{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"institution":[{"name":"bioRxiv"}],"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T05:54:51Z","timestamp":1787032491533,"version":"build-2736575974"},"posted":{"date-parts":[[2026,7,9]]},"group-title":"Bioengineering","reference-count":97,"publisher":"openRxiv","license":[{"start":{"date-parts":[[2026,7,9]],"date-time":"2026-07-09T00:00:00Z","timestamp":1783555200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"award":["MR\/W024810\/1"],"award-info":[{"award-number":["MR\/W024810\/1"]}],"id":[{"id":"https:\/\/ror.org\/03x94j517","id-type":"ROR","asserted-by":"publisher"}]},{"award":["MC_UU_00003\/3"],"award-info":[{"award-number":["MC_UU_00003\/3"]}],"id":[{"id":"https:\/\/ror.org\/03x94j517","id-type":"ROR","asserted-by":"publisher"}]},{"award":["MC_UU_00003\/2"],"award-info":[{"award-number":["MC_UU_00003\/2"]}],"id":[{"id":"https:\/\/ror.org\/03x94j517","id-type":"ROR","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004543","name":"China Scholarship Council","doi-asserted-by":"crossref","award":["202408060125"],"award-info":[{"award-number":["202408060125"]}],"id":[{"id":"10.13039\/501100004543","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Jon Moulton Charitable Foundation"},{"name":"Oxford Hospitals Charity"},{"id":[{"id":"https:\/\/ror.org\/04e3zg361","id-type":"ROR","asserted-by":"publisher"}]},{"id":[{"id":"https:\/\/ror.org\/0472cxd90","id-type":"ROR","asserted-by":"publisher"}]},{"id":[{"id":"https:\/\/ror.org\/01cwqze88","id-type":"ROR","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"accepted":{"date-parts":[[2026,7,9]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                <jats:p>Adaptive deep brain stimulation (aDBS) relies on physiological biomarkers to infer motor state and guide therapeutic stimulation in Parkinson\u2019s disease. However, neural biomarkers may themselves be altered by stimulation, potentially limiting their utility for closed-loop control. We address this limitation by testing whether DBS device-embedded accelerometers can accurately track Parkinsonian motor state across stimulation conditions. We analysed over 1,900 hours of chronic recordings of subthalamic nucleus (STN), sensorimotor cortical and device-embedded accelerometry signals acquired before and during continuous STN stimulation, alongside continuous wearable assessments of bradykinesia and dyskinesia. Across stimulation conditions, accelerometry-derived features robustly tracked motor symptom severity and outperformed neural features for symptom decoding. Mechanistically, total STN beta power - a widely used biomarker for aDBS - proved less informative because it conflates periodic and aperiodic neural processes with opposing relationships to motor state. Under active stimulation, periodic beta activity showed reduced coupling to symptom severity, whereas STN aperiodic activity, cortical periodic activity and cortico-subthalamic coherence remained comparatively stable. Together, these findings demonstrate that neural and behavioural biomarkers exhibit differential robustness during deep brain stimulation and identify device-embedded accelerometry as a robust behavioural biomarker of motor state, motivating its use in next-generation adaptive DBS systems.<\/jats:p>","DOI":"10.64898\/2026.07.08.737286","type":"posted-content","created":{"date-parts":[[2026,7,9]],"date-time":"2026-07-09T13:15:34Z","timestamp":1783602934000},"source":"Crossref","is-referenced-by-count":1,"title":["Device-embedded accelerometry complements neural signals for tracking parkinsonian motor states"],"prefix":"10.64898","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7098-4285","authenticated-orcid":false,"given":"Tao","family":"Liu","sequence":"first","affiliation":[{"name":"MRC Centre of Research Excellence in Restorative Neural Dynamics, University of Oxford, Oxford, UK"},{"name":"Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7062-2508","authenticated-orcid":false,"given":"Jiaang","family":"Yao","sequence":"additional","affiliation":[{"name":"Weill Institute for Neurosciences, University of California San Francisco, San Francisco, USA"},{"name":"Graduate Program in Bioengineering, University of California, Berkeley and University of California, San Francisco, San Francisco, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-8362-7350","authenticated-orcid":false,"given":"Bahman","family":"Abdi-Sargezeh","sequence":"additional","affiliation":[{"name":"MRC Centre of Research Excellence in Restorative Neural Dynamics, University of Oxford, Oxford, UK"},{"name":"Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9296-3386","authenticated-orcid":false,"given":"Abhinav","family":"Sharma","sequence":"additional","affiliation":[{"name":"MRC Centre of Research Excellence in Restorative Neural Dynamics, University of Oxford, Oxford, UK"},{"name":"Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7433-4597","authenticated-orcid":false,"given":"Camille","family":"Lasbareilles","sequence":"additional","affiliation":[{"name":"MRC Centre of Research Excellence in Restorative Neural Dynamics, University of Oxford, Oxford, UK"},{"name":"Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1430-8861","authenticated-orcid":false,"given":"Robert","family":"Tsi Lok Ho","sequence":"additional","affiliation":[{"name":"Department of Neurosurgery, University of California San Francisco, San Francisco, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-4490-2505","authenticated-orcid":false,"given":"Jackson T.S.","family":"Cheung","sequence":"additional","affiliation":[{"name":"Faculty of Medical Sciences, University College London, London, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5404-4004","authenticated-orcid":false,"given":"Timothy","family":"Denison","sequence":"additional","affiliation":[{"name":"MRC Centre of Research Excellence in Restorative Neural Dynamics, University of Oxford, Oxford, UK"},{"name":"Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8038-3029","authenticated-orcid":false,"given":"Huiling","family":"Tan","sequence":"additional","affiliation":[{"name":"MRC Centre of Research Excellence in Restorative Neural Dynamics, University of Oxford, Oxford, UK"},{"name":"Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6758-9708","authenticated-orcid":false,"given":"Wolf-Julian","family":"Neumann","sequence":"additional","affiliation":[{"name":"Wyss Center for Bio- and Neuroengineering, Geneva, Switzerland"},{"name":"Movement Disorder and Neuromodulation Unit, Department of Neurology, Charit\u00e9 \u2013 Universit\u00e4tsmedizin, Berlin, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-9393-7157","authenticated-orcid":false,"given":"Minghan Max","family":"Zhu","sequence":"additional","affiliation":[{"name":"Weill Institute for Neurosciences, University of California San Francisco, San Francisco, USA"},{"name":"Department of Neurology, University of California San Francisco, San Francisco, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-8191-5251","authenticated-orcid":false,"given":"Sebastian","family":"Liu","sequence":"additional","affiliation":[{"name":"Department of Neurosurgery, University of California San Francisco, San Francisco, USA"},{"name":"Department of Neurology, University of California San Francisco, San Francisco, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2733-4003","authenticated-orcid":false,"given":"Philip A.","family":"Starr","sequence":"additional","affiliation":[{"name":"Weill Institute for Neurosciences, University of California San Francisco, San Francisco, USA"},{"name":"Department of Neurosurgery, University of California San Francisco, San Francisco, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6249-6230","authenticated-orcid":false,"given":"Simon","family":"Little","sequence":"additional","affiliation":[{"name":"Weill Institute for Neurosciences, University of California San Francisco, San Francisco, USA"},{"name":"Department of Neurology, University of California San Francisco, San Francisco, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0152-9294","authenticated-orcid":false,"given":"Ashwini","family":"Oswal","sequence":"additional","affiliation":[{"name":"MRC Centre of Research Excellence in Restorative Neural Dynamics, University of Oxford, Oxford, UK"},{"name":"Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"54368","reference":[{"key":"2026071107000997000_2026.07.08.737286v1.1","doi-asserted-by":"publisher","DOI":"10.1002\/mds.26424"},{"key":"2026071107000997000_2026.07.08.737286v1.2","doi-asserted-by":"publisher","DOI":"10.1186\/s12984-021-00905-4"},{"key":"2026071107000997000_2026.07.08.737286v1.3","doi-asserted-by":"publisher","DOI":"10.1002\/mds.1090"},{"key":"2026071107000997000_2026.07.08.737286v1.4","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(76)91416-1"},{"key":"2026071107000997000_2026.07.08.737286v1.5","doi-asserted-by":"publisher","DOI":"10.1002\/mds.28914"},{"key":"2026071107000997000_2026.07.08.737286v1.6","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.1591-20.2021"},{"key":"2026071107000997000_2026.07.08.737286v1.7","doi-asserted-by":"publisher","DOI":"10.1093\/brain\/awz239"},{"key":"2026071107000997000_2026.07.08.737286v1.8","doi-asserted-by":"publisher","DOI":"10.1001\/jamaneurol.2015.2397"},{"key":"2026071107000997000_2026.07.08.737286v1.9","doi-asserted-by":"publisher","DOI":"10.1002\/mds.30169"},{"key":"2026071107000997000_2026.07.08.737286v1.10","doi-asserted-by":"publisher","DOI":"10.1002\/mds.26759"},{"key":"2026071107000997000_2026.07.08.737286v1.11","doi-asserted-by":"publisher","DOI":"10.1016\/S1353-8020(13)70013-0"},{"key":"2026071107000997000_2026.07.08.737286v1.12","doi-asserted-by":"publisher","DOI":"10.1002\/mds.70076"},{"key":"2026071107000997000_2026.07.08.737286v1.13","doi-asserted-by":"publisher","DOI":"10.1093\/brain\/aww048"},{"key":"2026071107000997000_2026.07.08.737286v1.14","doi-asserted-by":"publisher","DOI":"10.1016\/j.expneurol.2008.11.008"},{"key":"2026071107000997000_2026.07.08.737286v1.15","doi-asserted-by":"publisher","DOI":"10.1002\/mds.22340"},{"key":"2026071107000997000_2026.07.08.737286v1.16","doi-asserted-by":"publisher","DOI":"10.1002\/mds.29415"},{"key":"2026071107000997000_2026.07.08.737286v1.17","doi-asserted-by":"publisher","DOI":"10.1002\/ana.23951"},{"key":"2026071107000997000_2026.07.08.737286v1.18","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-021-25366-0"},{"key":"2026071107000997000_2026.07.08.737286v1.19","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.0817-10.2010"},{"key":"2026071107000997000_2026.07.08.737286v1.20","doi-asserted-by":"publisher","DOI":"10.1016\/j.ebiom.2025.105988"},{"key":"2026071107000997000_2026.07.08.737286v1.21","doi-asserted-by":"publisher","DOI":"10.7554\/eLife.82467"},{"key":"2026071107000997000_2026.07.08.737286v1.22","doi-asserted-by":"publisher","DOI":"10.1002\/mds.29276"},{"key":"2026071107000997000_2026.07.08.737286v1.23","doi-asserted-by":"publisher","DOI":"10.1016\/j.parkreldis.2023.105397"},{"key":"2026071107000997000_2026.07.08.737286v1.24","doi-asserted-by":"publisher","DOI":"10.1016\/j.brs.2024.04.006"},{"key":"2026071107000997000_2026.07.08.737286v1.25","doi-asserted-by":"publisher","DOI":"10.1001\/jamaneurol.2014.4524"},{"key":"2026071107000997000_2026.07.08.737286v1.26","doi-asserted-by":"publisher","DOI":"10.1097\/00002826-200003000-00003"},{"key":"2026071107000997000_2026.07.08.737286v1.27","doi-asserted-by":"publisher","DOI":"10.3390\/s21237876"},{"key":"2026071107000997000_2026.07.08.737286v1.28","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-019-0217-7"},{"key":"2026071107000997000_2026.07.08.737286v1.29","doi-asserted-by":"publisher","DOI":"10.3233\/JPD-2012-11071"},{"key":"2026071107000997000_2026.07.08.737286v1.30","doi-asserted-by":"publisher","DOI":"10.3233\/JPD-202101"},{"key":"2026071107000997000_2026.07.08.737286v1.31","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2017.2697764"},{"key":"2026071107000997000_2026.07.08.737286v1.32","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2017.03.020"},{"key":"2026071107000997000_2026.07.08.737286v1.33","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2021.714256"},{"key":"2026071107000997000_2026.07.08.737286v1.34","doi-asserted-by":"publisher","DOI":"10.1111\/ner.12170"},{"key":"2026071107000997000_2026.07.08.737286v1.35","doi-asserted-by":"crossref","unstructured":"Denison, T. , Consoer, K. , Santa, W. , Hutt, M. & Miesel, K. in 2007 IEEE Instrumentation & Measurement Technology Conference IMTC 2007. 1\u20136 (IEEE).","DOI":"10.1109\/IMTC.2007.379136"},{"key":"2026071107000997000_2026.07.08.737286v1.36","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMoa0907083"},{"key":"2026071107000997000_2026.07.08.737286v1.37","doi-asserted-by":"publisher","DOI":"10.1093\/brain\/awae004"},{"key":"2026071107000997000_2026.07.08.737286v1.38","doi-asserted-by":"publisher","DOI":"10.1038\/s41587-021-00897-5"},{"key":"2026071107000997000_2026.07.08.737286v1.39","doi-asserted-by":"publisher","DOI":"10.1227\/NEU.0b013e31820781bc"},{"key":"2026071107000997000_2026.07.08.737286v1.40","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2018.08.068"},{"key":"2026071107000997000_2026.07.08.737286v1.41","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2021.769872"},{"key":"2026071107000997000_2026.07.08.737286v1.42","unstructured":"Penny, W. D. , Friston, K. J. , Ashburner, J. T. , Kiebel, S. J. & Nichols, T. E . Statistical parametric mapping: the analysis of functional brain images. (Elsevier, 2011)."},{"key":"2026071107000997000_2026.07.08.737286v1.43","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2014.12.002"},{"key":"2026071107000997000_2026.07.08.737286v1.44","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2017.05.015"},{"key":"2026071107000997000_2026.07.08.737286v1.45","doi-asserted-by":"publisher","DOI":"10.1016\/j.brs.2025.01.011"},{"key":"2026071107000997000_2026.07.08.737286v1.46","doi-asserted-by":"publisher","DOI":"10.1186\/s40734-020-00087-6"},{"key":"2026071107000997000_2026.07.08.737286v1.47","doi-asserted-by":"crossref","unstructured":"Neumann, W.-J. et al. Multitarget brain implants enable generalized decoding of Parkinson\u2019s disease symptoms from chronic home recordings. (2026).","DOI":"10.21203\/rs.3.rs-9125364\/v1"},{"key":"2026071107000997000_2026.07.08.737286v1.48","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC48229.2022.9871232"},{"key":"2026071107000997000_2026.07.08.737286v1.49","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2018.2880148"},{"key":"2026071107000997000_2026.07.08.737286v1.50","doi-asserted-by":"publisher","DOI":"10.1002\/mds.30163"},{"key":"2026071107000997000_2026.07.08.737286v1.51","doi-asserted-by":"publisher","DOI":"10.1155\/2011\/156869"},{"key":"2026071107000997000_2026.07.08.737286v1.52","doi-asserted-by":"publisher","DOI":"10.1038\/s41593-020-00744-x"},{"key":"2026071107000997000_2026.07.08.737286v1.53","doi-asserted-by":"publisher","DOI":"10.1038\/s41531-024-00773-4"},{"key":"2026071107000997000_2026.07.08.737286v1.54","doi-asserted-by":"publisher","DOI":"10.1152\/jn.00629.2017"},{"key":"2026071107000997000_2026.07.08.737286v1.55","doi-asserted-by":"publisher","DOI":"10.1016\/j.parkreldis.2014.02.011"},{"key":"2026071107000997000_2026.07.08.737286v1.56","doi-asserted-by":"crossref","unstructured":"Benjamini, Y. & Yekutieli, D . The control of the false discovery rate in multiple testing under dependency. Annals of statistics, 1165\u20131188 (2001).","DOI":"10.1214\/aos\/1013699998"},{"key":"2026071107000997000_2026.07.08.737286v1.57","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-021-00414-7"},{"key":"2026071107000997000_2026.07.08.737286v1.58","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-8-25"},{"key":"2026071107000997000_2026.07.08.737286v1.59","doi-asserted-by":"publisher","DOI":"10.1038\/s41531-018-0046-4"},{"key":"2026071107000997000_2026.07.08.737286v1.60","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-025-58132-7"},{"key":"2026071107000997000_2026.07.08.737286v1.61","doi-asserted-by":"publisher","DOI":"10.1001\/jamaneurol.2025.2781"},{"key":"2026071107000997000_2026.07.08.737286v1.62","doi-asserted-by":"publisher","DOI":"10.1038\/s41531-024-00772-5"},{"key":"2026071107000997000_2026.07.08.737286v1.63","doi-asserted-by":"publisher","DOI":"10.1109\/SMC42975.2020.9283328"},{"key":"2026071107000997000_2026.07.08.737286v1.64","doi-asserted-by":"publisher","DOI":"10.1016\/j.brs.2021.08.016"},{"key":"2026071107000997000_2026.07.08.737286v1.65","doi-asserted-by":"publisher","DOI":"10.1159\/000521431"},{"key":"2026071107000997000_2026.07.08.737286v1.66","doi-asserted-by":"publisher","DOI":"10.1111\/j.1460-9568.2006.04717.x"},{"key":"2026071107000997000_2026.07.08.737286v1.67","doi-asserted-by":"crossref","unstructured":"Sharma, A. et al. Dynamic neural states underpin bradykinesia severity in Parkinson\u2019s disease. bioRxiv, 2025.2008. 2026.672349 (2025).","DOI":"10.1101\/2025.08.26.672349"},{"key":"2026071107000997000_2026.07.08.737286v1.68","doi-asserted-by":"publisher","DOI":"10.1016\/j.brs.2020.09.027"},{"key":"2026071107000997000_2026.07.08.737286v1.69","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.0282-08.2008"},{"key":"2026071107000997000_2026.07.08.737286v1.70","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.1803-13.2014"},{"key":"2026071107000997000_2026.07.08.737286v1.71","doi-asserted-by":"publisher","DOI":"10.1016\/j.expneurol.2005.02.010"},{"key":"2026071107000997000_2026.07.08.737286v1.72","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.2205881119"},{"key":"2026071107000997000_2026.07.08.737286v1.73","doi-asserted-by":"publisher","DOI":"10.1016\/j.expneurol.2006.06.014"},{"key":"2026071107000997000_2026.07.08.737286v1.74","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.2041-09.2009"},{"key":"2026071107000997000_2026.07.08.737286v1.75","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pcbi.1002655"},{"key":"2026071107000997000_2026.07.08.737286v1.76","doi-asserted-by":"publisher","DOI":"10.1152\/jn.1994.72.2.507"},{"key":"2026071107000997000_2026.07.08.737286v1.77","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.0123-08.2008"},{"key":"2026071107000997000_2026.07.08.737286v1.78","doi-asserted-by":"publisher","DOI":"10.1038\/s41531-024-00737-8"},{"key":"2026071107000997000_2026.07.08.737286v1.79","doi-asserted-by":"publisher","DOI":"10.1016\/j.nbd.2018.01.001"},{"key":"2026071107000997000_2026.07.08.737286v1.80","doi-asserted-by":"publisher","DOI":"10.1152\/jn.00964.2016"},{"key":"2026071107000997000_2026.07.08.737286v1.81","doi-asserted-by":"publisher","DOI":"10.1016\/j.nbd.2020.105119"},{"key":"2026071107000997000_2026.07.08.737286v1.82","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(14)61393-3"},{"key":"2026071107000997000_2026.07.08.737286v1.83","first-page":"S22","article-title":"Pathophysiology of levodopa-induced dyskinesias in Parkinson\u2019s disease: problems with the current model","volume":"47","year":"2000","journal-title":"Ann Neurol"},{"key":"2026071107000997000_2026.07.08.737286v1.84","doi-asserted-by":"publisher","DOI":"10.1016\/j.jns.2018.02.001"},{"key":"2026071107000997000_2026.07.08.737286v1.85","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-49798-3"},{"key":"2026071107000997000_2026.07.08.737286v1.86","doi-asserted-by":"publisher","DOI":"10.2196\/50035"},{"key":"2026071107000997000_2026.07.08.737286v1.87","doi-asserted-by":"publisher","DOI":"10.1038\/s41531-024-00755-6"},{"key":"2026071107000997000_2026.07.08.737286v1.88","doi-asserted-by":"publisher","DOI":"10.1016\/j.brs.2019.02.020"},{"key":"2026071107000997000_2026.07.08.737286v1.89","doi-asserted-by":"publisher","DOI":"10.1016\/j.brs.2024.01.007"},{"key":"2026071107000997000_2026.07.08.737286v1.90","doi-asserted-by":"publisher","DOI":"10.1038\/s41531-025-01124-7"},{"key":"2026071107000997000_2026.07.08.737286v1.91","doi-asserted-by":"publisher","DOI":"10.1038\/s41551-025-01438-0"},{"key":"2026071107000997000_2026.07.08.737286v1.92","doi-asserted-by":"publisher","DOI":"10.1038\/s41582-025-01131-5"},{"key":"2026071107000997000_2026.07.08.737286v1.93","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-024-03196-z"},{"key":"2026071107000997000_2026.07.08.737286v1.94","doi-asserted-by":"publisher","DOI":"10.3390\/s16060800"},{"key":"2026071107000997000_2026.07.08.737286v1.95","doi-asserted-by":"publisher","DOI":"10.3390\/jpm7020003"},{"key":"2026071107000997000_2026.07.08.737286v1.96","doi-asserted-by":"publisher","DOI":"10.1002\/mdc3.12850"},{"key":"2026071107000997000_2026.07.08.737286v1.97","doi-asserted-by":"publisher","DOI":"10.3390\/s19235153"}],"container-title":[],"original-title":[],"link":[{"URL":"https:\/\/syndication.highwire.org\/content\/doi\/10.64898\/2026.07.08.737286","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,11]],"date-time":"2026-07-11T14:00:28Z","timestamp":1783778428000},"score":1,"resource":{"primary":{"URL":"http:\/\/biorxiv.org\/lookup\/doi\/10.64898\/2026.07.08.737286"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,9]]},"references-count":97,"URL":"https:\/\/doi.org\/10.64898\/2026.07.08.737286","relation":{},"subject":[],"published":{"date-parts":[[2026,7,9]]},"subtype":"preprint"}}