Telemedicine and insomnia: a comprehensive systematic review and meta-analysis
Open accessAbstract
Background Telemedicine has been introduced as a new and effective method in dealing with public health challenges, improving access to health care, and reducing healthcare costs in today's world. Insomnia is the most common sleep disorder that can be managed with cognitive behavioural therapy, however, access to skilled therapists is an issue. Telemedicine improves access to care and thus, it may facilitate management of insomnia. The aim of this study was to assess whether telemedicine can be as effective as traditional in person sleep medicine service for the diagnosis, follow-up, and treatment of insomnia.Methods In this systematic review and meta-analysis, studies related to telemedicine and insomnia were identified and selected, using the keywords of telemedicine, insomnia, sleep disorder, treatment, non-pharmacological treatment. The international databases of Embase, ProQuest, ScienceDirect, Scopus, PubMed and Web of Science (WoS), and Google Scholar were searched without a lower time limit, and until July 12, 2021. Data were analysed within the Comprehensive Meta-Analysis (version 2) software, and the significance level of the test was considered P ˂ 0.05.Results A systematic review of 16 selected studies showed that telemedicine interventions have a positive effect on improving insomnia in different groups. The meta-analysis was performed on 2 studies. Based on the results, CBTI interventions based on telemedicine have a greater effect on improving chronic insomnia than face to face CBTI with an average difference of 2.05 ± 0.66 based on the random effects model. Moreover, the difference between the mean in the telemedicine intervention group and the non-intervention group was 0.65 ± 0.19, which shows the positive effect of the telemedicine intervention.Conclusion The use of telemedicine in treatment of insomnia not only accelerates access to sleep services, but can also improve the efficiency of health services in terms of time and cost, as well as therapeutic effects.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Previous studies on eCBTi efficacy indicate a medium effect (partial eta-squared = 0.08).
“Based on previous studies on the efficacy of eCBTi (86–92), we expect a partial eta-squared of 0.08 (medium effect); alpha: 0.05; Power: 0.95; number of groups: 2; number of measurements: 3; total sample size: 32, that is, 16 per condition.”
From Sleep disturbances and psychological well-being among military medical doctors of the Swiss Armed Forces: study protocol, rationale and development of a cross-sectional and longitudinal interventional study (2024) · cites this paper as [88]
The section “The effect of interventions on insomnia” reports that telehealth CBT-I significantly reduced insomnia scores, supporting the efficacy premise. The paper does not report a partial eta-squared of 0.08 or classify that value as a medium effect; its meta-analysis reports effects using mean differences instead. Page numbers were not available in our copy. (LLM, conf=0.87)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The PRISMA 2020 statement: an updated guideline for reporting systematic reviews
Page, M. J., McKenzie, J., Bossuyt, P., Boutron, I., Hoffmann, T., mulrow, C., Shamseer, L., Tetzlaff, J., Akl, E., Brennan, S. E., et al. (2020) · doi:10.31222/osf.io/v7gm2_v1 · Cited by 8,090 · see citing works
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., et al. (2021) · PLoS Medicine · doi:10.1371/journal.pmed.1003583 · Cited by 5,148 · see citing works
CONSORT 2010 Statement: updated guidelines for reporting parallel group randomised trials
the CONSORT Group, Schulz, K. F., Altman, D. G., & Moher, D. (2010) · Trials · doi:10.1186/1745-6215-11-32 · Cited by 1,871 · see citing works
Telehealth and patient satisfaction: a systematic review and narrative analysis
Kruse, C. S., Krowski, N., Rodriguez, B., Tran, L., Vela, J., & Brooks, M. (2017) · BMJ Open · doi:10.1136/bmjopen-2017-016242 · Cited by 1,350 · see citing works
Effectiveness of telemedicine: A systematic review of reviews
Ekeland, A. G., Bowes, A., & Flottorp, S. (2010) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2010.08.006 · Cited by 1,162 · see citing works
Use of Telemedicine and Virtual Care for Remote Treatment in Response to COVID-19 Pandemic
Jnr., B. A. (2020) · Journal of Medical Systems · doi:10.1007/s10916-020-01596-5 · Cited by 800 · see citing works
Kvedar, J., Coye, M., & Everett, W. (2014) · Health Affairs · doi:10.1377/hlthaff.2013.0992 · Cited by 606 · see citing works
Benefits and drawbacks of telemedicine
Hjelm, N. M. (2005) · Journal of Telemedicine and Telecare · doi:10.1258/1357633053499886 · Cited by 496 · see citing works
Telemedicine: Pediatric Applications
Burke, B. L., Hall, R. W., CARE, T. S. O. T., Dehnel, P. J., Alexander, J. J., Bell, D. M., Bunik, M. E., Burke, B. L., & Kile, J. R. (2015) · PEDIATRICS · doi:10.1542/peds.2015-1517 · Cited by 448 · see citing works
Ethical practice in telehealth and telemedicine
on behalf of the Council on Ethical and Judicial Affairs American Medical Association, Chaet, D., Clearfield, R., Sabin, J. E., & Skimming, K. (2017) · Journal of General Internal Medicine · doi:10.1007/s11606-017-4082-2 · Cited by 323 · see citing works
Telemedicine for Developing Countries
Combi, C., Pozzani, G., & Pozzi, G. (2016) · Applied Clinical Informatics · doi:10.4338/aci-2016-06-r-0089 · Cited by 286 · see citing works
A systematic review of non-pharmacological therapies for sleep problems in later life
Montgomery, P. (2004) · Sleep Medicine Reviews · doi:10.1016/s1087-0792(03)00026-1 · Cited by 260 · see citing works
How to write a Cochrane systematic review
Henderson, L., Craig, J. C., Willis, N. S., Tovey, D. I., & Webster, A. C. (2010) · Nephrology · doi:10.1111/j.1440-1797.2010.01380.x · Cited by 254 · see citing works
Waller, M., & Stotler, C. (2018) · Current Allergy and Asthma Reports · doi:10.1007/s11882-018-0808-4 · Cited by 212 · see citing works
Incidence and prevalence of post-stroke insomnia: A systematic review and meta-analysis
Baylan, S., Griffiths, S. E., Grant, N. L., Broomfield, N. M., Evans, J. J., & Gardani, M. (2019) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2019.101222 · Cited by 207 · see citing works
Uscher-Pines, L., & Mehrotra, A. (2014) · Health Affairs · doi:10.1377/hlthaff.2013.0989 · Cited by 167 · see citing works
Insomnia and mortality: A meta-analysis
Lovato, N., & Lack, L. C. (2018) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2018.10.004 · Cited by 117 · see citing works
Health Care After the COVID-19 Pandemic and the Influence of Telemedicine
Temesgen, Z., DeSimone, D. C., Mahmood, M., Libertin, C. R., Palraj, R., & Berbari, E. F. (2020) · Mayo Clinic Proceedings · doi:10.1016/j.mayocp.2020.06.052 · Cited by 117 · see citing works
Arnedt, J. T., Conroy, D. A., Mooney, A., Furgal, A. K. C., Sen, A., & Eisenberg, D. (2020) · SLEEP · doi:10.1093/sleep/zsaa136 · Cited by 109 · see citing works
Holmqvist, M., Vincent, N., & Walsh, K. (2014) · Sleep Medicine · doi:10.1016/j.sleep.2013.10.013 · Cited by 103 · see citing works
Providing Access to Oncology Care for Rural Patients via Telemedicine
Doolittle, G. C., & Spaulding, A. (2006) · Journal of Oncology Practice · doi:10.1200/jop.2006.2.5.228 · Cited by 97 · see citing works
Lichstein, K. L., Scogin, F. R., Thomas, S. J., DiNapoli, E. A., Dillon, H. R., & McFadden, A. C. (2013) · Journal of Clinical Psychology · doi:10.1002/jclp.22030 · Cited by 88 · see citing works
Insomnia in breast cancer: a prospective observational study
Fleming, L., Randell, K., Stewart, E., Espie, C. A., Morrison, D. S., Lawless, C., & Paul, J. (2018) · SLEEP · doi:10.1093/sleep/zsy245 · Cited by 86 · see citing works
Telemedicine: A systematic review of economic evaluations
Delgoshaei, B., Mobinizadeh, M., Mojdekar, R., Afzal, E., Arabloo, J., & Mohamadi, E. (2017) · Medical Journal of the Islamic Republic of Iran · doi:10.14196/mjiri.31.113 · Cited by 84 · see citing works
COSTS OF HOME-BASED TELEMEDICINE PROGRAMS: A SYSTEMATIC REVIEW.
Michaud, T. L., Zhou, J., McCarthy, M. A., Siahpush, M., & Su, D. (2018) · International Journal of Technology Assessment in Health Care · doi:10.1017/s0266462318000454 · Cited by 83 · see citing works
How about actively using telemedicine during the COVID-19 pandemic?
Hau, Y. S., Kim, J. K., Hur, J., & Chang, M. C. (2020) · Journal of Medical Systems · doi:10.1007/s10916-020-01580-z · Cited by 75 · see citing works
Telemedicine in the diagnosis and treatment of sleep apnoea
Bruyneel, M. (2019) · European Respiratory Review · doi:10.1183/16000617.0093-2018 · Cited by 72 · see citing works
McCrae, C. S., Chan, W. S., Curtis, A. F., Nair, N., Deroche, C. B., Munoz, M., Takamatsu, S., McLean, D., Davenport, M., Muckerman, J. E., et al. (2021) · Autism · doi:10.1177/1362361320949078 · Cited by 72 · see citing works
Three-Year Follow-Up of Insomnia and Hypnotics after Controlled Internet Treatment for Insomnia
Blom, K., Jernelöv, S., Rück, C., Lindefors, N., & Kaldo, V. (2016) · SLEEP · doi:10.5665/sleep.5850 · Cited by 69 · see citing works
Scogin, F. R., Lichstein, K. L., DiNapoli, E. A., Woosley, J. A., Thomas, S. J., LaRocca, M. A., Byers, H. D., Mieskowski, L., Parker, C. P., Yang, X. T., et al. (2018) · Journal of Psychotherapy Integration · doi:10.1037/int0000121 · Cited by 62 · see citing works
McLay, L., Sutherland, D., Machalicek, W., & Sigafoos, J. (2020) · Journal of Behavioral Education · doi:10.1007/s10864-020-09364-8 · Cited by 61 · see citing works
National Expansion of Sleep Telemedicine for Veterans: The TeleSleep Program
Sarmiento, K. F., Folmer, R. L., Stepnowsky, C. J., Whooley, M. A., Boudreau, E. A., Kuna, S. T., Atwood, C. W., Smith, C. J., & Yarbrough, W. C. (2019) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.7934 · Cited by 59 · see citing works
Insomnia in patients with schizophrenia: current understanding and treatment options
Robertson, I. H., Cheung, A., & Fan, X. (2019) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2019.01.016 · Cited by 54 · see citing works
ATA Practice Guidelines for Live, On-Demand Primary and Urgent Care
Gough, F., Budhrani, S., Cohn, E. R., Dappen, A., Leenknecht, C., Lewis, B., Mulligan, D. A., Randall, D., Rheuban, K. S., Roberts, L., et al. (2015) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2015.0008 · Cited by 49 · see citing works
Digital Cognitive Behavioral Therapy for Insomnia in Women With Chronic Migraines
Crawford, M., Luik, A. I., Espie, C. A., Taylor, H. L., Burgess, H. J., Jones, A. L., & Ong, J. C. (2020) · Headache The Journal of Head and Face Pain · doi:10.1111/head.13777 · Cited by 49 · see citing works
Chapoutot, M., Peter‐Derex, L., Schoendorff, B., Faivre, T., Bastuji, H., & Putois, B. (2021) · Journal of Sleep Research · doi:10.1111/jsr.13199 · Cited by 47 · see citing works
Telemedicine Consultations and Follow-up of Patients With COVID-19
Crane, S. J., Ganesh, R., Post, J. A., & Jacobson, N. A. (2020) · Mayo Clinic Proceedings · doi:10.1016/j.mayocp.2020.06.051 · Cited by 45 · see citing works
Gehrman, P., Shah, M. T., Miles, A., Kuna, S. T., & Godleski, L. (2016) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2016.0032 · Cited by 42 · see citing works
Bonanni, E., Schirru, A., Perri, M. C. D., Bonuccelli, U., & Maestri, M. (2019) · Maturitas · doi:10.1016/j.maturitas.2019.05.001 · Cited by 42 · see citing works
McCarthy, M. S., Matthews, E. E., Battaglia, C. T., & Meek, P. (2018) · Oncology nursing forum · doi:10.1188/18.onf.607-618 · Cited by 39 · see citing works
Telemedicine in Pediatric Sleep
Paruthi, S. (2020) · Sleep Medicine Clinics · doi:10.1016/j.jsmc.2020.07.003 · Cited by 39 · see citing works
Guided web-based intervention for insomnia targeting breast cancer patients: Feasibility and effect
Dozeman, E., Leeuw, I. M. V., Savard, J., & van Straten, A. (2017) · Internet Interventions · doi:10.1016/j.invent.2017.03.005 · Cited by 38 · see citing works
“Go! to Sleep”: A Web-Based Therapy for Insomnia
Bernstein, A. M., Allexandre, D., Bena, J., Doyle, J., Gendy, G., Wang, L., Fay, S., Mehra, R., Moul, D. E., Foldvary‐Schaefer, N., et al. (2017) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2016.0208 · Cited by 33 · see citing works
Parsons, E. C., Mattox, E. A., Beste, L. A., Au, D. H., Young, B. A., Chang, M. F., & Palen, B. N. (2017) · Annals of the American Thoracic Society · doi:10.1513/annalsats.201605-361bc · Cited by 33 · see citing works
Garland, S. N., Gehrman, P., Barg, F. K., Xie, S. X., & Mao, J. J. J. (2016) · Contemporary Clinical Trials · doi:10.1016/j.cct.2016.02.010 · Cited by 29 · see citing works
Impact of Sleep Telemedicine Protocol in Management of Sleep Apnea: A 5-Year VA Experience
Baig, M. M., Antonescu-Turcu, A., & Ratarasarn, K. (2016) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2015.0047 · Cited by 29 · see citing works
Gehrman, P., Barilla, H., Medvedeva, E. L., Bellamy, S. L., O’Brien, E. M., & Kuna, S. T. (2020) · Journal of Affective Disorders Reports · doi:10.1016/j.jadr.2020.100018 · Cited by 23 · see citing works
Telemedicine and the Management of Insomnia
Hsieh, C. G., Rezayat, T., & Zeidler, M. R. (2020) · Sleep Medicine Clinics · doi:10.1016/j.jsmc.2020.05.004 · Cited by 22 · see citing works
Black, D. S., O’Reilly, G. A., Olmstead, R., Breen, E. C., & Irwin, M. R. (2014) · Contemporary Clinical Trials · doi:10.1016/j.cct.2014.06.013 · Cited by 20 · see citing works
Franklin, C. L., Walton, J. L., Raines, A. M., Chambliss, J. L., Corrigan, S. A., Cuccurullo, L. J., Petersen, N. J., & Thompson, K. E. (2017) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x17732366 · Cited by 20 · see citing works
Brooks, A. T., Tuason, R. T. S., Chakravorty, S., Raju, S., Ritterband, L. M., Thorndike, F. P., & Wallen, G. R. (2018) · Pilot and Feasibility Studies · doi:10.1186/s40814-018-0376-3 · Cited by 15 · see citing works
Telehealth:Helping Solve a Problem We Created
Colvin, L. J. (2019) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.7958 · Cited by 2 · see citing works
Insomnia management for ageing employees with job stress
Roja, I., Roja, Ž., & Kaļķis, H. (2014) · SHS Web of Conferences · doi:10.1051/shsconf/20141000037 · Cited by 1 · see citing works
Flagged first, then by citations
1 of the 54 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Simon, L., Steinmetz, L., Feige, B., Benz, F., Spiegelhalder, K., & Baumeister, H. (2023) · Scientific Reports · doi:10.1038/s41598-023-28853-0 · Cited by 135 · see citing works
Perspectives on increasing the impact and reach of CBT-I
Manber, R., Simpson, N. S., & Gumport, N. B. (2023) · SLEEP · doi:10.1093/sleep/zsad168 · Cited by 41 · see citing works
2023 Guidelines on the Diagnosis and Treatment of Insomnia in Adults - Brazilian Sleep Association
Drager, L. F., Assis, M., Bacelar, A. F. R., Poyares, D. L. R., Conway, S. G., Pires, G. N., de Azevedo, A. P., Carissimi, A., Eckeli, A. L., Pentagna, Á., et al. (2023) · Sleep Science · doi:10.1055/s-0043-1776281 · Cited by 25 · see citing works
Deng, W., van der Kleij, R., Shen, H., Wei, J., Brakema, E. A., Guldemond, N., Song, X., Li, X., van Tol, M., Aleman, A., et al. (2022) · Journal of Medical Internet Research · doi:10.2196/39250 · Cited by 17 · see citing works
Loughan, A. R., Lanoye, A. M., Willis, K. D., Fox, A. M., Ravyts, S. G., Zukas, A. M., & Kim, Y. (2023) · Neuro-Oncology · doi:10.1093/neuonc/noad193 · Cited by 14 · see citing works
Zhang, H., Yang, Y., Hao, X., Qin, Y., & Li, K. (2023) · Sleep Medicine · doi:10.1016/j.sleep.2023.07.036 · Cited by 15 · see citing works
Scott, A. M., Peiris, R., Atkins, T., Cardona, M., Greenwood, H., Clark, J., & Glasziou, P. (2025) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x231204071 · Cited by 11 · see citing works
Digital therapeutics for insomnia: an umbrella review and meta-meta-analysis
Li, C., Luo, Q., & Wu, H. Y. (2025) · npj Digital Medicine · doi:10.1038/s41746-025-01946-y · Cited by 10 · see citing works
Wong, S., Fabiano, N., Luu, B., Seo, C., Gupta, A., Kim, H. K., Shorr, R., Jones, B. D. M., Mak, M. S. B., & Husain, M. I. (2024) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2024.09.027 · Cited by 9 · see citing works
Sadeghi-Bahmani, D., Rigotti, V., Stanga, Z., Lang, U. E., Blais, R. K., Kelley, M. L., & Brand, S. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1390636 · Cited by 6 · see citing works
MacKinnon, A., Silang, K., Watts, D., Kaur, J., Freeman, M., Dewsnap, K., Keys, E., Madsen, J. W., Giesbrecht, G. F., Williamson, T. S., et al. (2024) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.11396 · Cited by 6 · see citing works
Abolhosseini, S., Malatesta, A., Asmundson, A. J. N., Gilron, I., & Salomons, T. V. (2025) · Pain · doi:10.1097/j.pain.0000000000003708 · Cited by 5 · see citing works
Remote consultations in sleep disorders
Fauroux, B., Bonsignore, M. R., & Verbraecken, J. A. (2023) · European Respiratory Society eBooks · doi:10.1183/2312508x.10002323 · Cited by 5 · see citing works
Banno, M., Tsujimoto, Y., Kohmura, K., Dohi, E., Taito, S., Someko, H., & Kataoka, Y. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph191912261 · Cited by 5 · see citing works
Barthel, N. J., Luyster, F. S., Babinchok, C. A., Thompson, M. L., & Palmer, J. (2025) · American Journal of Lifestyle Medicine · doi:10.1177/15598276251337412 · Cited by 1 · see citing works
Malkani, M. K., Sheridan, A. M. C., Crichton, A. J., Bucks, R. S., & Pestell, C. (2025) · Journal of Attention Disorders · doi:10.1177/10870547251393071 · Cited by 1 · see citing works
Fields, B. G., Kaur, K., Dholakia, S. A., & Ioachimescu, O. C. (2023) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.10828 · Cited by 1 · see citing works
Telemedicine and Telemonitoring of Sleep Disorders During the COVID-19 Pandemic
Sharafkhaneh, A., Hirshkowitz, M., & Khazaie, H. (2023) · Progress in Sleep Research · doi:10.1007/978-981-99-0240-8_22
Self-citationBehavioural Treatment Considerations for Insomnia: a Review of Meta-analyses
Pal, A., Basu, A., & Gupta, R. M. (2023) · Current Sleep Medicine Reports · doi:10.1007/s40675-023-00264-7
Beyond One-Size-Fits-All: Testing Insomnia Treatments in Special Populations
Postuma, R. B. (2024) · Annals of Internal Medicine · doi:10.7326/m23-3448
Introduction to sleep telemedicine
Won, C. H. J., & Kryger, M. H. (2024) · Elsevier eBooks · doi:10.1016/b978-0-323-87041-2.00010-5
eHealth for the Treatment of Depression and Insomnia
Taple, B. J., Lattie, E. G., & Stamatis, C. A. (2025) · CBT: science into practice · doi:10.1007/978-3-031-92265-7_8
Chen, H., Pagan‐Ortiz, M. E., Vicente, S. R., Chapman, E., Maxwell, J., Owens, O. L., & Levkoff, S. E. (2026) · Journal of Ageing and Longevity · doi:10.3390/jal6010007
García, H. B. Á., Jiménez‐Correa, U., & Genchi, A. J. (2026) · Cureus · doi:10.7759/cureus.111676
Cognitive Behavioral Therapy for Insomnia
Moran, J. M., Bowen, C. A., & Fins, A. I. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-29009-1.00121-9
Parvar, S. Y., Khosravi, F., Roozbehi, K., Amirian, A., Aghazadeh, N., & Maïbach, H. I. (2026) · Dermatologic Therapy · doi:10.1155/dth/5170301
- Authors
- Sharafkhaneh, A., Salari, N., Khazaie, S., Ghasemi, H., Darvishi, N., Hosseinian-Far, A., Mohammadi, M., & Khazaie, H.
- Affiliations
- Baylor College of Medicine (US)
- Kermanshah University of Medical Sciences (IR)
- Gerash University of Medical Sciences (IR)
- Corresponding author
- Mohammadi, Masoud
- Khazaie, Habibolah
- ORCID
- Venue
- Sleep Medicine
- Publisher
- Elsevier BV
- Published
- 2022-02
- Volume
- 90
- Pages
- 117-130
- ISSN
- 1389-9457 (ISSN-L)
- OpenAlex
- W4206980583
- Cited by
- 26
- References
- 54
- Citations by year
- 2026: 4 · 2025: 5 · 2024: 5 · 2023: 10 · 2022: 2
- FWCI
- 0.80
- Type
- journal article
- Language
- en
- Open access
- Licence
- Locations
- Sleep Medicine (publishedVersion)
- PubMed (publishedVersion)
- NECTAR - Northampton Electronic Collection of Thesis and Research (University of Northampton) (acceptedVersion)
- NECTAR - Northampton Electronic Collection of Thesis and Research (University of Northampton) (submittedVersion)
- Funders
- Kermanshah University of Medical Sciences
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Keywords
- telemedicine, insomnia, cognitive behavioral therapy for insomnia, chronic insomnia, non-pharmacological treatment, telehealth intervention
- MeSH terms
- Humans, Sleep Initiation and Maintenance Disorders, Sleep, Time Factors, Cognitive Behavioral Therapy, Telemedicine
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review