{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,26]],"date-time":"2026-08-26T09:19:27Z","timestamp":1787735967009,"version":"build-2784847793"},"reference-count":10,"publisher":"Wiley","license":[{"start":{"date-parts":[[2026,8,26]],"date-time":"2026-08-26T00:00:00Z","timestamp":1787702400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"},{"start":{"date-parts":[[2026,8,26]],"date-time":"2026-08-26T00:00:00Z","timestamp":1787702400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["J Cutan Pathol"],"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>Part III of our three\u2010part series addresses the human, strategic, and forward\u2010looking considerations associated with the adoption of digital pathology. It outlines key requirements for the integration of artificial intelligence (AI), including standardized data practices, high\u2010quality image acquisition, and rigorous validation frameworks. Particular emphasis is placed on maintaining pathologist oversight while deploying AI in targeted applications such as triage, quantitative analysis, and quality assurance. A phased implementation framework is presented, underscoring the importance of multidisciplinary collaboration, iterative validation, and continuous performance monitoring using predefined metrics. In parallel, we address critical human factors and change management strategies, including structured training, stakeholder engagement, and the identification of institutional champions to facilitate cultural transformation. The article concludes by positioning digital dermatopathology as a scalable platform for sustained innovation, emphasizing that long\u2010term success is contingent not only on technological capability, but also on the deliberate integration of people, processes, and governance structures.<\/jats:p>","DOI":"10.1111\/cup.70194","type":"journal-article","created":{"date-parts":[[2026,8,26]],"date-time":"2026-08-26T08:39:53Z","timestamp":1787733593000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Part\n                    <scp>III<\/scp>\n                    : Digital Dermatopathology Playbook: Change Management,\n                    <scp>AI<\/scp>\n                    Integration, and Strategic Lessons Beyond Technology"],"prefix":"10.1111","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8060-4311","authenticated-orcid":false,"given":"Olayemi","family":"Sokumbi","sequence":"first","affiliation":[{"name":"Department of Dermatology Mayo Clinic  Jacksonville Florida USA"},{"name":"Department of Laboratory Medicine and Pathology Mayo Clinic  Jacksonville Florida USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-3249-9443","authenticated-orcid":false,"given":"Breethiga","family":"Velusamy","sequence":"additional","affiliation":[{"name":"Department of Dermatology Mayo Clinic  Jacksonville Florida USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Margot S.","family":"Peters","sequence":"additional","affiliation":[{"name":"Department of Dermatology Mayo Clinic  Rochester Minnesota USA"},{"name":"Department of Laboratory Medicine and Pathology Mayo Clinic  Rochester Minnesota USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nneka I.","family":"Comfere","sequence":"additional","affiliation":[{"name":"Department of Dermatology Mayo Clinic  Rochester Minnesota USA"},{"name":"Department of Laboratory Medicine and Pathology Mayo Clinic  Rochester Minnesota USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2026,8,26]]},"reference":[{"key":"e_1_2_11_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.clindermatol.2024.06.010"},{"key":"e_1_2_11_3_1","doi-asserted-by":"publisher","DOI":"10.1053\/j.semdp.2022.01.003"},{"key":"e_1_2_11_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajpath.2021.06.011"},{"key":"e_1_2_11_5_1","doi-asserted-by":"publisher","DOI":"10.5858\/arpa.2018\u20100343\u2010RA"},{"key":"e_1_2_11_6_1","doi-asserted-by":"publisher","DOI":"10.1080\/10408363.2025.2549309"},{"key":"e_1_2_11_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.semdp.2025.150905"},{"key":"e_1_2_11_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.labinv.2023.100244"},{"key":"e_1_2_11_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.labinv.2023.100246"},{"key":"e_1_2_11_10_1","doi-asserted-by":"publisher","DOI":"10.5858\/arpa.2021\u20100197\u2010OA"},{"key":"e_1_2_11_11_1","doi-asserted-by":"publisher","DOI":"10.5858\/arpa.2016\u20100074\u2010OA"}],"container-title":["Journal of Cutaneous Pathology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/cup.70194","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1111\/cup.70194","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/cup.70194","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,26]],"date-time":"2026-08-26T08:39:54Z","timestamp":1787733594000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/cup.70194"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8,26]]},"references-count":10,"alternative-id":["10.1111\/cup.70194"],"URL":"https:\/\/doi.org\/10.1111\/cup.70194","archive":["Portico"],"relation":{},"ISSN":["0303-6987","1600-0560"],"issn-type":[{"value":"0303-6987","type":"print"},{"value":"1600-0560","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,8,26]]},"assertion":[{"value":"2026-05-19","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-08-10","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-08-26","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"cup.70194"}}