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For: de Zambotti M, Menghini L, Grandner MA, Redline S, Zhang Y, Wallace ML, Buxton OM. Rigorous performance evaluation (previously, "validation") for informed use of new technologies for sleep health measurement. Sleep Health 2022;8:263-269. [PMID: 35513978 PMCID: PMC9338437 DOI: 10.1016/j.sleh.2022.02.006] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 02/12/2022] [Accepted: 02/28/2022] [Indexed: 11/25/2022]
Number Cited by Other Article(s)
1
Holfinger S, Schutte-Rodin S, Ratnasoma D, Chiang AA, Baron K, Deak M, Jerkins E, Baughn J, Gipson K, Gruber R, Miller JN, Paruthi S, Shah S, Bandyopadhyay A, on behalf of the American Academy of Sleep Medicine Emerging Technology Committee. Evolving trends in novel sleep tracking and sleep testing technology publications between 2020 and 2022. J Clin Sleep Med 2025;21:891-905. [PMID: 39789983 PMCID: PMC12048328 DOI: 10.5664/jcsm.11562] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2025] [Accepted: 01/08/2025] [Indexed: 01/12/2025]
2
Cepni AB, Burkart S, Zhu X, White J, Finnegan O, Nelakuditi S, Beets M, Brown III D, Pate R, Welk G, de Zambotti M, Ghosal R, Wang Y, Armstrong B, Adams E, van Hees V, Glenn Weaver R. Evaluating the performance of open-source and proprietary processing of actigraphy sleep estimation in children with suspected sleep disorders: a comparison with polysomnography. Sleep 2025;48:zsae267. [PMID: 39560378 PMCID: PMC11985398 DOI: 10.1093/sleep/zsae267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 11/13/2024] [Indexed: 11/20/2024]  Open
3
Hale L, Buxton OM, Applegate A, Redline S. The Past, Present, and Future of Sleep Health. Sleep Health 2025;11:123-125. [PMID: 40274321 DOI: 10.1016/j.sleh.2025.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2025]
4
Martinot JB, Le-Dong NN, Malhotra A, Pépin JL. Enhancing artificial intelligence-driven sleep apnea diagnosis: The critical importance of input signal proficiency with a focus on mandibular jaw movements. J Prosthodont 2025;34:10-25. [PMID: 39676388 PMCID: PMC12003084 DOI: 10.1111/jopr.14003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Accepted: 11/22/2024] [Indexed: 12/17/2024]  Open
5
Das JN, Ji L, Shen Y, Kumara S, Buxton OM, Chow SM. Performance evaluation of a machine learning-based methodology using dynamical features to detect nonwear intervals in actigraphy data in a free-living setting. Sleep Health 2025;11:166-173. [PMID: 39788836 DOI: 10.1016/j.sleh.2024.10.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2024] [Revised: 08/28/2024] [Accepted: 10/06/2024] [Indexed: 01/12/2025]
6
van der Aar JF, van Gilst MM, van den Ende DA, Fonseca P, van Wetten BNJ, Janssen HCJP, Peri E, Overeem S. Optimizing wearable single-channel electroencephalography sleep staging in a heterogeneous sleep-disordered population using transfer learning. J Clin Sleep Med 2025;21:315-323. [PMID: 39347545 PMCID: PMC11789263 DOI: 10.5664/jcsm.11380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Revised: 09/23/2024] [Accepted: 09/24/2024] [Indexed: 10/01/2024]
7
Palombini LDO, Assis M, Drager LF, Mello LILD, Pires GN, Zancanella E, Santos-Silva R. 2024 Position Statement on the Use of Different Diagnostic Methods for Sleep Disorders in Adults - Brazilian Sleep Association. Sleep Sci 2024;17:e476-e492. [PMID: 39698173 PMCID: PMC11651843 DOI: 10.1055/s-0044-1800887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2024] [Accepted: 11/14/2024] [Indexed: 12/20/2024]  Open
8
Ahrens E, Jennum P, Duun-Henriksen J, Djurhuus B, Homøe P, Kjær TW, Hemmsen MC. Automatic sleep staging based on 24/7 EEG SubQ (UNEEG medical) data displays strong agreement with polysomnography in healthy adults. Sleep Health 2024;10:612-620. [PMID: 39406630 DOI: 10.1016/j.sleh.2024.08.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 07/08/2024] [Accepted: 08/25/2024] [Indexed: 12/08/2024]
9
Wester M, Lebek S. Breathless Nights and Cardiac Frights-How Snoring Is Breaking Hearts. Biomedicines 2024;12:2695. [PMID: 39767602 PMCID: PMC11674012 DOI: 10.3390/biomedicines12122695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2024] [Accepted: 11/23/2024] [Indexed: 01/11/2025]  Open
10
Chiang AA, Jerkins E, Holfinger S, Schutte-Rodin S, Chandrakantan A, Mong L, Glinka S, Khosla S. OSA diagnosis goes wearable: are the latest devices ready to shine? J Clin Sleep Med 2024;20:1823-1838. [PMID: 39132687 PMCID: PMC11530974 DOI: 10.5664/jcsm.11290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Revised: 07/26/2024] [Accepted: 07/26/2024] [Indexed: 08/13/2024]
11
Yuan H, Hill EA, Kyle SD, Doherty A. A systematic review of the performance of actigraphy in measuring sleep stages. J Sleep Res 2024;33:e14143. [PMID: 38384163 DOI: 10.1111/jsr.14143] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 11/29/2023] [Accepted: 12/20/2023] [Indexed: 02/23/2024]
12
Pires GN, Arnardóttir ES, Bailly S, McNicholas WT. Guidelines for the development, performance evaluation and validation of new sleep technologies (DEVSleepTech guidelines) - a protocol for a Delphi consensus study. J Sleep Res 2024;33:e14163. [PMID: 38351277 DOI: 10.1111/jsr.14163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Revised: 01/22/2024] [Accepted: 01/23/2024] [Indexed: 10/18/2024]
13
Martynowicz H, Michalek‐Zrabkowska M, Gac P, Blaszczyk B, Fulek M, Frosztega W, Wojakowska A, Poreba R, Mazur G, Wieckiewicz M. Performance evaluation of portable respiratory polygraphy for assessing sleep bruxism in adults. J Oral Rehabil 2024;51:1862-1871. [DOI: 10.1111/joor.13733] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 04/29/2024] [Indexed: 01/03/2025]
14
Shiao YH, Yu CC, Yeh YC. Validation of Downloadable Mobile Snore Applications by Polysomnography (PSG). Nat Sci Sleep 2024;16:489-501. [PMID: 38800087 PMCID: PMC11127649 DOI: 10.2147/nss.s433351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2023] [Accepted: 04/27/2024] [Indexed: 05/29/2024]  Open
15
de Zambotti M, Goldstein C, Cook J, Menghini L, Altini M, Cheng P, Robillard R. State of the science and recommendations for using wearable technology in sleep and circadian research. Sleep 2024;47:zsad325. [PMID: 38149978 DOI: 10.1093/sleep/zsad325] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 12/21/2023] [Indexed: 12/28/2023]  Open
16
Della Monica C, Ravindran KKG, Atzori G, Lambert DJ, Rodriguez T, Mahvash-Mohammadi S, Bartsch U, Skeldon AC, Wells K, Hampshire A, Nilforooshan R, Hassanin H, The Uk Dementia Research Institute Care Research Amp Technology Research Group, Revell VL, Dijk DJ. A Protocol for Evaluating Digital Technology for Monitoring Sleep and Circadian Rhythms in Older People and People Living with Dementia in the Community. Clocks Sleep 2024;6:129-155. [PMID: 38534798 DOI: 10.3390/clockssleep6010010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 02/12/2024] [Accepted: 02/20/2024] [Indexed: 03/28/2024]  Open
17
Menghini L, Balducci C, de Zambotti M. Is it Time to Include Wearable Sleep Trackers in the Applied Psychologists' Toolbox? THE SPANISH JOURNAL OF PSYCHOLOGY 2024;27:e8. [PMID: 38410074 DOI: 10.1017/sjp.2024.8] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/28/2024]
18
González DA, Wang D, Pollet E, Velarde A, Horn S, Coss P, Vaou O, Wang J, Li C, Seshadri S, Miao H, Gonzales MM. Performance of the Dreem 2 EEG headband, relative to polysomnography, for assessing sleep in Parkinson's disease. Sleep Health 2024;10:24-30. [PMID: 38151377 DOI: 10.1016/j.sleh.2023.11.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 09/20/2023] [Accepted: 11/22/2023] [Indexed: 12/29/2023]
19
Kainec KA, Caccavaro J, Barnes M, Hoff C, Berlin A, Spencer RMC. Evaluating Accuracy in Five Commercial Sleep-Tracking Devices Compared to Research-Grade Actigraphy and Polysomnography. SENSORS (BASEL, SWITZERLAND) 2024;24:635. [PMID: 38276327 PMCID: PMC10820351 DOI: 10.3390/s24020635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Revised: 01/12/2024] [Accepted: 01/16/2024] [Indexed: 01/27/2024]
20
Schwartz LP, Devine JK, Choynowski J, Hursh SR. Consumer preferences for sleep-tracking wearables: The role of scientific evaluation and endorsement. Sleep Health 2023:S2352-7218(23)00291-7. [PMID: 38151374 DOI: 10.1016/j.sleh.2023.11.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 11/07/2023] [Accepted: 11/18/2023] [Indexed: 12/29/2023]
21
Benedetti D, Frati E, Kiss O, Yuksel D, Faraguna U, Hasler BP, Franzen PL, Clark DB, Baker FC, de Zambotti M. Performance evaluation of the open-source Yet Another Spindle Algorithm sleep staging algorithm against gold standard manual evaluation of polysomnographic records in adolescence. Sleep Health 2023;9:910-924. [PMID: 37709595 PMCID: PMC11161906 DOI: 10.1016/j.sleh.2023.07.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 07/27/2023] [Accepted: 07/31/2023] [Indexed: 09/16/2023]
22
G Ravindran KK, Della Monica C, Atzori G, Lambert D, Hassanin H, Revell V, Dijk DJ. Three Contactless Sleep Technologies Compared With Actigraphy and Polysomnography in a Heterogeneous Group of Older Men and Women in a Model of Mild Sleep Disturbance: Sleep Laboratory Study. JMIR Mhealth Uhealth 2023;11:e46338. [PMID: 37878360 PMCID: PMC10632916 DOI: 10.2196/46338] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 07/11/2023] [Accepted: 08/25/2023] [Indexed: 10/26/2023]  Open
23
Roberts DM, Schade MM, Master L, Honavar VG, Nahmod NG, Chang AM, Gartenberg D, Buxton OM. Performance of an open machine learning model to classify sleep/wake from actigraphy across ∼24-hour intervals without knowledge of rest timing. Sleep Health 2023;9:596-610. [PMID: 37573208 PMCID: PMC11005467 DOI: 10.1016/j.sleh.2023.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 06/05/2023] [Accepted: 07/02/2023] [Indexed: 08/14/2023]
24
Bandyopadhyay A, Bae C, Cheng H, Chiang A, Deak M, Seixas A, Singh J. Smart sleep: what to consider when adopting AI-enabled solutions in clinical practice of sleep medicine. J Clin Sleep Med 2023;19:1823-1833. [PMID: 37394867 PMCID: PMC10545999 DOI: 10.5664/jcsm.10702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 06/19/2023] [Accepted: 06/22/2023] [Indexed: 07/04/2023]
25
Bradicich M, Siciliano M, Donfrancesco F, Cherneva R, Ferraz B, Testelmans D, Sánchez-de-la-Torre M, Randerath W, Schiza S, Cruz J. Sleep and Breathing Conference highlights 2023: a summary by ERS Assembly 4. Breathe (Sheff) 2023;19:230168. [PMID: 38020339 PMCID: PMC10644110 DOI: 10.1183/20734735.0168-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 10/08/2023] [Indexed: 12/01/2023]  Open
26
Alvarez-Estevez D. Challenges of Applying Automated Polysomnography Scoring at Scale. Sleep Med Clin 2023;18:277-292. [PMID: 37532369 DOI: 10.1016/j.jsmc.2023.05.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/04/2023]
27
Chiang AA, Khosla S. Consumer Wearable Sleep Trackers: Are They Ready for Clinical Use? Sleep Med Clin 2023;18:311-330. [PMID: 37532372 DOI: 10.1016/j.jsmc.2023.05.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/04/2023]
28
Eylon G, Tikotzky L, Dinstein I. Performance evaluation of Fitbit Charge 3 and actigraphy vs. polysomnography: Sensitivity, specificity, and reliability across participants and nights. Sleep Health 2023;9:407-416. [PMID: 37270397 DOI: 10.1016/j.sleh.2023.04.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2022] [Revised: 04/02/2023] [Accepted: 04/09/2023] [Indexed: 06/05/2023]
29
Addison C, Grandner MA, Baron KG. Sleep medicine provider perceptions and attitudes regarding consumer sleep technology. J Clin Sleep Med 2023;19:1457-1463. [PMID: 37086048 PMCID: PMC10394368 DOI: 10.5664/jcsm.10604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 03/27/2023] [Accepted: 03/28/2023] [Indexed: 04/23/2023]
30
Strumpf Z, Gu W, Tsai CW, Chen PL, Yeh E, Leung L, Cheung C, Wu IC, Strohl KP, Tsai T, Folz RJ, Chiang AA. Belun Ring (Belun Sleep System BLS-100): Deep learning-facilitated wearable enables obstructive sleep apnea detection, apnea severity categorization, and sleep stage classification in patients suspected of obstructive sleep apnea. Sleep Health 2023;9:430-440. [PMID: 37380590 DOI: 10.1016/j.sleh.2023.05.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 03/25/2023] [Accepted: 05/03/2023] [Indexed: 06/30/2023]
31
Weaver RG, de Zambotti M, White J, Finnegan O, Nelakuditi S, Zhu X, Burkart S, Beets M, Brown D, Pate RR, Welk GJ, Ghosal R, Wang Y, Armstrong B, Adams EL, Reesor-Oyer L, Pfledderer C, Dugger R, Bastyr M, von Klinggraeff L, Parker H. Evaluation of a device-agnostic approach to predict sleep from raw accelerometry data collected by Apple Watch Series 7, Garmin Vivoactive 4, and ActiGraph GT9X Link in children with sleep disruptions. Sleep Health 2023;9:417-429. [PMID: 37391280 PMCID: PMC10524868 DOI: 10.1016/j.sleh.2023.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 04/23/2023] [Accepted: 04/25/2023] [Indexed: 07/02/2023]
32
Neri L, Oberdier MT, van Abeelen KCJ, Menghini L, Tumarkin E, Tripathi H, Jaipalli S, Orro A, Paolocci N, Gallelli I, Dall’Olio M, Beker A, Carrick RT, Borghi C, Halperin HR. Electrocardiogram Monitoring Wearable Devices and Artificial-Intelligence-Enabled Diagnostic Capabilities: A Review. SENSORS (BASEL, SWITZERLAND) 2023;23:4805. [PMID: 37430719 PMCID: PMC10223364 DOI: 10.3390/s23104805] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 05/09/2023] [Accepted: 05/12/2023] [Indexed: 07/12/2023]
33
Pires GN, Arnardóttir ES, Islind AS, Leppänen T, McNicholas WT. Consumer sleep technology for the screening of obstructive sleep apnea and snoring: current status and a protocol for a systematic review and meta-analysis of diagnostic test accuracy. J Sleep Res 2023:e13819. [PMID: 36807680 DOI: 10.1111/jsr.13819] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Revised: 12/16/2022] [Accepted: 12/18/2022] [Indexed: 02/20/2023]
34
Chinoy ED, Cuellar JA, Jameson JT, Markwald RR. Daytime Sleep-Tracking Performance of Four Commercial Wearable Devices During Unrestricted Home Sleep. Nat Sci Sleep 2023;15:151-164. [PMID: 37032817 PMCID: PMC10075216 DOI: 10.2147/nss.s395732] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 03/20/2023] [Indexed: 04/11/2023]  Open
35
Baumert M, Cowie MR, Redline S, Mehra R, Arzt M, Pépin JL, Linz D. Sleep characterization with smart wearable devices: a call for standardization and consensus recommendations. Sleep 2022;45:6652912. [PMID: 35913733 DOI: 10.1093/sleep/zsac183] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 07/06/2022] [Indexed: 12/14/2022]  Open
36
Goldstein C, de Zambotti M. Into the wild…the need for standardization and consensus recommendations to leverage consumer-facing sleep technologies. Sleep 2022;45:6717905. [PMID: 36155805 DOI: 10.1093/sleep/zsac233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Indexed: 12/14/2022]  Open
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