Sleep and mental health: discoveries from data mining
DOI:
https://doi.org/10.59681/2175-4411.v17.2025.1237Keywords:
sleep quality, mental disorders, data miningAbstract
Objective: to describe sleep characteristics of patients at a psychosocial care center and identify associations between sleep and mental health treatment variables. Method: cross-sectional, descriptive, quantitative study. The study included 41 patients undergoing treatment in a city in southern Brazil. Two instruments were used: the Pittsburgh Sleep Quality Index and a personal information questionnaire. The collected data were organized in an Excel® spreadsheet, with descriptive statistics extracted and Data Mining used to discover rules. Results: 40 participants (97.5%) had scores higher than five, indicating poor sleep quality; of these, 30 (73.1%) had scores higher than ten, indicating even lower levels of sleep quality. In data mining, the general rules demonstrate that the activities performed in the studied service tend not to interfere with sleep disorders. Conclusion: there is a need to include specific guidelines and activities to address sleep quality.
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Fountoulakis KN, Nimatoudis I. Psychobiology of Behaviour. Springer eBooks. Springer Nature, 2019.
Blampied NM, Bootzin RR. Sleep: A behavioral account. APA handbook of behavior analysis, vol 2: Translating principles into practice. 2013, 425–53.
3. Vyazovskiy VV, Cirelli C, Pfister-Genskow M, Faraguna U, Tononi G. Molecular and electrophysiological evidence for net synaptic potentiation in wake and depression in sleep. Nature Neuroscience [Internet]. 2008 Jan 20;11(2):200–8. Available from: https://pubmed.ncbi.nlm.nih.gov/18204445/.
Matsui K, Yoshiike T, Nagao K, Utsumi T, Tsuru A, Otsuki R, et al. Association of Subjective Quality and Quantity of Sleep with Quality of Life among a General Population. International Journal of Environmental Research and Public Health [Internet]. 2021 Dec 6;18(23):12835. Available from: https://pubmed.ncbi.nlm.nih.gov/34886562/.
Zimmerman ME, Benasi G, Hale C, Yeung L, Cochran J, Brickman AM, et al. The effects of insufficient sleep and adequate sleep on cognitive function in healthy adults. Sleep Health [Internet]. 2024 Jan 1;10(2). Available from: https://pubmed.ncbi.nlm.nih.gov/38233280/.
Lowe CJ, Safati A, Hall PA. The neurocognitive consequences of sleep restriction: A meta-analytic review. Neuroscience & Biobehavioral Reviews [Internet]. 2017 Sep;80:586–604. Available from: https://pubmed.ncbi.nlm.nih.gov/28757454/.
Estevan I, Sardi R, Tejera AC, Silva A, Tassino B. Should I study or should I go (to sleep)? The influence of test schedule on the sleep behavior of undergraduates and its association with performance. PLOS ONE [Internet]. 2021 Mar 10;16(3):e0247104. Available from: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7946303/.
Scott AJ, Webb TL, Martyn-St James M, Rowse G, Weich S. Improving sleep quality leads to better mental health: A meta-analysis of randomised controlled trials. Sleep Medicine Reviews [Internet]. 2021 Dec;60(101556):101556. Available from: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8651630/.
Cox RC, Brown SL, Chalmers BN, Scott LN. Examining sleep disturbance components as near-term predictors of suicide ideation in daily life. Psychiatry Research [Internet]. 2023 Aug 326:115323. Available from: https://pmc.ncbi.nlm.nih.gov/articles/PMC10527974/.
Liu RT, Steele SJ, Hamilton JL, Do QBP, Furbish K, Burke TA, et al. Sleep and suicide: A systematic review and meta-analysis of longitudinal studies. Clinical Psychology Review [Internet]. 2020 Nov1;81:101895. Available from: https://www.sciencedirect.com/science/article/abs/pii/S0272735820300830#ab0005.
Gardner J, Swarbrick M, Dennis S, Franklin M, Pricken M, Palmer K. Sleep Habits and Routines of Individuals Diagnosed with Mental and/or Substance-Use Disorders. Occupational Therapy in Mental Health [Internet]. 2021 Feb 15;1–20.
Buysse DJ, Reynolds CF, Monk TH, Berman SR, Kupfer DJ. The Pittsburgh sleep quality index: A new instrument for psychiatric practice and research. Psychiatry Research. 1989 May;28(2):193–213.
Brasil. Portaria nº 3088, de 23 de dezembro de 2011. Institui a Rede de Atenção Psicossocial para pessoas com sofrimento ou transtorno mental e com necessidades decorrentes do uso de crack, álcool e outras drogas, no âmbito do Sistema Único de Saúde (SUS). 2011. Disponível em: https://bvsms.saude.gov.br/bvs/saudelegis/gm/2011/prt3088_23_12_2011_rep.html. Acesso em: 16 set. 2024.
Sampaio ML, Bispo Júnior JP. Entre o enclausuramento e a desinstitucionalização: a trajetória da saúde mental no Brasil. Trabalho, Educação e Saúde [Internet]. 2021 Jan;19. Available from: https://www.scielo.br/pdf/tes/v19/1981-7746-tes-19-e00313145.pdf.
Fayyad UM, Piatetsky-Shapiro G, Smyth P, Uthurusamy R. Advances in knowledge discovery and data mining. American Association for Artificial Intelligence. Menlo Park: MIT Press, 1996.
Sartorelli AP, Gomes DC, Cubas MR, Carvalho DR. Fatores que contribuem para a mortalidade infantil utilizando a mineração de dados. Saúde e Pesquisa [Internet]. 2017 Jul 21;10(1):33. Disponível em: https://doi.org/10.17765/1983-1870.2017v10n1p33-41.
Gomes DC, Carvalho DR, Cubas MR, Shmeil MAH. Mineração de Dados no Serviço de Atendimento de Urgências. Journal of Health Informatics [Internet]. 2014 Dec 17; 6(4). Available from: https://jhi.sbis.org.br/index.php/jhi-sbis/article/view/302.
Bertolazi AN, Fagondes SC, Hoff LS, Dartora EG, da Silva Miozzo IC, de Barba MEF, et al. Validation of the Brazilian Portuguese version of the Pittsburgh Sleep Quality Index. Sleep Medicine [Internet]. 2011 Jan;12(1):70–5. Available from: https://pubmed.ncbi.nlm.nih.gov/21145786/.
Borgelt C. Apriori – Association Rule Induction. 2002. Disponível em: http://www.borgelt.net/apriori.html.
Hussain F, Liu H, Lu H. Exception rule mining with a relative interestingness measure. Lecture notes in Artificial Intelligence 2000; 1805:86-97.
National Sleep Foundation. How Much Sleep Do You Really Need? [Internet]. National Sleep Foundation. 2020. Available from: https://www.thensf.org/how-many-hours-of-sleep-do-you-really-need/.
Zhang Y, Ren R, Yang L, Zhang H, Shi Y, Shi J, et al. Comparative efficacy and acceptability of psychotherapies, pharmacotherapies, and their combination for the treatment of adult insomnia: A systematic review and network meta-analysis. Sleep Medicine Reviews [Internet]. 2022 Oct; 65:101687. Available from: https://pubmed.ncbi.nlm.nih.gov/36027795/.
Barlow DH. Clinical handbook of psychological disorders: A step-by-step treatment manual. 6th ed. New York: The Guilford Press; 2021.
Rios P, Cardoso R, Morra D, Nincic V, Goodarzi Z, Farah B, et al. Comparative effectiveness and safety of pharmacological and non-pharmacological interventions for insomnia: an overview of reviews. Systematic Reviews [Internet]. 2019 Nov; 15; 8(281). Available from: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6857325/.

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