{"id":"https://openalex.org/W7214747652","doi":"https://doi.org/10.1016/j.jsmc.2026.08.022","title":"The Road ahead","display_name":"The Road ahead","publication_year":2026,"publication_date":"2026-09-29","ids":{"openalex":"https://openalex.org/W7214747652","doi":"https://doi.org/10.1016/j.jsmc.2026.08.022","pmid":"https://pubmed.ncbi.nlm.nih.gov/42977372"},"language":"en","primary_location":{"id":"doi:10.1016/j.jsmc.2026.08.022","doi":"https://doi.org/10.1016/j.jsmc.2026.08.022","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.jsmc.2026.08.022","pdf_url":null,"source":{"id":"https://openalex.org/S144226423","display_name":"Sleep Medicine Clinics","issn_l":"1556-407X","issn":["1556-407X","1556-4088"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","medline","poland-70","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sleep Medicine Clinics","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"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/A5035757953","display_name":"Maurice Abou Jaoude","orcid":"https://orcid.org/0000-0001-9270-7043","observed_orcids":["https://orcid.org/0000-0001-9270-7043"]},"institutions":[{"id":"https://openalex.org/I4210109323","display_name":"InteraXon (Canada)","ror":"https://ror.org/02168q889","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210109323"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Maurice Abou Jaoude","raw_affiliation_strings":["InteraXon Inc., Toronto, Ontario, Canada. Electronic address: maurice@interaxon.ca"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"InteraXon Inc., Toronto, Ontario, Canada. Electronic address: maurice@interaxon.ca","institution_ids":["https://openalex.org/I4210109323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017571675","display_name":"Aravind Ravi","orcid":"https://orcid.org/0000-0001-5167-9955","observed_orcids":["https://orcid.org/0000-0001-5167-9955"]},"institutions":[{"id":"https://openalex.org/I4210109323","display_name":"InteraXon (Canada)","ror":"https://ror.org/02168q889","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210109323"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Aravind Ravi","raw_affiliation_strings":["InteraXon Inc., Toronto, Ontario, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"InteraXon Inc., Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I4210109323"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044153882","display_name":"Valeria Sacc\u00e0","orcid":"https://orcid.org/0000-0003-2497-8110","observed_orcids":["https://orcid.org/0000-0003-2497-8110"]},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Valeria Sacca","raw_affiliation_strings":["Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA","institution_ids":["https://openalex.org/I136199984","https://openalex.org/I4210087915"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5035757953"],"corresponding_institution_ids":["https://openalex.org/I4210109323"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":"4","first_page":"691","last_page":"699"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10316","display_name":"Sleep and related disorders","score":0.9951000213623047,"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"}},"topics":[{"id":"https://openalex.org/T10316","display_name":"Sleep and related disorders","score":0.9951000213623047,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.0010999999940395355,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.0010999999940395355,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.6299999952316284},{"id":"https://openalex.org/keywords/sleep-architecture","display_name":"sleep architecture","score":0.925000011920929},{"id":"https://openalex.org/keywords/multimodal-data","display_name":"multimodal data","score":0.671999990940094},{"id":"https://openalex.org/keywords/closed-loop-control-system","display_name":"closed-loop systems","score":0.8830000162124634},{"id":"https://openalex.org/keywords/neuromodulation","display_name":"neuromodulation","score":0.9959999918937683},{"id":"https://openalex.org/keywords/wearable-devices","display_name":"wearable devices","score":0.8289999961853027},{"id":"https://openalex.org/keywords/conversational-ai","display_name":"conversational AI","score":0.9810000061988831},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.6140000224113464}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5925999879837036},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5442000031471252},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5170000195503235},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.5145000219345093},{"id":"https://openalex.org/C2780375056","wikidata":"https://www.wikidata.org/wiki/Q905905","display_name":"Neuromodulation","level":3,"score":0.48989999294281006},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48260000348091125},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4341000020503998},{"id":"https://openalex.org/C92298750","wikidata":"https://www.wikidata.org/wiki/Q17008161","display_name":"Cognitive computing","level":3,"score":0.3815999925136566},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3659000098705292},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.34380000829696655},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.33009999990463257},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.32659998536109924},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2946999967098236},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.26249998807907104}],"mesh":[{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012893","descriptor_name":"Sleep Wake Disorders","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.jsmc.2026.08.022","doi":"https://doi.org/10.1016/j.jsmc.2026.08.022","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.jsmc.2026.08.022","pdf_url":null,"source":{"id":"https://openalex.org/S144226423","display_name":"Sleep Medicine Clinics","issn_l":"1556-407X","issn":["1556-407X","1556-4088"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","medline","poland-70","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sleep Medicine Clinics","raw_type":"journal-article"},{"id":"pmid:42977372","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42977372","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,"listed_in":[],"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":"Sleep medicine clinics","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8560000061988831,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2020143967","https://openalex.org/W2159528797","https://openalex.org/W2163016920","https://openalex.org/W2172607168","https://openalex.org/W2884615982","https://openalex.org/W2902751862","https://openalex.org/W2904418346","https://openalex.org/W2914936922","https://openalex.org/W2982076608","https://openalex.org/W3018309863","https://openalex.org/W3026648951","https://openalex.org/W3046356352","https://openalex.org/W3156463266","https://openalex.org/W3196975690","https://openalex.org/W3202381754","https://openalex.org/W3206442043","https://openalex.org/W4286485296","https://openalex.org/W4310588854","https://openalex.org/W4315433404","https://openalex.org/W4366207489","https://openalex.org/W4383822106","https://openalex.org/W4391257199","https://openalex.org/W4399363240","https://openalex.org/W4401945545","https://openalex.org/W4403201883","https://openalex.org/W4408762527","https://openalex.org/W4410973714","https://openalex.org/W4410978899","https://openalex.org/W4412725181","https://openalex.org/W4413141470","https://openalex.org/W4413501730","https://openalex.org/W7118732652","https://openalex.org/W7122670914","https://openalex.org/W7131652173","https://openalex.org/W7131681625","https://openalex.org/W7133508424"],"related_works":["https://openalex.org/W4388998947","https://openalex.org/W4405171584","https://openalex.org/W4206997505","https://openalex.org/W7214662325","https://openalex.org/W4413621450","https://openalex.org/W3171233877","https://openalex.org/W4386774665","https://openalex.org/W4399705310","https://openalex.org/W4220995359","https://openalex.org/W7154736516"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2026-09-30T00:00:00"}