{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,7]],"date-time":"2026-10-07T13:54:15Z","timestamp":1791381255662,"version":"4.3.3"},"reference-count":50,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,8,6]],"date-time":"2024-08-06T00:00:00Z","timestamp":1722902400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2024,8,6]],"date-time":"2024-08-06T00:00:00Z","timestamp":1722902400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"funder":[{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["RS-2023-00266120"],"award-info":[{"award-number":["RS-2023-00266120"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["2020M3E5D9079910"],"award-info":[{"award-number":["2020M3E5D9079910"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100018749","name":"Korea Brain Research Institute","doi-asserted-by":"publisher","award":["21-BR-03-01"],"award-info":[{"award-number":["21-BR-03-01"]}],"id":[{"id":"10.13039\/100018749","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Sci Rep"],"DOI":"10.1038\/s41598-024-68586-2","type":"journal-article","created":{"date-parts":[[2024,8,6]],"date-time":"2024-08-06T05:03:40Z","timestamp":1722920620000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Development of an eye-tracking system based on a deep learning model to assess executive function in patients with mental illnesses"],"prefix":"10.1038","volume":"14","author":[{"given":"Minah","family":"Kim","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jungha","family":"Lee","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Soo Yong","family":"Lee","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Minji","family":"Ha","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Inkyung","family":"Park","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiseon","family":"Jang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Moonyoung","family":"Jang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sunghyun","family":"Park","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun Soo","family":"Kwon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,8,6]]},"reference":[{"key":"68586_CR1","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1176\/ajp.152.1.6","volume":"152","author":"RS Keefe","year":"1995","unstructured":"Keefe, R. S. The contribution of neuropsychology to psychiatry. Am. J. Psychiatry 152, 6\u201315 (1995).","journal-title":"Am. J. Psychiatry"},{"key":"68586_CR2","first-page":"215","volume":"28","author":"A Rey","year":"1941","unstructured":"Rey, A. L\u2019examen psychologique dans les cas d\u2019encephalopathie traumatique. Arch. Psychol. 28, 215\u2013285 (1941).","journal-title":"Arch. Psychol."},{"key":"68586_CR3","doi-asserted-by":"publisher","first-page":"427","DOI":"10.1111\/j.1440-1819.2008.01821.x","volume":"62","author":"MS Kim","year":"2008","unstructured":"Kim, M. S., Namgoong, Y. & Youn, T. Effect of organizational strategy on visual memory in patients with schizophrenia. Psychiatry Clin. Neurosci. 62, 427\u2013434 (2008).","journal-title":"Psychiatry Clin. Neurosci."},{"key":"68586_CR4","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1016\/j.psychres.2004.09.005","volume":"133","author":"R Penad\u00e9s","year":"2005","unstructured":"Penad\u00e9s, R., Catal\u00e1n, R., Andr\u00e9s, S., Salamero, M. & Gast\u00f3, C. Executive function and nonverbal memory in obsessive-compulsive disorder. Psychiatry Res. 133, 81\u201390 (2005).","journal-title":"Psychiatry Res."},{"key":"68586_CR5","doi-asserted-by":"publisher","first-page":"905","DOI":"10.1016\/S0006-3223(98)00278-9","volume":"45","author":"CR Savage","year":"1999","unstructured":"Savage, C. R. et al. Organizational strategies mediate nonverbal memory impairment in obsessive\u2013compulsive disorder. Biol. Psychiatry 45, 905\u2013916 (1999).","journal-title":"Biol. Psychiatry"},{"key":"68586_CR6","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1016\/j.schres.2012.11.027","volume":"144","author":"S Scala","year":"2013","unstructured":"Scala, S. et al. Verbal and visual\u2013spatial memory impairment in youth at familial risk for schizophrenia or affective psychosis: A pilot study. Schizophr. Res. 144, 122\u2013128 (2013).","journal-title":"Schizophr. Res."},{"key":"68586_CR7","doi-asserted-by":"publisher","first-page":"949","DOI":"10.1076\/jcen.25.7.949.16482","volume":"25","author":"LJ Seidman","year":"2003","unstructured":"Seidman, L. J., Lanca, M., Kremen, W. S., Faraone, S. V. & Tsuang, M. T. Organizational and visual memory deficits in schizophrenia and bipolar psychoses using the Rey-Osterrieth complex figure: Effects of duration of illness. J. Clin. Exp. Neuropsychol. 25, 949\u2013964 (2003).","journal-title":"J. Clin. Exp. Neuropsychol."},{"key":"68586_CR8","doi-asserted-by":"publisher","first-page":"1121","DOI":"10.1017\/S0033291713001803","volume":"44","author":"NY Shin","year":"2014","unstructured":"Shin, N. Y., Lee, T. Y., Kim, E. & Kwon, J. S. Cognitive functioning in obsessive-compulsive disorder: A meta-analysis. Psychol. Med. 44, 1121\u20131130 (2014).","journal-title":"Psychol. Med."},{"key":"68586_CR9","doi-asserted-by":"publisher","first-page":"277","DOI":"10.1002\/1097-4679(198903)45:2<277::AID-JCLP2270450216>3.0.CO;2-M","volume":"45","author":"ED Bigler","year":"1989","unstructured":"Bigler, E. D., Rosa, L., Schultz, F., Hall, S. & Harris, J. Rey-Auditory verbal learning and Rey-Osterrieth complex figure design performance in Alzheimer\u2019s disease and closed head injury. J. Clin. Psychol. 45, 277\u2013280 (1989).","journal-title":"J. Clin. Psychol."},{"key":"68586_CR10","doi-asserted-by":"publisher","first-page":"1311","DOI":"10.1002\/aur.2717","volume":"15","author":"R Cardillo","year":"2022","unstructured":"Cardillo, R., Lievore, R. & Mammarella, I. C. Do children with and without autism spectrum disorder use different visuospatial processing skills to perform the Rey-Osterrieth complex figure test?. Autism Res. 15, 1311\u20131323 (2022).","journal-title":"Autism Res."},{"key":"68586_CR11","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/j.jad.2019.06.059","volume":"257","author":"P Correa-Ghisays","year":"2019","unstructured":"Correa-Ghisays, P. et al. Visual memory dysfunction as a neurocognitive endophenotype in bipolar disorder patients and their unaffected relatives. Evidence from a 5-year follow-up Valencia study. J. Affect. Disord. 257, 31\u201337 (2019).","journal-title":"J. Affect. Disord."},{"key":"68586_CR12","first-page":"59","volume":"47","author":"I Dimitrov","year":"2015","unstructured":"Dimitrov, I. et al. Application of the Rey-Osterrieth complex figure test for assessment of cognitive impairment in multiple sclerosis. Scr. Sci. Med. 47, 59\u201364 (2015).","journal-title":"Scr. Sci. Med."},{"key":"68586_CR13","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1001\/jamaneurol.2016.4226","volume":"74","author":"C Finke","year":"2017","unstructured":"Finke, C. et al. Evaluation of cognitive deficits and structural hippocampal damage in encephalitis with leucine-rich, glioma-inactivated 1 antibodies. JAMA Neurol. 74, 50\u201359 (2017).","journal-title":"JAMA Neurol."},{"key":"68586_CR14","doi-asserted-by":"publisher","first-page":"536","DOI":"10.1037\/0894-4105.7.4.536","volume":"7","author":"M Grossman","year":"1993","unstructured":"Grossman, M. et al. Visual construction impairments in Parkinson\u2019s disease. Neuropsychology 7, 536\u2013547 (1993).","journal-title":"Neuropsychology"},{"key":"68586_CR15","doi-asserted-by":"publisher","first-page":"522","DOI":"10.1016\/j.yebeh.2003.07.014","volume":"4","author":"MT Hernandez","year":"2003","unstructured":"Hernandez, M. T. et al. Attention, memory, and behavioral adjustment in children with frontal lobe epilepsy. Epilepsy Behav. 4, 522\u2013536 (2003).","journal-title":"Epilepsy Behav."},{"key":"68586_CR16","doi-asserted-by":"publisher","first-page":"1621","DOI":"10.1161\/STROKEAHA.111.000792","volume":"44","author":"P Schaapsmeerders","year":"2013","unstructured":"Schaapsmeerders, P. et al. Long-term cognitive impairment after first-ever ischemic stroke in young adults. Stroke 44, 1621\u20131628 (2013).","journal-title":"Stroke"},{"key":"68586_CR17","doi-asserted-by":"publisher","first-page":"103261","DOI":"10.1016\/j.actpsy.2021.103261","volume":"214","author":"JL VanGilder","year":"2021","unstructured":"VanGilder, J. L., Lohse, K. R., Duff, K., Wang, P. & Schaefer, S. Y. Evidence for associations between Rey-Osterrieth complex figure test and motor skill learning in older adults. Acta Psychol. 214, 103261 (2021).","journal-title":"Acta Psychol."},{"key":"68586_CR18","doi-asserted-by":"publisher","first-page":"462","DOI":"10.1080\/01688639608409003","volume":"18","author":"PS Fastenau","year":"1996","unstructured":"Fastenau, P. S., Bennett, J. M. & Denburg, N. L. Application of psychometric standards to scoring system evaluation: Is \u201cnew\u201d necessarily \u201cimproved\u201d?. J. Clin. Exp. Neuropsychol. 18, 462\u2013472 (1996).","journal-title":"J. Clin. Exp. Neuropsychol."},{"key":"68586_CR19","doi-asserted-by":"publisher","first-page":"566","DOI":"10.1080\/01688639508405146","volume":"17","author":"LA Tupler","year":"1995","unstructured":"Tupler, L. A., Welsh, K. A., Asare-Aboagye, Y. & Dawson, D. V. Reliability of the Rey-Osterrieth complex figure in use with memory-impaired patients. J. Clin. Exp. Neuropsychol. 17, 566\u2013579 (1995).","journal-title":"J. Clin. Exp. Neuropsychol."},{"key":"68586_CR20","doi-asserted-by":"publisher","unstructured":"Langer, N. et al. The AI neuropsychologist: Automatic scoring of memory deficits with deep learning. bioRxiv. https:\/\/doi.org\/10.1101\/2022.06.15.496291 (2022).","DOI":"10.1101\/2022.06.15.496291"},{"key":"68586_CR21","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1186\/s13195-023-01283-w","volume":"15","author":"JY Park","year":"2023","unstructured":"Park, J. Y., Seo, E. H., Yoon, H. J., Won, S. & Lee, K. H. Automating Rey complex figure test scoring using a deep learning-based approach: A potential large-scale screening tool for cognitive decline. Alzheimers Res. Ther. 15, 145 (2023).","journal-title":"Alzheimers Res. Ther."},{"key":"68586_CR22","doi-asserted-by":"publisher","first-page":"836","DOI":"10.1093\/arclin\/acz035.04","volume":"34","author":"J Vogt","year":"2019","unstructured":"Vogt, J. et al. Automated scoring of the Rey-Osterrieth complex figure test using a deep-learning algorithm. Arch. Clin. Neuropsychol. 34, 836\u2013836 (2019).","journal-title":"Arch. Clin. Neuropsychol."},{"key":"68586_CR23","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1186\/s13195-021-00821-8","volume":"13","author":"YC Youn","year":"2021","unstructured":"Youn, Y. C. et al. Use of the clock drawing test and the Rey-Osterrieth complex figure test-copy with convolutional neural networks to predict cognitive impairment. Alzheimers Res. Ther. 13, 85 (2021).","journal-title":"Alzheimers Res. Ther."},{"key":"68586_CR24","doi-asserted-by":"publisher","first-page":"14895","DOI":"10.1038\/s41598-021-94247-9","volume":"11","author":"MA Petilli","year":"2021","unstructured":"Petilli, M. A., Daini, R., Saibene, F. L. & Rabuffetti, M. Automated scoring for a Tablet-based Rey Figure copy task differentiates constructional, organisational, and motor abilities. Sci. Rep. 11, 14895 (2021).","journal-title":"Sci. Rep."},{"key":"68586_CR25","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1348\/174866407X180800","volume":"1","author":"SR Smith","year":"2007","unstructured":"Smith, S. R. et al. Psychometrics of a simple method for scoring organizational approach on the Rey-Osterrieth complex figure. J. Neuropsychol. 1, 39\u201351 (2007).","journal-title":"J. Neuropsychol."},{"key":"68586_CR26","doi-asserted-by":"publisher","first-page":"18402","DOI":"10.1038\/s41598-021-97885-1","volume":"11","author":"M Kim","year":"2021","unstructured":"Kim, M. et al. Eye movement as a biomarker of impaired organizational strategies during visual memory encoding in obsessive\u2013compulsive disorder. Sci. Rep. 11, 18402 (2021).","journal-title":"Sci. Rep."},{"key":"68586_CR27","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1016\/j.jecp.2015.09.011","volume":"141","author":"L Yi","year":"2016","unstructured":"Yi, L. et al. Children with autism spectrum disorder scan own-race faces differently from other-race faces. J. Exp. Child Psychol. 141, 177\u2013186 (2016).","journal-title":"J. Exp. Child Psychol."},{"key":"68586_CR28","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1016\/j.jbtep.2015.10.007","volume":"50","author":"MC Bradley","year":"2016","unstructured":"Bradley, M. C. et al. Obsessive\u2013compulsive symptoms and attentional bias: An eye-tracking methodology. J. Behav. Ther. Exp. Psychiatry 50, 303\u2013308 (2016).","journal-title":"J. Behav. Ther. Exp. Psychiatry"},{"key":"68586_CR29","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1101\/lm.048124.118","volume":"26","author":"RU Haque","year":"2019","unstructured":"Haque, R. U. et al. VisMET: A passive, efficient, and sensitive assessment of visuospatial memory in healthy aging, mild cognitive impairment, and Alzheimer\u2019s disease. Learn. Mem. 26, 93\u2013100 (2019).","journal-title":"Learn. Mem."},{"key":"68586_CR30","doi-asserted-by":"crossref","unstructured":"Vail, A. K. et al. Visual attention in schizophrenia: Eye contact and gaze aversion during clinical interactions. In 2017 Seventh International Conference on Affective Computing and Intelligent Interaction (ACII) 490\u2013497 (IEEE, 2017).","DOI":"10.1109\/ACII.2017.8273644"},{"key":"68586_CR31","doi-asserted-by":"publisher","first-page":"108045","DOI":"10.1016\/j.biopsycho.2021.108045","volume":"160","author":"P Naval\u00f3n","year":"2021","unstructured":"Naval\u00f3n, P. et al. Attentional biases to emotional scenes in schizophrenia: An eye-tracking study. Biol. Psychol. 160, 108045 (2021).","journal-title":"Biol. Psychol."},{"key":"68586_CR32","doi-asserted-by":"publisher","first-page":"8696","DOI":"10.1038\/s41598-021-88001-4","volume":"11","author":"IM Pavisic","year":"2021","unstructured":"Pavisic, I. M. et al. Eye-tracking indices of impaired encoding of visual short-term memory in familial Alzheimer\u2019s disease. Sci. Rep. 11, 8696 (2021).","journal-title":"Sci. Rep."},{"key":"68586_CR33","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1016\/j.schres.2017.03.043","volume":"190","author":"J Addington","year":"2017","unstructured":"Addington, J. et al. Comorbid diagnoses for youth at clinical high risk of psychosis. Schizophr. Res. 190, 90\u201395 (2017).","journal-title":"Schizophr. Res."},{"key":"68586_CR34","doi-asserted-by":"publisher","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","volume":"9","author":"S Hochreiter","year":"1997","unstructured":"Hochreiter, S. & Schmidhuber, J. Long short-term memory. Neural Comput. 9, 1735\u20131780 (1997).","journal-title":"Neural Comput."},{"key":"68586_CR35","unstructured":"Mnih, V., Heess, N., Graves, A. & Kavukcuoglu, K. Recurrent models of visual attention. In NIPS'14: Proceedings of the 27th International Conference on Neural Information Processing Systems 2204\u20132212 (MIT Press, 2014)."},{"key":"68586_CR36","doi-asserted-by":"publisher","first-page":"1106","DOI":"10.3389\/fpsyg.2018.01106","volume":"9","author":"K Wolf","year":"2018","unstructured":"Wolf, K. et al. Neurocognitive development of the resolution of selective visuo-spatial attention: Functional MRI evidence from object tracking. Front. Psychol. 9, 1106 (2018).","journal-title":"Front. Psychol."},{"key":"68586_CR37","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1613\/jair.953","volume":"16","author":"NV Chawla","year":"2002","unstructured":"Chawla, N. V., Bowyer, K. W., Hall, L. O. & Kegelmeyer, W. P. SMOTE: Synthetic minority over-sampling technique. J. Artif. Intell. Res. 16, 321\u2013357 (2002).","journal-title":"J. Artif. Intell. Res."},{"key":"68586_CR38","doi-asserted-by":"publisher","first-page":"168","DOI":"10.3390\/data8110168","volume":"8","author":"ZAT Ahmed","year":"2023","unstructured":"Ahmed, Z. A. T. et al. Applying eye tracking with deep learning techniques for early-stage detection of autism spectrum disorders. Data 8, 168 (2023).","journal-title":"Data"},{"key":"68586_CR39","doi-asserted-by":"publisher","first-page":"292","DOI":"10.3390\/fi15090292","volume":"15","author":"I Priyadarshini","year":"2023","unstructured":"Priyadarshini, I. Autism screening in toddlers and adults using deep learning and fair AI techniques. Future Internet 15, 292 (2023).","journal-title":"Future Internet"},{"key":"68586_CR40","doi-asserted-by":"crossref","unstructured":"Sims, S. & Conati, C. A neural architecture for detecting confusion in eye-tracking data. arXiv preprint arXiv:2003.06434 (2020).","DOI":"10.1145\/3382507.3418828"},{"key":"68586_CR41","doi-asserted-by":"publisher","first-page":"703","DOI":"10.1093\/oxfordjournals.schbul.a007040","volume":"29","author":"TJ Miller","year":"2003","unstructured":"Miller, T. J. et al. Prodromal assessment with the structured interview for prodromal syndromes and the scale of prodromal symptoms: Predictive validity, interrater reliability, and training to reliability. Schizophr. Bull. 29, 703\u2013715 (2003).","journal-title":"Schizophr. Bull."},{"key":"68586_CR42","doi-asserted-by":"publisher","first-page":"257","DOI":"10.4306\/pi.2010.7.4.257","volume":"7","author":"MH Jung","year":"2010","unstructured":"Jung, M. H. et al. The reliability and validity of the Korean version of the structured interview for prodromal syndrome. Psychiatry Investig. 7, 257\u2013263 (2010).","journal-title":"Psychiatry Investig."},{"key":"68586_CR43","doi-asserted-by":"publisher","first-page":"1006","DOI":"10.1001\/archpsyc.1989.01810110048007","volume":"46","author":"WK Goodman","year":"1989","unstructured":"Goodman, W. K. et al. The Yale-Brown obsessive compulsive scale. I. Development, use, and reliability. Arch. Gen. Psychiatry 46, 1006\u20131011 (1989).","journal-title":"Arch. Gen. Psychiatry"},{"key":"68586_CR44","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1136\/jnnp.23.1.56","volume":"23","author":"M Hamilton","year":"1960","unstructured":"Hamilton, M. A rating scale for depression. J. Neurol. Neurosurg. Psychiatry 23, 56\u201362 (1960).","journal-title":"J. Neurol. Neurosurg. Psychiatry"},{"key":"68586_CR45","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1111\/j.2044-8341.1959.tb00467.x","volume":"32","author":"M Hamilton","year":"1959","unstructured":"Hamilton, M. The assessment of anxiety states by rating. Br. J. Med. Psychol. 32, 50\u201355 (1959).","journal-title":"Br. J. Med. Psychol."},{"key":"68586_CR46","first-page":"121","volume":"19","author":"Z Kim","year":"1994","unstructured":"Kim, Z. Two-and four-subtest short forms of the Korean-Weschler Adult Intelligence. Scale Seoul J. Psychiatry 19, 121\u2013126 (1994).","journal-title":"Scale Seoul J. Psychiatry"},{"key":"68586_CR47","doi-asserted-by":"publisher","first-page":"881","DOI":"10.3758\/APP.71.4.881","volume":"71","author":"P Blignaut","year":"2009","unstructured":"Blignaut, P. Fixation identification: The optimum threshold for a dispersion algorithm. Atten. Percept. Psychophys. 71, 881\u2013895 (2009).","journal-title":"Atten. Percept. Psychophys."},{"key":"68586_CR48","doi-asserted-by":"publisher","first-page":"613","DOI":"10.1076\/1380-3395(200010)22:5;1-9;FT613","volume":"22","author":"J Somerville","year":"2000","unstructured":"Somerville, J., Tremont, G. & Stern, R. A. The Boston qualitative scoring system as a measure of executive functioning in Rey-Osterrieth complex figure performance. J. Clin. Exp. Neuropsychol. 22, 613\u2013621 (2000).","journal-title":"J. Clin. Exp. Neuropsychol."},{"key":"68586_CR49","unstructured":"Paszke, A. et al. PyTorch: An imperative style, high-performance deep learning library. In Proceedings of the 33rd International Conference on Neural Information Processing Systems 8026\u20138037 (Curran Associates Inc., 2019)."},{"key":"68586_CR50","doi-asserted-by":"publisher","first-page":"103089","DOI":"10.1016\/j.jbi.2018.12.003","volume":"90","author":"S Fotouhi","year":"2019","unstructured":"Fotouhi, S., Asadi, S. & Kattan, M. W. A comprehensive data level analysis for cancer diagnosis on imbalanced data. J. Biomed. Inform. 90, 103089 (2019).","journal-title":"J. Biomed. Inform."}],"container-title":["Scientific Reports"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.nature.com\/articles\/s41598-024-68586-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s41598-024-68586-2","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.nature.com\/articles\/s41598-024-68586-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,6]],"date-time":"2024-08-06T06:10:07Z","timestamp":1722924607000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.nature.com\/articles\/s41598-024-68586-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,6]]},"references-count":50,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2024,12]]}},"alternative-id":["68586"],"URL":"https:\/\/doi.org\/10.1038\/s41598-024-68586-2","relation":{"has-preprint":[{"id-type":"doi","id":"10.21203\/rs.3.rs-4373176\/v1","asserted-by":"object"}]},"ISSN":["2045-2322"],"issn-type":[{"value":"2045-2322","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,6]]},"assertion":[{"value":"5 May 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"25 July 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 August 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare no competing interests.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"18186"}}