{"id":"https://openalex.org/W4404586928","doi":"https://doi.org/10.1145/3699743","title":"SleepNetZero: Zero-Burden Zero-Shot Reliable Sleep Staging with Neural Networks Based on Ballistocardiograms","display_name":"SleepNetZero: Zero-Burden Zero-Shot Reliable Sleep Staging with Neural Networks Based on Ballistocardiograms","publication_year":2024,"publication_date":"2024-11-21","ids":{"openalex":"https://openalex.org/W4404586928","doi":"https://doi.org/10.1145/3699743"},"language":"en","primary_location":{"id":"doi:10.1145/3699743","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3699743","pdf_url":null,"source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071279802","display_name":"LI Shu-zhen","orcid":null},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuzhen Li","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-8244-1510","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037836735","display_name":"Yuxin Chen","orcid":"https://orcid.org/0009-0006-0477-1357"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxin Chen","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0006-0477-1357","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000970647","display_name":"Xuesong Chen","orcid":"https://orcid.org/0000-0003-4875-0743"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xuesong Chen","raw_affiliation_strings":["Beijing Wuji Medical Technology Co., Ltd., Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4875-0743","affiliations":[{"raw_affiliation_string":"Beijing Wuji Medical Technology Co., Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016845005","display_name":"Ruiyang Gao","orcid":"https://orcid.org/0000-0003-2590-5511"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ruiyang Gao","raw_affiliation_strings":["Beijing Wuji Medical Technology Co., Ltd., Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2590-5511","affiliations":[{"raw_affiliation_string":"Beijing Wuji Medical Technology Co., Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yupeng Zhang","orcid":"https://orcid.org/0009-0009-7083-3634"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yupeng Zhang","raw_affiliation_strings":["Beijing Wuji Medical Technology Co., Ltd., Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-7083-3634","affiliations":[{"raw_affiliation_string":"Beijing Wuji Medical Technology Co., Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011646653","display_name":"Chao Yu","orcid":"https://orcid.org/0000-0001-6975-0158"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Yu","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6975-0158","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115602843","display_name":"Yunfei Li","orcid":"https://orcid.org/0000-0003-0988-9400"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunfei Li","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0988-9400","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017773628","display_name":"Ziyi Ye","orcid":"https://orcid.org/0000-0002-5622-0235"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyi Ye","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5622-0235","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074285894","display_name":"Weijun Huang","orcid":"https://orcid.org/0000-0001-7256-812X"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weijun Huang","raw_affiliation_strings":["Shanghai Jiao Tong University School of Medicine, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-7256-812X","affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University School of Medicine, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082724854","display_name":"Hongliang Yi","orcid":"https://orcid.org/0000-0002-1643-1433"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongliang Yi","raw_affiliation_strings":["Shanghai Jiao Tong University School of Medicine, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-1643-1433","affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University School of Medicine, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024698652","display_name":"Yue Leng","orcid":"https://orcid.org/0000-0001-5826-4031"},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yue Leng","raw_affiliation_strings":["University of California, San Francisco, San Francisco, California, United States"],"raw_orcid":"https://orcid.org/0000-0001-5826-4031","affiliations":[{"raw_affiliation_string":"University of California, San Francisco, San Francisco, California, United States","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100668103","display_name":"Yi Wu","orcid":"https://orcid.org/0000-0001-9057-5817"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Wu","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9057-5817","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":12,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.3533,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.95234828,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"8","issue":"4","first_page":"1","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9995999932289124,"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/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/zero","display_name":"Zero (linguistics)","score":0.8251809477806091},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5227968096733093},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.424752414226532},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39853331446647644},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33240142464637756},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.060772448778152466}],"concepts":[{"id":"https://openalex.org/C2780813799","wikidata":"https://www.wikidata.org/wiki/Q3274237","display_name":"Zero (linguistics)","level":2,"score":0.8251809477806091},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5227968096733093},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.424752414226532},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39853331446647644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33240142464637756},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.060772448778152466},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3699743","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3699743","pdf_url":null,"source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.5299999713897705,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W160785014","https://openalex.org/W1559462948","https://openalex.org/W1895365882","https://openalex.org/W1937674079","https://openalex.org/W1965445784","https://openalex.org/W1981478357","https://openalex.org/W1997139643","https://openalex.org/W2013935018","https://openalex.org/W2032299679","https://openalex.org/W2034196543","https://openalex.org/W2041752815","https://openalex.org/W2050194877","https://openalex.org/W2084628439","https://openalex.org/W2170910182","https://openalex.org/W2174473364","https://openalex.org/W2194775991","https://openalex.org/W2353267094","https://openalex.org/W2605277320","https://openalex.org/W2793841943","https://openalex.org/W2805075551","https://openalex.org/W2913618081","https://openalex.org/W2917708215","https://openalex.org/W2952425412","https://openalex.org/W2973175202","https://openalex.org/W2978827958","https://openalex.org/W3042780256","https://openalex.org/W3090615728","https://openalex.org/W3126283102","https://openalex.org/W3158818505","https://openalex.org/W3159541278","https://openalex.org/W3165396901","https://openalex.org/W3170574920","https://openalex.org/W3174201189","https://openalex.org/W3196130190","https://openalex.org/W3209059054","https://openalex.org/W3210714637","https://openalex.org/W3216490214","https://openalex.org/W4206839990","https://openalex.org/W4240261103","https://openalex.org/W4280498896","https://openalex.org/W4310710101","https://openalex.org/W4312347857","https://openalex.org/W4316039052","https://openalex.org/W4323663642","https://openalex.org/W4381620792","https://openalex.org/W4390418859","https://openalex.org/W4391021755","https://openalex.org/W6919288064"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2074502265","https://openalex.org/W4214877189","https://openalex.org/W2773965352","https://openalex.org/W2381179799","https://openalex.org/W2980279061","https://openalex.org/W2334685461","https://openalex.org/W2366718574"],"abstract_inverted_index":{"Sleep":[0],"monitoring":[1,20,80],"plays":[2],"a":[3,50,57,118,133,201,229,253],"crucial":[4],"role":[5],"in":[6,18,151,166,210,217],"maintaining":[7],"good":[8],"health,":[9],"with":[10,144],"sleep":[11,71,79,124,248],"staging":[12,72,249],"serving":[13],"as":[14,39],"an":[15,196,224],"essential":[16],"metric":[17],"the":[19,77,90,128,169,235,243],"process.":[21],"Traditional":[22],"methods,":[23],"utilizing":[24],"medical":[25],"sensors":[26],"like":[27],"EEG":[28],"and":[29,45,60,148,184,200,215,228,251],"ECG,":[30],"can":[31],"be":[32,157],"effective":[33],"but":[34],"often":[35],"present":[36],"challenges":[37],"such":[38],"unnatural":[40],"user":[41],"experience,":[42],"complex":[43],"deployment,":[44],"high":[46],"costs.":[47],"Ballistocardiography":[48],"(BCG),":[49],"type":[51],"of":[52,135,198,204,226,232,237],"piezoelectric":[53],"sensor":[54],"signal,":[55],"offers":[56],"non-invasive,":[58],"user-friendly,":[59],"easily":[61],"deployable":[62],"alternative":[63],"for":[64,83,123],"long-term":[65],"home":[66],"monitoring.":[67,259],"However,":[68],"reliable":[69,246],"BCG-based":[70,247],"is":[73],"challenging":[74],"due":[75],"to":[76,98,156],"limited":[78],"data":[81,109,174],"available":[82],"BCG.":[84],"A":[85],"restricted":[86],"training":[87,183],"dataset":[88],"prevents":[89],"model":[91,103],"from":[92,107,191],"generalization":[93,129],"across":[94],"populations.":[95],"Additionally,":[96],"transferring":[97],"BCG":[99,136,142],"faces":[100],"difficulty":[101],"ensuring":[102],"robustness":[104],"when":[105],"migrating":[106],"other":[108],"sources.":[110],"To":[111,126,234],"address":[112],"these":[113],"issues,":[114],"we":[115,131,172],"introduce":[116],"SleepNetZero,":[117],"zero-shot":[119],"learning":[120],"based":[121],"approach":[122],"staging.":[125],"tackle":[127],"challenge,":[130,171],"propose":[132],"series":[134],"feature":[137],"extraction":[138],"methods":[139],"that":[140,163],"align":[141],"components":[143],"corresponding":[145],"respiratory,":[146],"cardiac,":[147],"movement":[149],"channels":[150],"PSG.":[152],"This":[153],"allows":[154],"models":[155],"trained":[158],"on":[159,186],"large-scale":[160],"PSG":[161],"datasets":[162,188],"are":[164],"diverse":[165],"population.":[167],"For":[168],"migration":[170],"employ":[173],"augmentation":[175],"techniques,":[176],"significantly":[177],"enhancing":[178],"generalizability.":[179],"We":[180],"conducted":[181],"extensive":[182],"testing":[185],"large":[187],"(12393":[189],"records":[190],"9637":[192],"different":[193],"subjects),":[194],"achieving":[195],"accuracy":[197,225],"0.803":[199],"Cohen's":[202,230],"Kappa":[203,231],"0.718.":[205],"ZeroSleepNet":[206],"was":[207],"also":[208],"deployed":[209],"real":[211],"prototype":[212],"(monitoring":[213],"pads)":[214],"tested":[216],"actual":[218],"hospital":[219],"settings":[220],"(265":[221],"users),":[222],"demonstrating":[223],"0.697":[227],"0.589.":[233],"best":[236],"our":[238],"knowledge,":[239],"this":[240],"work":[241],"represents":[242],"first":[244],"known":[245],"effort":[250],"marks":[252],"significant":[254],"step":[255],"towards":[256],"in-home":[257],"health":[258]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}