{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,26]],"date-time":"2026-09-26T16:58:43Z","timestamp":1790441923584,"version":"4.1.0"},"reference-count":28,"publisher":"SAGE Publications","license":[{"start":{"date-parts":[[2026,9,22]],"date-time":"2026-09-22T00:00:00Z","timestamp":1790035200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"funder":[{"DOI":"10.13039\/501100012232","name":"National Key Clinical Specialty Discipline Construction Program of China","doi-asserted-by":"publisher","award":["CX04020001"],"award-info":[{"award-number":["CX04020001"]}],"id":[{"id":"10.13039\/501100012232","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["82171330"],"award-info":[{"award-number":["82171330"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shenzhen Talent Introduction Fund","award":["4004013"],"award-info":[{"award-number":["4004013"]}]},{"name":"Postgraduate Research & Practice Innovation Program of Jiangsu Province","award":["KYCX25_0823 to R.X."],"award-info":[{"award-number":["KYCX25_0823 to R.X."]}]}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Journal of Alzheimer\u2019s Disease"],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>The intersecting pentagon drawing task in the Mini-Mental State Examination (MMSE), also referred to as the Pentagon Drawing Test (PDT), is a brief cognitive screening tool in Alzheimer's disease (AD) and other cognitive disorders. However, conventional manual scoring is coarse and may overlook clinically meaningful variation in drawing performance.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>To evaluate whether quantitative PDT features can support interpretable screening for cognitive impairment.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>We analyzed participants who completed the MMSE, Montreal Cognitive Assessment (MoCA), and PDT. Cognitive impairment was defined using education-adjusted MMSE and MoCA cutoffs. Eight quantitative drawing features characterized geometric integrity, spatial organization, and graphomotor characteristics. These features, together with demographic variables, were evaluated for prediction of a modified MMSE-derived cognitive score and classification of cognitive status using cross-validation.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      A total of 3478 participants were included, including 2463 with cognitive impairment and 1015 cognitively normal individuals. All eight quantitative drawing features were significantly lower in the cognitive impairment group. Shape regularity, vertices, alignment and intersection area proportion showed the strongest positive correlations with modified MMSE scores. The model achieved an R\n                      <jats:sup>2<\/jats:sup>\n                      of 0.42 for score prediction and showed a positive correlation between predicted and observed scores (Spearman \u03c1\u2009=\u20090.64). For cognitive impairment classification, the model achieved a ROC-AUC of 0.832, sensitivity of 82.5%, specificity of 67.4%, PPV of 86.0%, NPV of 61.4%, and F1-score of 0.842.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Quantitative features of PDT showed interpretable associations with cognitive screening outcomes. This approach may support scalable and objective cognitive screening and serve as a complement to clinical assessment.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1177\/13872877261489816","type":"journal-article","created":{"date-parts":[[2026,9,22]],"date-time":"2026-09-22T10:59:01Z","timestamp":1790074741000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["Quantitative analysis of intersecting pentagon drawings for interpretable cognitive impairment screening"],"prefix":"10.1177","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-4570-3099","authenticated-orcid":false,"given":"Rong","family":"Xing","sequence":"first","affiliation":[{"name":"Nanjing University of Science and Technology"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4859-2186","authenticated-orcid":false,"given":"Wenshan","family":"Sun","sequence":"additional","affiliation":[{"name":"Shenzhen Second People's Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3505-8117","authenticated-orcid":false,"given":"Jian","family":"Zhou","sequence":"additional","affiliation":[{"name":"Nanjing University of Science and Technology"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ting","family":"Chen","sequence":"additional","affiliation":[{"name":"Shenzhen Second People's Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lifang","family":"Chen","sequence":"additional","affiliation":[{"name":"Shenzhen Second People's Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8752-4306","authenticated-orcid":false,"given":"Pei","family":"Peng","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6194-0341","authenticated-orcid":false,"given":"Gelin","family":"Xu","sequence":"additional","affiliation":[{"name":"Shenzhen Second People's Hospital"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2026,9,22]]},"reference":[{"key":"e_1_3_3_2_2","doi-asserted-by":"publisher","DOI":"10.1002\/alz.70436"},{"key":"e_1_3_3_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/0022-3956(75)90026-6"},{"key":"e_1_3_3_4_2","article-title":"Mini-Mental State Examination (MMSE) for the early detection of dementia in people with mild cognitive impairment (MCI)","volume":"7","author":"Arevalo-Rodriguez I","year":"2021","unstructured":"Arevalo-Rodriguez I, Smailagic N, Roqu\u00e9-Figuls M, et al. Mini-Mental State Examination (MMSE) for the early detection of dementia in people with mild cognitive impairment (MCI). 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Language models are few-shot learners. Adv Neural Inf Process Syst 2020; 33: 1877\u20131901.","journal-title":"Adv Neural Inf Process Syst"},{"key":"e_1_3_3_20_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2025.130846"},{"key":"e_1_3_3_21_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-025-01834-5"},{"key":"e_1_3_3_22_2","first-page":"4765","article-title":"A unified approach to interpreting model predictions","volume":"30","author":"Lundberg SM","year":"2017","unstructured":"Lundberg SM, Lee S-I. A unified approach to interpreting model predictions. 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