Lack of transparency and potential bias in artificial intelligence data sets and algorithms: a scoping review
R Daneshjou, MP Smith, MD Sun… - JAMA …, 2021 - jamanetwork.com
Importance Clinical artificial intelligence (AI) algorithms have the potential to improve clinical
care, but fair, generalizable algorithms depend on the clinical data on which they are trained …
care, but fair, generalizable algorithms depend on the clinical data on which they are trained …
Disparities in dermatology AI performance on a diverse, curated clinical image set
R Daneshjou, K Vodrahalli, RA Novoa, M Jenkins… - Science …, 2022 - science.org
An estimated 3 billion people lack access to dermatological care globally. Artificial
intelligence (AI) may aid in triaging skin diseases and identifying malignancies. However …
intelligence (AI) may aid in triaging skin diseases and identifying malignancies. However …
Artificial intelligence and skin cancer
ML Wei, M Tada, A So, R Torres - Frontiers in Medicine, 2024 - frontiersin.org
Artificial intelligence is poised to rapidly reshape many fields, including that of skin cancer
screening and diagnosis, both as a disruptive and assistive technology. Together with the …
screening and diagnosis, both as a disruptive and assistive technology. Together with the …
Auditing the inference processes of medical-image classifiers by leveraging generative AI and the expertise of physicians
AJ DeGrave, ZR Cai, JD Janizek… - Nature Biomedical …, 2023 - nature.com
The inferences of most machine-learning models powering medical artificial intelligence are
difficult to interpret. Here we report a general framework for model auditing that combines …
difficult to interpret. Here we report a general framework for model auditing that combines …
Towards transparency in dermatology image datasets with skin tone annotations by experts, crowds, and an algorithm
While artificial intelligence (AI) holds promise for supporting healthcare providers and
improving the accuracy of medical diagnoses, a lack of transparency in the composition of …
improving the accuracy of medical diagnoses, a lack of transparency in the composition of …
Skin tone analysis for representation in educational materials (star-ed) using machine learning
Images depicting dark skin tones are significantly underrepresented in the educational
materials used to teach primary care physicians and dermatologists to recognize skin …
materials used to teach primary care physicians and dermatologists to recognize skin …
Skin assessment in patients with dark skin tone
E Pusey-Reid, L Quinn, ME Samost… - AJN The American …, 2023 - journals.lww.com
There is a scarcity of nursing literature, studies, and educational materials on the
assessment and early recognition of both common and serious integumentary and general …
assessment and early recognition of both common and serious integumentary and general …
[HTML][HTML] Dissection of medical AI reasoning processes via physician and generative-AI collaboration
Despite the proliferation and clinical deployment of artificial intelligence (AI)-based medical
software devices, most remain black boxes that are uninterpretable to key stakeholders …
software devices, most remain black boxes that are uninterpretable to key stakeholders …
[HTML][HTML] Best practices for clinical skin image acquisition in translational artificial intelligence research
M Phung, V Muralidharan, V Rotemberg… - Journal of Investigative …, 2023 - Elsevier
Recent advances in artificial intelligence research have led to an increase in the
development of algorithms for detecting malignancies from clinical and dermoscopic images …
development of algorithms for detecting malignancies from clinical and dermoscopic images …
Quality of colour rendering in photographic scenes illuminated by light sources with light-shaping attachments
Featured Application The research results provide guidelines for the lighting of photographic
scenes where accurate colour reproduction is important. Abstract In both commercial and …
scenes where accurate colour reproduction is important. Abstract In both commercial and …