applications
por: Kwong, Jethro C. C., et al.
Publicado: (2022)

Editorial: Surfacing best practices for AI software development and integration in healthcare
por: Sendak, Mark, et al.
Publicado: (2023)

Deployment and validation of an AI system for detecting abnormal chest radiographs in clinical settings
por: Nguyen, Ngoc Huy, et al.
Publicado: (2022)

Commentary: Achilles' heel
por: Cook, Chris C., et al.
Publicado: (2020)

Open questions and research gaps for monitoring and updating AI-enabled tools in clinical settings
por: Davis, Sharon E., et al.
Publicado: (2022)

Factors influencing clinicians' willingness to use an AI-based clinical decision support system
por: Choudhury, Avishek
Publicado: (2022)

Determinants for scalable adoption of autonomous AI in the detection of diabetic eye disease in diverse practice types: key best practices learned through collection of real-world data
por: Goldstein, Juli, et al.
Publicado: (2023)

Your robot therapist is not your therapist: understanding the role of AI-powered mental health chatbots
por: Khawaja, Zoha, et al.
Publicado: (2023)

Personal mental health navigator: Harnessing the power of data, personal models, and health cybernetics to promote psychological well-being
por: Rahmani, Amir M., et al.
Publicado: (2022)

Vaccine Development in the Time of COVID-19: The Relevance of the Risklick AI to Assist in Risk Assessment and Optimize Performance
por: Haas, Quentin, et al.
Publicado: (2021)

Is Speech the New Blood? Recent Progress in AI-Based Disease Detection From Audio in a Nutshell
por: Milling, Manuel, et al.
Publicado: (2022)

A Perspective on a Quality Management System for AI/ML-Based Clinical Decision Support in Hospital Care
por: Bartels, Richard, et al.
Publicado: (2022)

“Sharing Is Caring:” Australian Self-Trackers' Concepts and Practices of Personal Data Sharing and Privacy
por: Lupton, Deborah
Publicado: (2021)

12 Plagues of AI in Healthcare: A Practical Guide to Current Issues With Using Machine Learning in a Medical Context
por: Doyen, Stephane, et al.
Publicado: (2022)

The Heel of Achilles in Hospital Diet
Publicado: (1913)

Cancer's new Achilles' heel?
por: Owen, Gareth I.
Publicado: (2017)

SARS' Achilles' heel revealed
por: Clarke, Tom
Publicado: (2003)

Governance of Clinical AI applications to facilitate safe and equitable deployment in a large health system: Key elements and early successes
por: Liao, Frank, et al.
Publicado: (2022)

Opioid-related harms and care impacts of conventional and AI-based prescription management strategies: insights from leveraging agent-based modeling and machine learning
por: Shojaati, Narjes, et al.
Publicado: (2023)

Development of Registry Data to Create Interactive Doctor-Patient Platforms for Personalized Patient Care, Taking the Example of the DESTINY System
por: Bergmann, Arnfin, et al.
Publicado: (2021)

Personal data governance and privacy in digital reproductive, maternal, newborn, and child health initiatives in Palestine and Jordan: a mapping exercise
por: Nemer, Maysaa, et al.
Publicado: (2023)

Personalised, Rational, Efficacy-Driven Cancer Drug Dosing via an Artificial Intelligence SystEm (PRECISE): A Protocol for the PRECISE CURATE.AI Pilot Clinical Trial
por: Tan, Benjamin Kye Jyn, et al.
Publicado: (2021)

“Hi This Is NESTORE, Your Personal Assistant”: Design of an Integrated IoT System for a Personalized Coach for Healthy Aging
por: Palumbo, Filippo, et al.
Publicado: (2020)

Ribosome biogenesis: Achilles heel of cancer?
por: van Sluis, Marjolein, et al.
Publicado: (2014)

Searching for the Achilles Heel of FOXP3
por: Lozano, Teresa, et al.
Publicado: (2013)

Achilles' heel of triple negative cancer
por: Ocaña, Alberto, et al.
Publicado: (2014)

Achilles' heel of triple negative cancer
por: Ocaña, Alberto, et al.
Publicado: (2014)

Hedgehog Signaling: An Achilles’ Heel in Cancer
por: Niyaz, Madiha, et al.
Publicado: (2019)

Barriers of the Human Organism and Their Achilles’ Heels
por: Berencsi, György, et al.
Publicado: (2012)

Calibration: the Achilles heel of predictive analytics
por: Van Calster, Ben, et al.
Publicado: (2019)

Calcineurin: The Achilles’ heel of fungal pathogens
por: Yadav, Vikas, et al.
Publicado: (2023)

“Don't Gamble With Children's Rights”—How Behavioral Design Impacts the Right of Children to a Playful and Healthy Game Environment
por: van der Hof, Simone, et al.
Publicado: (2022)

Clustering Users Based on Hearing Aid Use: An Exploratory Analysis of Real-World Data
por: Pasta, Alessandro, et al.
Publicado: (2021)

Personalized Health Care and Public Health in the Digital Age
por: Chén, Oliver Y., et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_loukt5ei617pmuabngm5863hjo