首页|期刊导航|LabMed Discovery|Adoption paradox of artificial intelligence in computational pathology:a three-stage maturity model from algorithms to clinical integration

Adoption paradox of artificial intelligence in computational pathology:a three-stage maturity model from algorithms to clinical integration

Lu Cai Biwen Meng Jie Huang Guanyu Ding Min Ju Wenwen Wang Shijie Deng Liqin Lai Jin Wang Chunxue Yang Miao Ruan Shugong Xu Chaofu Wang Jingxin Liu Qian Da

LabMed Discovery2026，Vol.3Issue(2)：P.4-16,13.

LabMed Discovery2026，Vol.3Issue(2)：P.4-16,13.DOI:10.1016/j.lmd.2026.100130

Adoption paradox of artificial intelligence in computational pathology:a three-stage maturity model from algorithms to clinical integration

Lu Cai ¹Biwen Meng ²Jie Huang ¹Guanyu Ding ³Min Ju ⁴Wenwen Wang ⁵Shijie Deng ¹Liqin Lai ⁶Jin Wang ¹Chunxue Yang ¹Miao Ruan ¹Shugong Xu ⁷Chaofu Wang ¹Jingxin Liu ²Qian Da¹

作者信息

1. Department of Pathology,Ruijin Hospital,Shanghai Jiao Tong University School of Medicine,Shanghai 200025,China
2. School of AI and Advanced Computing,Xi’an Jiaotong‑Liverpool University,Suzhou 215123,Jiangsu,China
3. National Administration of Traditional Chinese Medicine,Beijing 100027,China
4. Department of Basic Education,Qingdao City University,Qingdao 266106,Shandong,China
5. Department of Electrical and Computer Engineering,Carnegie Mellon University,Pittsburgh 15213,Pennsylvania,USA
6. Department of Pathology,Tongde Hospital of Zhejiang Province,Hangzhou 310012,China
7. School of Advanced Technology,Xi’an Jiaotong‑Liverpool University,Suzhou 215123,Jiangsu,China
折叠

摘要

关键词

Artifical intelligence(AI)/Computational pathology/Adoption paradox/Clinical translation/Maturity model/AI governance/Workflow integration

分类

信息技术与安全科学

引用本文复制引用

Lu Cai,Biwen Meng,Jie Huang,Guanyu Ding,Min Ju,Wenwen Wang,Shijie Deng,Liqin Lai,Jin Wang,Chunxue Yang,Miao Ruan,Shugong Xu,Chaofu Wang,Jingxin Liu,Qian Da..Adoption paradox of artificial intelligence in computational pathology:a three-stage maturity model from algorithms to clinical integration[J].LabMed Discovery,2026,3(2):P.4-16,13.

基金项目

jointly supported by the Shanghai Shenkang Hospital Development Center Clinical Technology Promotion and Optimization Management Project(Grant No.22026211) （Grant No.22026211）

the Shanghai Jiao Tong University Intelligent Medical Health Research Program(Grant No.YG2024QNB06) （Grant No.YG2024QNB06）

the Suzhou Science and Technology Development Planning Programme(Grant No.ZXL2023171). （Grant No.ZXL2023171）

LabMed Discovery

ISSN：3050-4740

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