{"doi":"10.1093/sleep/zsac183","title":"Sleep characterization with smart wearable devices: a call for standardization and consensus recommendations","abstract":"<jats:title>Abstract</jats:title>\n               <jats:p>The general public increasingly adopts smart wearable devices to quantify sleep characteristics and dedicated devices for sleep assessment. The rapid evolution of technology has outpaced the ability to implement validation approaches and demonstrate relevant clinical applicability. There are untapped opportunities to validate and refine consumer devices in partnership with scientists in academic institutions, patients, and the private sector to allow effective integration into clinical management pathways and facilitate trust in adoption once reliability and validity have been demonstrated. We call for the formation of a working group involving stakeholders from academia, clinical care and industry to develop clear professional recommendations to facilitate appropriate and optimized clinical utilization of such technologies.</jats:p>","journal":"Sleep","year":2022,"id":623140,"datarank":0.5742962094733643,"base_score":3.828641396489095,"endowment":3.828641396489095,"self_citation_contribution":0.5742962094733643,"citation_network_contribution":0.0,"self_endowment_contribution":0.5742962094733643,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":45,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":null,"is_data_producer":false,"deposit_databanks":null,"is_oa":false,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":null,"fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1610386,"name":"Martin R Cowie","orcid":null,"position":1,"is_corresponding":false},{"id":17008,"name":"Susan Redline","orcid":"0000-0002-6585-1610","position":2,"is_corresponding":false},{"id":249755,"name":"Reena Mehra","orcid":"0000-0002-6222-2675","position":3,"is_corresponding":false},{"id":1177730,"name":"Michael Arzt","orcid":"0000-0002-4408-722X","position":4,"is_corresponding":false},{"id":690414,"name":"Jean‐Louis Pépin","orcid":"0000-0003-3832-2358","position":5,"is_corresponding":false},{"id":254985,"name":"Dominik Linz","orcid":"0000-0003-4893-0824","position":6,"is_corresponding":false},{"id":477492,"name":"Mathias Baumert","orcid":"0000-0003-2984-2167","position":0,"is_corresponding":false}],"reference_count":0,"raw_metadata":{"has_enrichment":true,"resolved":true,"title":"Sleep characterization with smart wearable devices: a call for standardization and consensus recommendations","abstract":"<jats:title>Abstract</jats:title>\n               <jats:p>The general public increasingly adopts smart wearable devices to quantify sleep characteristics and dedicated devices for sleep assessment. The rapid evolution of technology has outpaced the ability to implement validation approaches and demonstrate relevant clinical applicability. There are untapped opportunities to validate and refine consumer devices in partnership with scientists in academic institutions, patients, and the private sector to allow effective integration into clinical management pathways and facilitate trust in adoption once reliability and validity have been demonstrated. We call for the formation of a working group involving stakeholders from academia, clinical care and industry to develop clear professional recommendations to facilitate appropriate and optimized clinical utilization of such technologies.</jats:p>","is_dataset_classified":null,"base_score":3.8066624897703196,"endowment":3.8066624897703196,"datacite_reuse_total":0,"file_count":0,"downloads":0,"views":0,"has_version_chain":false,"is_dataset":false,"is_oa":false,"pmid":"35913733","pmcid":null,"openalex_id":"https://openalex.org/W4289313608","authors":[],"funders":[{"funder_name":"Novo Nordisk Fonden","grant_id":"NNF21OC0066480","title":null}],"total_grants":1,"fwci":4.0687,"citation_percentile":0.95688268,"influential_citations":0,"citation_trend":[{"year":2022,"count":2},{"year":2023,"count":16},{"year":2024,"count":9},{"year":2025,"count":10},{"year":2026,"count":7}],"oa_status":"hybrid","license":"other-oa","oa_locations":[{"url":"https://academic.oup.com/sleep/article-pdf/45/12/zsac183/47762479/zsac183.pdf","host_type":"journal"},{"url":"https://academic.oup.com/sleep/article-pdf/45/12/zsac183/47762479/zsac183.pdf","host_type":"publisher"},{"url":"https://academic.oup.com/sleep/advance-article-pdf/doi/10.1093/sleep/zsac183/45499319/zsac183.pdf","host_type":"publisher"},{"url":"https://doi.org/10.1093/sleep/zsac183","host_type":"journal"},{"url":"https://pubmed.ncbi.nlm.nih.gov/35913733","host_type":"repository"},{"url":"https://cris.maastrichtuniversity.nl/en/publications/9b535061-508c-4d2e-ac1b-27c007925b37","host_type":"repository"},{"url":"https://inserm.hal.science/inserm-03793916","host_type":"repository"},{"url":"https://epub.uni-regensburg.de/57681/","host_type":"repository"},{"url":"https://researchprofiles.ku.dk/da/publications/b4d2418c-3f0f-4ee6-9f37-8127e28e9ff9","host_type":"repository"}],"fields_of_study":["Obstructive Sleep Apnea Research","Sleep and related disorders","Context-Aware Activity Recognition Systems"],"mesh_terms":["Wearable Electronic Devices","Consensus Statements as Topic","Consensus Development Conferences as Topic","Humans","Sleep","Reproducibility of Results"],"keywords":["Standardization","Wearable computer","General partnership","Reliability (semiconductor)","Sleep (system call)","Wearable technology","Sleep medicine","Computer science","Knowledge management","Process management","Risk analysis (engineering)","Business","Medicine","Cognition","Sleep","Sleep Apnea","Wearables"],"sdg_mappings":[{"sdg_number":0,"sdg_label":"Partnerships for the goals"}],"linked_datasets":[],"clinical_trials":[],"software_tools":[],"database_accessions":[],"source":"live","citation_network_status":"fetched"},"created_at":"2026-08-03T22:31:28.938567Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}