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Artificial Intelligence Performance in Image-Based Cancer Identification: Umbrella Review of Systematic Reviews

Artificial Intelligence Performance in Image-Based Cancer Identification: Umbrella Review of Systematic Reviews

Overall, 158 meta-analyses or systematic reviews contained information on the diagnostic performance of AI for multisite cancers: brain, oral, nasopharyngeal, thyroid, lung, gastrointestinal, esophageal, liver, pancreas, renal, bladder, prostate, breast, cervical, ovarian, skin, chondrosarcoma, bone, adrenal, and soft tissue tumors. The performance of the AI models in diagnosing these cancers is presented in Multimedia Appendix 9.

He-Li Xu, Ting-Ting Gong, Xin-Jian Song, Qian Chen, Qi Bao, Wei Yao, Meng-Meng Xie, Chen Li, Marcin Grzegorzek, Yu Shi, Hong-Zan Sun, Xiao-Han Li, Yu-Hong Zhao, Song Gao, Qi-Jun Wu

J Med Internet Res 2025;27:e53567