{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,15]],"date-time":"2026-09-15T03:04:15Z","timestamp":1789441455984,"version":"build-2803163510"},"reference-count":5,"publisher":"Wiley","license":[{"start":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T00:00:00Z","timestamp":1789344000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T00:00:00Z","timestamp":1789344000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["agsjournals.onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["J American Geriatrics Society"],"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>This article reflects on the life, illness, and legacy of geriatrician and scientist Dr. James \u201cJim\u201d Rudolph by using his medical and personal journey to examine the limitations of population\u2010based medicine. Population evidence establishes necessary baselines, but frequently fails to capture the complexity of the individualized reality of patients and their family members as they navigate a serious illness. Agile Science and Agile Analytic frameworks can help bridge this gap by leveraging population data as a starting point while utilizing small scale adaptive experiments to tailor and adjust care to the specific goals, values, and needs of an individual patient. Modern healthcare must evolve beyond rigid protocols to build adaptive networks capable of humanizing clinical care and reducing the systemic burdens placed on patients and caregivers, and Agile Science and Analytics are a path to this evolution.<\/jats:p>","DOI":"10.1111\/jgs.70733","type":"journal-article","created":{"date-parts":[[2026,9,15]],"date-time":"2026-09-15T02:48:07Z","timestamp":1789440487000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Agile Analytics to Continue James Rudolph's Legacy"],"prefix":"10.1111","author":[{"given":"Maura S.","family":"Rudolph","sequence":"first","affiliation":[{"name":"Accenture  Boston Massachusetts USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0330-677X","authenticated-orcid":false,"given":"Malaz A.","family":"Boustani","sequence":"additional","affiliation":[{"name":"Center for Health Innovation and Implementation Science Indiana University School of Medicine  Indianapolis Indiana USA"},{"name":"Center for Aging Research Regenstrief Institute  Indianapolis Indiana USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2026,9,14]]},"reference":[{"key":"e_1_2_5_2_1","unstructured":"J.Rudolph \u201cReflection \u201dCARINGBRIDGE September 2025\u2013March 2026."},{"key":"e_1_2_5_3_1","volume-title":"AGILE IMPLEMENTATION: A Model for Implementing Evidence\u2010Based Healthcare Solutions Into Real\u2010World Practice to Achieve Sustainable Change","author":"Boustani M.","year":"2020"},{"key":"e_1_2_5_4_1","doi-asserted-by":"publisher","DOI":"10.1111\/jgs.13447"},{"key":"e_1_2_5_5_1","doi-asserted-by":"publisher","DOI":"10.2147\/CIA.S109114"},{"key":"e_1_2_5_6_1","doi-asserted-by":"publisher","DOI":"10.1111\/jgs.70146"}],"container-title":["Journal of the American Geriatrics Society"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/agsjournals.onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/jgs.70733","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/agsjournals.onlinelibrary.wiley.com\/doi\/full-xml\/10.1111\/jgs.70733","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/agsjournals.onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/jgs.70733","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,9,15]],"date-time":"2026-09-15T02:48:10Z","timestamp":1789440490000},"score":1,"resource":{"primary":{"URL":"https:\/\/agsjournals.onlinelibrary.wiley.com\/doi\/10.1111\/jgs.70733"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,9,14]]},"references-count":5,"alternative-id":["10.1111\/jgs.70733"],"URL":"https:\/\/doi.org\/10.1111\/jgs.70733","archive":["Portico"],"relation":{},"ISSN":["0002-8614","1532-5415"],"issn-type":[{"value":"0002-8614","type":"print"},{"value":"1532-5415","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,9,14]]},"assertion":[{"value":"2026-08-10","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-08-29","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-09-14","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"jgs.70733"}}