Evaluating the impact of human expertise in human-centered AI: A case study on finger-tapping video analysis for dementia detection.

Renjie Li 0001 University of Tasmania, Wicking Dementia Research and Education Centre, School of ICT, Hobart, Australia https://orcid.org/0000-0003-2374-5067 Renjie Li Renjie Li 0002 Beijing Institute of Technology, School of Automation, China Beihang University, School of Instrumentation and Optoelectronic Engineering, China https://orcid.org/0000-0002-4832-3357 Renjie Li 0003 Texas A&M University (TAMU), TX, USA Renjie Li 0004 Tsinghua University, School of Vehicle and Mobility, Department of Automotive Engineering, Beijing, China

Renjie Li 0001 Guan Huang 0001 Yanyu Chen 0001 Xinyi Wang 0009 Jane E. Alty Quan Bai 0001 Evaluating the impact of human expertise in human-centered AI: A case study on finger-tapping video analysis for dementia detection. 110468 2025 194 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2025.110468 db/journals/cbm/cbm194.html#LiHCWAB25 streams/journals/cbm

Renjie Li 0001 Son N. Tran Saurabh Kumar Garg 0001 Katherine Lawler Jane E. Alty Quan Bai 0001 Parallel Multi-Scale Deep Supervision Net for Hand Key Point Detection. 2870-2883 2025 December 11 IEEE Trans. Big Data 6 https://doi.org/10.1109/TBDATA.2025.3566535 db/journals/tbd/tbd11.html#LiTGLAB25 streams/journals/tbd

Renjie Li 0001 Guan Huang 0001 Xinyi Wang 0009 Yanyu Chen 0001 Son N. Tran Saurabh Kumar Garg 0001 Rebecca J. St George Katherine Lawler Jane E. Alty Quan Bai 0001 Parallel scale de-blur net for sharpening video images for remote clinical assessment of hand movements. 121093 2024 January 235 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2023.121093 https://www.wikidata.org/entity/Q136210649 db/journals/eswa/eswa235.html#LiHWCTGGLAB24

Wenli Yang 0001 Yuchen Wei Hanyu Wei Yanyu Chen 0001 Guan Huang 0001 Xiang Li 0211 Renjie Li 0001 Naimeng Yao Xinyi Wang 0009 Xiaotong Gu Muhammad Bilal Amin Byeong Kang 0001 Survey on Explainable AI: From Approaches, Limitations and Applications Aspects. 161-188 2023 September 3 Hum. Centric Intell. Syst. 3 https://doi.org/10.1007/s44230-023-00038-y https://www.wikidata.org/entity/Q125447144 db/journals/hcisys/hcisys3.html#YangWWCHLLYWGAK23

Guan Huang 0001 Renjie Li 0001 Quan Bai 0001 Jane E. Alty Multimodal learning of clinically accessible tests to aid diagnosis of neurodegenerative disorders: a scoping review. 32 2023 December 11 Health Inf. Sci. Syst. 1 https://doi.org/10.1007/s13755-023-00231-0 db/journals/hisas/hisas11.html#HuangLBA23

Wenli Yang 0001 Guan Huang 0001 Renjie Li 0001 Jiahao Yu Yanyu Chen 0001 Quan Bai 0001 Hybrid CNN-Interpreter: Interprete Local and Global Contexts for CNN-Based Models. 197-208 2023 AI (2) https://doi.org/10.1007/978-981-99-8391-9_16 https://www.wikidata.org/entity/Q136210643 conf/ausai/2023-2 db/conf/ausai/ausai2023-2.html#YangHLYCB23

Renjie Li 0001 Chun Yu Lao Rebecca J. St. George Katherine Lawler Saurabh Garg 0001 Son N. Tran Quan Bai 0001 Jane E. Alty Rapid-Motion-Track: Markerless Tracking of Fast Human Motion with Deeper Learning. 2023 abs/2302.08505 CoRR https://doi.org/10.48550/arXiv.2302.08505 db/journals/corr/corr2302.html#abs-2302-08505

Renjie Li 0001 Rebecca J. St George Xinyi Wang 0009 Katherine Lawler Edward Hill Saurabh Garg 0001 Stefan Williams Samuel D. Relton David Hogg 0001 Quan Bai 0001 Jane E. Alty Moving towards intelligent telemedicine: Computer vision measurement of human movement. 105776 2022 147 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2022.105776 db/journals/cbm/cbm147.html#LiGWLHGWRHBA22

Renjie Li 0001 Xinyi Wang 0009 Katherine Lawler Saurabh Garg 0001 Quan Bai 0001 Jane E. Alty Applications of artificial intelligence to aid early detection of dementia: A scoping review on current capabilities and future directions. 104030 2022 127 J. Biomed. Informatics https://doi.org/10.1016/j.jbi.2022.104030 db/journals/jbi/jbi127.html#LiWLGBA22

Renjie Li 0001 Xinyi Wang 0009 Guan Huang 0001 Wenli Yang 0001 Kaining Zhang Xiaotong Gu Son N. Tran Saurabh Garg 0001 Jane E. Alty Quan Bai 0001 A Comprehensive Review on Deep Supervision: Theories and Applications. 2022 abs/2207.02376 CoRR https://doi.org/10.48550/arXiv.2207.02376 db/journals/corr/corr2207.html#abs-2207-02376

Wenli Yang 0001 Guan Huang 0001 Renjie Li 0001 Jiahao Yu Yanyu Chen 0001 Quan Bai 0001 Beyong Kang Hybrid CNN -Interpreter: Interpret local and global contexts for CNN-based Models. 2022 abs/2211.00185 CoRR https://doi.org/10.48550/arXiv.2211.00185 db/journals/corr/corr2211.html#abs-2211-00185

Renjie Li 0001 Xinyi Wang 0009 Katherine Lawler Saurabh Garg 0001 Quan Bai 0001 Jane E. Alty Applications of Artificial Intelligence to aid detection of dementia: a narrative review on current capabilities and future directions. 2021 abs/2104.14073 CoRR https://arxiv.org/abs/2104.14073 db/journals/corr/corr2104.html#abs-2104-14073

Renjie Li 0001 Son N. Tran Saurabh Garg 0001 Katherine Lawler Jane E. Alty Quan Bai 0001 Parallel Multi-Scale Networks with Deep Supervision for Hand Keypoint Detection. 2021 abs/2112.10275 CoRR https://arxiv.org/abs/2112.10275 db/journals/corr/corr2112.html#abs-2112-10275

Jane E. Alty Muhammad Bilal Amin Quan Bai 0001 Yanyu Chen 0001 Saurabh Kumar Garg 0001Saurabh Garg 0001 Rebecca J. St George Rebecca J. St. George Xiaotong Gu Edward Hill David C. HoggDavid Hogg 0001 Guan Huang 0001 Beyong Kang Byeong Ho Kang 0001Byeong Kang 0001 Chun Yu Lao Katherine Lawler Xiang Li 0211 Samuel D. Relton Son N. Tran Xinyi Wang 0009 Hanyu Wei Yuchen Wei Stefan Williams Wenli Yang 0001 Naimeng Yao Jiahao Yu Kaining Zhang