{"id":"https://openalex.org/W4404411162","doi":"https://doi.org/10.1109/jbhi.2024.3498871","title":"WaveSleepNet: An Interpretable Network for Expert-Like Sleep Staging","display_name":"WaveSleepNet: An Interpretable Network for Expert-Like Sleep Staging","publication_year":2024,"publication_date":"2024-11-15","ids":{"openalex":"https://openalex.org/W4404411162","doi":"https://doi.org/10.1109/jbhi.2024.3498871","pmid":"https://pubmed.ncbi.nlm.nih.gov/40030379"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3498871","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3498871","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5102939467","display_name":"Yan Pei","orcid":"https://orcid.org/0009-0001-8431-0422"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yan Pei","raw_affiliation_strings":["College of Biomedical Engineering &amp; Instrument Science, Zhejiang University, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"College of Biomedical Engineering &amp; Instrument Science, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101754374","display_name":"Jiahui Xu","orcid":"https://orcid.org/0000-0002-7661-6763"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]},{"id":"https://openalex.org/I2802390878","display_name":"Sir Run Run Shaw Hospital","ror":"https://ror.org/00ka6rp58","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802390878"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahui Xu","raw_affiliation_strings":["Department of Neurology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I2802390878","https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043895556","display_name":"Feng Yu","orcid":"https://orcid.org/0000-0002-9740-2537"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Yu","raw_affiliation_strings":["College of Biomedical Engineering &amp; Instrument Science, Zhejiang University, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"College of Biomedical Engineering &amp; Instrument Science, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010755047","display_name":"Lisan Zhang","orcid":"https://orcid.org/0000-0002-3774-9926"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]},{"id":"https://openalex.org/I2802390878","display_name":"Sir Run Run Shaw Hospital","ror":"https://ror.org/00ka6rp58","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802390878"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lisan Zhang","raw_affiliation_strings":["Department of Neurology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Department of Neurology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I2802390878","https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100634528","display_name":"Wei Luo","orcid":"https://orcid.org/0000-0001-5768-0586"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Luo","raw_affiliation_strings":["College of Biomedical Engineering &amp; Instrument Science, Zhejiang University, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"College of Biomedical Engineering &amp; Instrument Science, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102939467"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":0.7895,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.74339204,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"29","issue":"2","first_page":"1371","last_page":"1382"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9939000010490417,"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":0.9939000010490417,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9876000285148621,"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"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9850000143051147,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/computer-science","display_name":"Computer science","score":0.6979314684867859},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5571625828742981},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34191441535949707},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3226706385612488}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6979314684867859},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5571625828742981},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34191441535949707},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3226706385612488}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3498871","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3498871","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:40030379","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40030379","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W160785014","https://openalex.org/W1494388112","https://openalex.org/W1533532685","https://openalex.org/W1849277567","https://openalex.org/W2011316522","https://openalex.org/W2037815975","https://openalex.org/W2042060172","https://openalex.org/W2075104607","https://openalex.org/W2084701050","https://openalex.org/W2143159308","https://openalex.org/W2144691514","https://openalex.org/W2337818748","https://openalex.org/W2531409750","https://openalex.org/W2604096629","https://openalex.org/W2611695796","https://openalex.org/W2752782242","https://openalex.org/W2771006757","https://openalex.org/W2790486743","https://openalex.org/W2805033630","https://openalex.org/W2805075551","https://openalex.org/W2811104224","https://openalex.org/W2893892260","https://openalex.org/W2899574052","https://openalex.org/W2920016582","https://openalex.org/W2941679862","https://openalex.org/W2962858109","https://openalex.org/W2995516697","https://openalex.org/W3003725665","https://openalex.org/W3009259306","https://openalex.org/W3035374448","https://openalex.org/W3040939498","https://openalex.org/W3082394918","https://openalex.org/W3102272852","https://openalex.org/W3158818505","https://openalex.org/W3165396901","https://openalex.org/W4221054514","https://openalex.org/W4223627919","https://openalex.org/W4283168572","https://openalex.org/W4285284633","https://openalex.org/W4292122466","https://openalex.org/W4309119362","https://openalex.org/W4313325470","https://openalex.org/W4323519330","https://openalex.org/W4386441350","https://openalex.org/W4388642380","https://openalex.org/W6743731764","https://openalex.org/W6767290199","https://openalex.org/W6769208065","https://openalex.org/W6780226713","https://openalex.org/W6841958966"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Although":[0],"deep":[1],"learning":[2],"algorithms":[3],"have":[4],"proven":[5],"their":[6,12,17],"efficiency":[7],"in":[8,35],"automatic":[9],"sleep":[10,31,40,63,122,161,208,235],"staging,":[11],"\"black-box\"":[13],"nature":[14],"has":[15],"limited":[16],"clinical":[18,41,236],"adoption.":[19],"In":[20,43],"this":[21,44],"study,":[22],"we":[23,46],"propose":[24],"WaveSleepNet,":[25],"an":[26,69,126],"interpretable":[27],"neural":[28],"network":[29],"for":[30,120,133,227],"staging":[32,162],"that":[33,164,185],"reasons":[34,205],"a":[36],"similar":[37],"way":[38],"to":[39,55,61,218],"experts.":[42,237],"network,":[45],"utilize":[47],"the":[48,77,86,96,104,111,117,134,140,171,179,203,219,223],"latent":[49,78],"space":[50],"representations":[51],"generated":[52],"during":[53],"training":[54],"identify":[56],"characteristic":[57],"wave":[58,88,97,142],"prototypes":[59,98,143],"corresponding":[60],"different":[62],"stages.":[64],"The":[65,90,113,150],"feature":[66],"representation":[67],"of":[68,81,128,152,170,182,192,222],"input":[70],"signal":[71],"is":[72,83,99,131,154],"segmented":[73],"into":[74],"patches":[75,94],"within":[76,110],"space,":[79],"each":[80,207],"which":[82],"compared":[84],"against":[85],"learned":[87,141],"prototypes.":[89],"proximity":[91],"between":[92],"these":[93],"and":[95,107,137,231],"quantified":[100],"through":[101],"scores,":[102],"indicating":[103],"prototypes'":[105,135],"presence":[106],"relative":[108],"proportion":[109],"signal.":[112],"scores":[114],"serve":[115],"as":[116],"decision-making":[118,180],"criteria":[119],"final":[121],"staging.":[123],"During":[124],"training,":[125],"ensemble":[127],"loss":[129],"functions":[130],"employed":[132],"diversity":[136],"robustness.":[138],"Furthermore,":[139],"are":[144,165],"visualized":[145],"by":[146,234],"analyzing":[147],"occlusion":[148],"sensitivity.":[149],"efficacy":[151],"WaveSleepNet":[153,183],"validated":[155],"across":[156],"three":[157],"public":[158],"datasets,":[159],"achieving":[160],"performance":[163],"on":[166],"par":[167],"with":[168,189,215],"those":[169],"state-of-the-art":[172],"models.":[173],"A":[174],"detailed":[175],"case":[176,199],"study":[177,200],"examining":[178],"process":[181,212],"demonstrates":[184],"it":[186],"aligns":[187],"closely":[188],"American":[190],"Academy":[191],"Sleep":[193],"Medicine":[194],"(AASM)":[195],"manual":[196],"guidelines.":[197],"Another":[198],"systematically":[201],"explained":[202],"misidentified":[204],"behind":[206],"stage.":[209],"WaveSleepNet's":[210],"transparent":[211],"provides":[213],"specialists":[214],"direct":[216],"access":[217],"physiological":[220],"significance":[221],"model's":[224],"criteria,":[225],"allowing":[226],"future":[228],"validation,":[229],"adoption":[230],"further":[232],"enrichment":[233]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
