{"id":"https://openalex.org/W7204964410","doi":"https://doi.org/10.48550/arxiv.2608.29494","title":"Learning Human Health and Diseases from 24-hour Wrist Movement","display_name":"Learning Human Health and Diseases from 24-hour Wrist Movement","publication_year":2026,"publication_date":"2026-08-30","ids":{"openalex":"https://openalex.org/W7204964410","doi":"https://doi.org/10.48550/arxiv.2608.29494"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2608.29494","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.29494","pdf_url":"https://arxiv.org/pdf/2608.29494","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2608.29494","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5148898125","display_name":"Yong Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Wang, Yong","raw_affiliation_strings":["Department of Psychiatry , University of Oxford , Oxford , UK","Pioneer Centre for SMARTbiomed , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Pioneer Centre for SMARTbiomed , Oxford , UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034348227","display_name":"Dylan McGagh","orcid":"https://orcid.org/0000-0002-6772-2775","observed_orcids":["https://orcid.org/0000-0002-6772-2775"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"McGagh, Dylan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117491863","display_name":"Katya Broomberg","orcid":"https://orcid.org/0009-0006-6601-0449","observed_orcids":["https://orcid.org/0009-0006-6601-0449"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Broomberg, Katya","raw_affiliation_strings":["Big Data Institute , University of Oxford , Oxford , UK","Nuffield Department of Population Health , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data Institute , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Nuffield Department of Population Health , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148891984","display_name":"Zizheng Zhang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Zizheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148855710","display_name":"Jonathan Carter","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Carter, Jonathan","raw_affiliation_strings":["Department of Engineering Science , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering Science , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055595805","display_name":"Junayed Naushad","orcid":"https://orcid.org/0000-0003-0569-0226","observed_orcids":["https://orcid.org/0000-0003-0569-0226"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Naushad, Junayed","raw_affiliation_strings":["Department of Computer Science , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069748263","display_name":"Laura A. Brocklebank","orcid":"https://orcid.org/0009-0004-4493-0426","observed_orcids":["https://orcid.org/0009-0004-4493-0426","https://orcid.org/0000-0002-5928-3143"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Brocklebank, Laura","raw_affiliation_strings":["Big Data Institute , University of Oxford , Oxford , UK","Nuffield Department of Population Health , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data Institute , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Nuffield Department of Population Health , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148924983","display_name":"Yang Sun","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sun, Yang","raw_affiliation_strings":["Big Data Institute , University of Oxford , Oxford , UK","Department of Statistics , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data Institute , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Department of Statistics , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148934814","display_name":"George Nicholson","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nicholson, George","raw_affiliation_strings":["Big Data Institute , University of Oxford , Oxford , UK","Department of Statistics , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data Institute , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Department of Statistics , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148926189","display_name":"Dianjianyi Sun","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sun, Dianjianyi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123348055","display_name":"Canqing Yu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu, Canqing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148939495","display_name":"Jun Lv","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lv, Jun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104187003","display_name":"Maxim Barnard","orcid":"https://orcid.org/0009-0004-5160-6632","observed_orcids":["https://orcid.org/0009-0004-5160-6632"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Barnard, Maxim","raw_affiliation_strings":["Nuffield Department of Population Health , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuffield Department of Population Health , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148888870","display_name":"Hubert Lam","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lam, Hubert","raw_affiliation_strings":["Nuffield Department of Population Health , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuffield Department of Population Health , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005721369","display_name":"Andrew Steptoe","orcid":"https://orcid.org/0000-0001-7808-4943","observed_orcids":["https://orcid.org/0000-0001-7808-4943"]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Steptoe, Andrew","raw_affiliation_strings":["Department of Behavioural Science and Health , University College London , London , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Behavioural Science and Health , University College London , London , UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148860912","display_name":"David W. Eyre","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Eyre, David W.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148867443","display_name":"Liming Li","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Liming","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148898376","display_name":"Zhengming Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chen, Zhengming","raw_affiliation_strings":["Nuffield Department of Population Health , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuffield Department of Population Health , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064741640","display_name":"Naomi R. Wray","orcid":"https://orcid.org/0000-0001-7421-3357","observed_orcids":["https://orcid.org/0000-0001-7421-3357"]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Wray, Naomi","raw_affiliation_strings":["Department of Psychiatry , University of Oxford , Oxford , UK","Pioneer Centre for SMARTbiomed , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Pioneer Centre for SMARTbiomed , Oxford , UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073010916","display_name":"Spiros Denaxas","orcid":"https://orcid.org/0000-0001-9612-7791","observed_orcids":["https://orcid.org/0000-0001-9612-7791"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Denaxas, Spiros","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148913351","display_name":"Gary S. Collins","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I34931013","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08","country_code":"GB","type":"government","lineage":["https://openalex.org/I34931013"]},{"id":"https://openalex.org/I4210162943","display_name":"NIHR Birmingham Biomedical Research Centre","ror":"https://ror.org/05ccjmp23","country_code":"GB","type":"facility","lineage":["https://openalex.org/I34931013","https://openalex.org/I4210162943"]},{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Collins, Gary S.","raw_affiliation_strings":["Department of Applied Health Sciences , School of Health Sciences , College of Medicine and Health , University of Birmingham , Birmingham , UK","National Institute for Health and Care Research (NIHR) Biomedical Research Centre: Birmingham ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Applied Health Sciences , School of Health Sciences , College of Medicine and Health , University of Birmingham , Birmingham , UK","institution_ids":["https://openalex.org/I79619799"]},{"raw_affiliation_string":"National Institute for Health and Care Research (NIHR) Biomedical Research Centre: Birmingham ,","institution_ids":["https://openalex.org/I34931013","https://openalex.org/I4210162943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073518338","display_name":"Huaidong Du","orcid":"https://orcid.org/0000-0002-9814-0049","observed_orcids":["https://orcid.org/0000-0002-9814-0049"]},"institutions":[{"id":"https://openalex.org/I1308923049","display_name":"University Hospitals Birmingham NHS Foundation Trust","ror":"https://ror.org/014ja3n03","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1308923049"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Du, Huaidong","raw_affiliation_strings":["Nuffield Department of Population Health , University of Oxford , Oxford , UK","University Hospitals Birmingham NHS Foundation Trust and University of Birmingham , Birmingham , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuffield Department of Population Health , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"University Hospitals Birmingham NHS Foundation Trust and University of Birmingham , Birmingham , UK","institution_ids":["https://openalex.org/I1308923049","https://openalex.org/I79619799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083886220","display_name":"Aiden Doherty","orcid":"https://orcid.org/0000-0003-1840-0451","observed_orcids":["https://orcid.org/0000-0003-1840-0451"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Doherty, Aiden","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5148905927","display_name":"Hang Yuan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yuan, Hang","raw_affiliation_strings":["Big Data Institute , University of Oxford , Oxford , UK","Nuffield Department of Population Health , University of Oxford , Oxford , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data Institute , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Nuffield Department of Population Health , University of Oxford , Oxford , UK","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.6244999766349792,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.6244999766349792,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10352","display_name":"Physical Activity and Health","score":0.24950000643730164,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.03709999844431877,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wrist-worn-accelerometers","display_name":"wrist-worn accelerometers","score":0.9309999942779541},{"id":"https://openalex.org/keywords/health-representations","display_name":"health representations","score":0.5580000281333923},{"id":"https://openalex.org/keywords/disease-classification","display_name":"disease classification","score":0.7910000085830688},{"id":"https://openalex.org/keywords/physical-functioning","display_name":"physical function","score":0.7549999952316284},{"id":"https://openalex.org/keywords/neurological-disorders","display_name":"neurological disorders","score":0.6610000133514404},{"id":"https://openalex.org/keywords/mental-disorders","display_name":"mental illness","score":0.9990000128746033}],"concepts":[{"id":"https://openalex.org/C2778216619","wikidata":"https://www.wikidata.org/wiki/Q185706","display_name":"Wrist","level":2,"score":0.5885000228881836},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.5480999946594238},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5182999968528748},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.4832000136375427},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.482699990272522},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.45969998836517334},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.45010000467300415},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.448199987411499},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.3910999894142151},{"id":"https://openalex.org/C2778149918","wikidata":"https://www.wikidata.org/wiki/Q3291156","display_name":"Population health","level":3,"score":0.3765000104904175},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.3718000054359436},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.31630000472068787},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3140999972820282},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.296099990606308},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.2928999960422516},{"id":"https://openalex.org/C2987857752","wikidata":"https://www.wikidata.org/wiki/Q12147","display_name":"Human health","level":2,"score":0.28540000319480896},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C107130276","wikidata":"https://www.wikidata.org/wiki/Q133805","display_name":"Epidemiology","level":2,"score":0.2572000026702881},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.2513999938964844},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.2508000135421753}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:2608.29494","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.29494","pdf_url":"https://arxiv.org/pdf/2608.29494","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/c92e29dc-86b3-442b-90e6-b46f91595aec","doi":null,"is_oa":true,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/c92e29dc-86b3-442b-90e6-b46f91595aec","pdf_url":"https://pure-oai.bham.ac.uk/ws/files/317589851/2608.29494v1.pdf","source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Wang, Y, McGagh, D, Broomberg, K, Zhang, Z, Carter, J, Naushad, J, Brocklebank, L, Sun, Y, Nicholson, G, Sun, D, Yu, C, Lv, J, Barnard, M, Lam, H, Steptoe, A, Eyre, D W, Li, L, Chen, Z, Wray, N, Denaxas, S, Collins, G S, Du, H, Doherty, A & Yuan, H 2026 'Learning Human Health and Diseases from 24-hour Wrist Movement' arXiv. https://doi.org/10.48550/arXiv.2608.29494","raw_type":"info:eu-repo/semantics/preprint"},{"id":"doi:10.48550/arxiv.2608.29494","doi":"https://doi.org/10.48550/arxiv.2608.29494","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2608.29494","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2608.29494","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.29494","pdf_url":"https://arxiv.org/pdf/2608.29494","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.979200005531311}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1018192509","display_name":null,"funder_award_id":"2023ZD0510100","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"},{"id":"https://openalex.org/G1456647824","display_name":"Using wearable sensors to transform the understanding of cardiovascular disease: Prediction, mechanisms, and patient relevant endpoints.","funder_award_id":"223100/Z/21/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G20484840","display_name":null,"funder_award_id":"82388102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2853185553","display_name":"Using wearable sensors to transform the understanding of cardiovascular disease: Prediction, mechanisms, and patient relevant endpoints.","funder_award_id":"223100","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G2952662752","display_name":"EPSRC Centre for Doctoral Training in Health Data Science","funder_award_id":"EP/S02428X/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3119995753","display_name":null,"funder_award_id":"82192900","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G3178855558","display_name":null,"funder_award_id":"2023ZD0510100","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G3262907292","display_name":null,"funder_award_id":"2023ZD0510101","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"},{"id":"https://openalex.org/G3295457392","display_name":"Research Excellence (round 3)","funder_award_id":"RE/18/3/34214","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G3457649894","display_name":null,"funder_award_id":"2023ZD0510100","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3873921545","display_name":null,"funder_award_id":"82192900","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G3882161067","display_name":null,"funder_award_id":"82192904","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G3979305625","display_name":null,"funder_award_id":"2023ZD0510101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4068791849","display_name":null,"funder_award_id":"82192901","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G4300974189","display_name":null,"funder_award_id":"82192904","funder_id":"https://openalex.org/F4320319985","funder_display_name":"Cancer Research UK"},{"id":"https://openalex.org/G440698137","display_name":null,"funder_award_id":"RE/18/3/34214","funder_id":"https://openalex.org/F4320320290","funder_display_name":"University of Oxford"},{"id":"https://openalex.org/G4546568785","display_name":null,"funder_award_id":"82192904","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4910881425","display_name":null,"funder_award_id":"82192900","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G5330193902","display_name":"Brain Networks Underlying Sleep and Circadian Rhythm Disruption (SCRD) in Mental Health","funder_award_id":"227093","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G5496894145","display_name":null,"funder_award_id":"82192901","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G583177589","display_name":null,"funder_award_id":"82192901","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5965697188","display_name":null,"funder_award_id":"82192904","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G776764879","display_name":null,"funder_award_id":"82192901","funder_id":"https://openalex.org/F4320319992","funder_display_name":"British Heart Foundation"},{"id":"https://openalex.org/G8069003457","display_name":null,"funder_award_id":"82192900","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8636619335","display_name":"Brain Networks Underlying Sleep and Circadian Rhythm Disruption (SCRD) in Mental Health","funder_award_id":"227093/Z/23/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"}],"funders":[{"id":"https://openalex.org/F4320311904","display_name":"Wellcome Trust","ror":"https://ror.org/029chgv08"},{"id":"https://openalex.org/F4320319985","display_name":"Cancer Research UK","ror":"https://ror.org/054225q67"},{"id":"https://openalex.org/F4320319990","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320319992","display_name":"British Heart Foundation","ror":"https://ror.org/02wdwnk04"},{"id":"https://openalex.org/F4320319994","display_name":"Department of Health and Social Care","ror":"https://ror.org/03sbpja79"},{"id":"https://openalex.org/F4320320290","display_name":"University of Oxford","ror":"https://ror.org/052gg0110"},{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320320943","display_name":"Danmarks Grundforskningsfond","ror":"https://ror.org/00znyv691"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329860","display_name":"National Science and Technology Major Project","ror":null},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320335846","display_name":"Biomedical Research Council","ror":"https://ror.org/03xy0wx88"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204964410.pdf","grobid_xml":"https://content.openalex.org/works/W7204964410.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7171466751","https://openalex.org/W7093443865","https://openalex.org/W7135049038","https://openalex.org/W7221580738","https://openalex.org/W4226128161","https://openalex.org/W4405469916","https://openalex.org/W7165423376","https://openalex.org/W6963618856","https://openalex.org/W4381149069","https://openalex.org/W4404986228"],"abstract_inverted_index":{"Much":[0],"of":[1,13,33,55,85,92,139,156,188],"human":[2],"health":[3,49,104,189,197],"and":[4,62,75,106,120,149,173,185,199],"function":[5],"unfolds":[6],"beyond":[7],"the":[8,11,64,71,76,168,192],"clinic,":[9],"through":[10],"movements":[12,20],"everyday":[14],"life.":[15],"Wrist-worn":[16],"accelerometers":[17],"capture":[18],"these":[19,115],"continuously,":[21],"yet":[22],"their":[23],"rich":[24,184],"signals":[25],"are":[26],"often":[27],"reduced":[28],"to":[29,127,194],"a":[30,42,95,183],"small":[31],"set":[32],"predefined":[34],"behavioural":[35],"summary":[36],"measures.":[37],"Here,":[38],"we":[39],"present":[40],"Sensori,":[41],"self-supervised":[43],"foundation":[44],"model":[45,65],"that":[46,97,114],"learns":[47],"general-purpose":[48],"representations":[50,116],"directly":[51],"from":[52,70],"24":[53],"hours":[54],"raw":[56],"tri-axial":[57],"wrist":[58,180],"movement.":[59],"We":[60],"developed":[61],"evaluated":[63],"across":[66,118],"four":[67],"population-based":[68],"cohorts":[69,112],"United":[72,77],"Kingdom,":[73],"China":[74],"States,":[78],"comprising":[79],"122,640":[80],"participants":[81],"contributing":[82],"683,617":[83],"person-days":[84],"free-living":[86],"recordings.":[87],"Sensori":[88,131],"condensed":[89],"each":[90],"day":[91],"movement":[93,100,181],"into":[94],"representation":[96],"captured":[98],"diverse":[99],"behaviours,":[101],"demographic":[102],"characteristics,":[103],"axes":[105],"physical":[107],"function.":[108],"Evaluation":[109],"in":[110],"independent":[111],"showed":[113],"generalised":[117],"populations":[119],"measurement":[121],"settings":[122],"without":[123],"retraining.":[124],"When":[125],"added":[126],"common":[128],"clinical":[129],"covariates,":[130],"significantly":[132],"improved":[133],"prevalent":[134],"disease":[135,151,200],"classification":[136],"for":[137,154,171],"52":[138],"102":[140],"eligible":[141,158],"conditions":[142,159],"(median":[143,160],"delta":[144,161],"AUROC,":[145],"0.060;":[146],"range,":[147,165],"0.012-0.242)":[148],"incident":[150],"risk":[152],"prediction":[153,201],"26":[155],"87":[157],"Uno's":[162],"C-index,":[163],"0.064;":[164],"0.025-0.172),":[166],"with":[167,191],"largest":[169],"gains":[170],"neurological":[172],"psychiatric":[174],"disorders.":[175],"These":[176],"findings":[177],"establish":[178],"24-hour":[179],"as":[182],"scalable":[186],"source":[187],"information,":[190],"potential":[193],"support":[195],"passive":[196],"monitoring":[198],"at":[202],"population":[203],"scale.":[204]},"counts_by_year":[],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2026-09-02T00:00:00"}