{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T21:52:50Z","timestamp":1790977970763,"version":"4.1.0"},"reference-count":0,"publisher":"Ovid Technologies (Wolters Kluwer Health)","content-domain":{"domain":["lww.com","ovid.com"],"crossmark-restriction":true},"short-container-title":[],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Introduction:<\/jats:title>\n                    <jats:p>Multiple sclerosis (MS) is a complex neurological disorder requiring effective patient education. With the increasing use of artificial intelligence (AI) in healthcare, evaluating the readability of AI-generated content compared to evidence-based resources is essential to ensure patient accessibility.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Aims:<\/jats:title>\n                    <jats:p>This study aims to compare the readability of patient education guides on the diagnosis and management of MS generated by the AI tool Google Gemini with a standard clinical reference, UpToDate.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methodology:<\/jats:title>\n                    <jats:p>Content was analyzed using the metrics including word count, sentence count, difficult word count\/percentage, flesch reading ease (FRE), Flesch-Kincaid Grade Level (FKGL), and simple measure of gobbledygook (SMOG) index. The Wilcoxon signed\u2013rank test was used for statistical comparison.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results:<\/jats:title>\n                    <jats:p>\n                      Statistically significant differences (\n                      <jats:italic toggle=\"yes\">P<\/jats:italic>\n                      &lt; 0.05) were found for word count, sentence count, and difficult word count. UpToDate had a significantly higher median word count (6332.5 vs. 800.5) and sentence count (199.5 vs. 44.0) than Google Gemini, indicating it was more verbose and complex. Google Gemini produced content that was relatively easier to read based on FRE, FKGL, and SMOG Index, although these differences were not statistically significant (\n                      <jats:italic toggle=\"yes\">P<\/jats:italic>\n                      &gt; 0.05). Importantly, neither source met the recommended 6\n                      <jats:sup>th<\/jats:sup>\n                      to 8\n                      <jats:sup>th<\/jats:sup>\n                      -grade readability levels for patient health materials.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions:<\/jats:title>\n                    <jats:p>The overall readability scores (FRE, FKGL, and SMOG) were similar, and neither platform delivers information at the comprehension level recommended for the average patient. AI tools such as Google Gemini may serve as a useful adjunct for brief, patient-oriented information, but further refinement is needed to improve accessibility.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.4103\/aam.aam_775_25","type":"journal-article","created":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T14:00:58Z","timestamp":1778853658000},"update-policy":"https:\/\/doi.org\/10.1097\/lww.0000000000001000","source":"Crossref","is-referenced-by-count":0,"title":["A Comparative Readability Analysis of Artificial Intelligence-Generated and Evidence-based Medical Content on the Diagnosis and Management of Multiple Sclerosis"],"prefix":"10.4103","author":[{"given":"Mohammed Waleed","family":"Syed","sequence":"first","affiliation":[{"name":"Department of Neurology, Shadan Institute of Medical Sciences, Hyderabad, Telangana, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rutika","family":"Bist","sequence":"additional","affiliation":[{"name":"Department of Neurology, Lincoln American University, Georgetown, Guyana"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Palash","family":"Verma","sequence":"additional","affiliation":[{"name":"Department of Neurology, MGM Medical College, Navi Mumbai, Maharashtra, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Srikanth","family":"Chittareddy","sequence":"additional","affiliation":[{"name":"Department of Neurology, Malla Reddy Institute of Medical Sciences, Hyderabad, Telangana, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rhutuja","family":"Khokale","sequence":"additional","affiliation":[{"name":"Department of Neurology, School of Medicine, Dr. D. Y. Patil University, Navi Mumbai, Maharashtra, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Malvika","family":"Chandwani","sequence":"additional","affiliation":[{"name":"Department of Neurology, Sri Aurobindo Medical College and PG Institute, Indore, Madhya Pradesh, India"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"276","published-online":{"date-parts":[[2026,5,14]]},"container-title":["Annals of African Medicine"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.ovid.com\/10.4103\/aam.aam_775_25","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T21:00:08Z","timestamp":1790974808000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ovid.com\/10.4103\/aam.aam_775_25"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,14]]},"references-count":0,"URL":"https:\/\/doi.org\/10.4103\/aam.aam_775_25","relation":{},"ISSN":["1596-3519","0975-5764"],"issn-type":[{"value":"1596-3519","type":"print"},{"value":"0975-5764","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,14]]},"assertion":[{"value":"2025-11-30","name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-03-02","name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}}]}}