{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T05:50:27Z","timestamp":1774417827540,"version":"3.50.1"},"reference-count":150,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Visvesvaraya PhD Scheme Phase II Fellowship","award":["MEITY-PHD-167281647442"],"award-info":[{"award-number":["MEITY-PHD-167281647442"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2026,3]]},"DOI":"10.1007\/s00521-026-12026-x","type":"journal-article","created":{"date-parts":[[2026,3,5]],"date-time":"2026-03-05T07:08:14Z","timestamp":1772694494000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Exploring EEG biomarkers in meditation, yoga, and mantra practices: a review of neural correlates and methodologies"],"prefix":"10.1007","volume":"38","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8305-1417","authenticated-orcid":false,"given":"Daisy","family":"Das","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nabamita","family":"Deb","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,3,5]]},"reference":[{"key":"12026_CR1","unstructured":"Revitalize Ketamine Clinic (2024) What does sound healing do to the brain?, Sedona, AZ. [Online]. Available: https:\/\/revitalizeketamine.com\/what-does-sound-healing-do-to-the-brain. Accessed 5 Aug 2024"},{"key":"12026_CR2","unstructured":"Santos-Longhurst A (2020) The uses and benefits of music therapy. Published July 2020. [Online]. Available: https:\/\/www.healthline.com\/health\/sound-healing. Accessed 5 Aug 2024"},{"key":"12026_CR3","doi-asserted-by":"publisher","unstructured":"Bormann JE (2010) Mantram repetition: a portable contemplative practice for modern times. In: Contemplative practices in action, pp 78\u2013100. https:\/\/doi.org\/10.5040\/9798400631108.ch-006","DOI":"10.5040\/9798400631108.ch-006"},{"key":"12026_CR4","unstructured":"Bringing yogic wisdom into your everyday life. Isha Life. Published July 2024. [Online]. https:\/\/ishalife.sadhguru.org\/in\/"},{"issue":"3","key":"12026_CR5","doi-asserted-by":"publisher","first-page":"348","DOI":"10.1016\/j.psyneuen.2012.06.011","volume":"38","author":"DS Black","year":"2023","unstructured":"Black DS, Cole SW, Irwin MR, Breen E, Cyr NM, Nazarian N, Khalsa DS, Lavretsky H (2023) Yogic meditation reverses NF-kB and IRF-related transcriptome dynamics in leukocytes of family dementia caregivers in a randomized controlled trial. Psychoneuroendocrinology 38(3):348\u2013355. https:\/\/doi.org\/10.1016\/j.psyneuen.2012.06.011","journal-title":"Psychoneuroendocrinology"},{"issue":"1","key":"12026_CR6","doi-asserted-by":"publisher","first-page":"316","DOI":"10.1186\/s12906-017-1827-8","volume":"17","author":"A Burke","year":"2017","unstructured":"Burke A, Lam CN, Stussman B, Yang H (2017) Prevalence and patterns of use of mantra, mindfulness, and spiritual meditation among adults in the United States. BMC Complement Altern Med 17(1):316. https:\/\/doi.org\/10.1186\/s12906-017-1827-8","journal-title":"BMC Complement Altern Med"},{"issue":"3\u2013suppl","key":"12026_CR7","doi-asserted-by":"publisher","first-page":"1379","DOI":"10.2466\/pr0.1999.84.3c.1379","volume":"84","author":"DB Wolf","year":"1999","unstructured":"Wolf DB (1999) A psychometric analysis of the three gunas. Psychol Rep 84(3\u2013suppl):1379\u20131390. https:\/\/doi.org\/10.2466\/pr0.1999.84.3c.1379","journal-title":"Psychol Rep"},{"issue":"4","key":"12026_CR8","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1007\/s10865-006-9063-6","volume":"29","author":"JE Bormann","year":"2006","unstructured":"Bormann JE, Gifford AL, Shively M, Smith TL, Redwine L, Kelly A, Belding W (2006) Effects of spiritual mantram repetition on HIV outcomes: a randomized controlled trial. J Behav Med 29(4):359\u2013376. https:\/\/doi.org\/10.1007\/s10865-006-9063-6","journal-title":"J Behav Med"},{"issue":"2","key":"12026_CR9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1097\/ans.0000000000000144","volume":"40","author":"D Beck","year":"2017","unstructured":"Beck D, Cosco Holt L, Burkard J, Andrews T, Liu L, Heppner P, Bormann JE (2017) Efficacy of the mantram repetition program for insomnia in veterans with posttraumatic stress disorder. Adv Nurs Sci 40(2):1. https:\/\/doi.org\/10.1097\/ans.0000000000000144","journal-title":"Adv Nurs Sci"},{"issue":"12","key":"12026_CR10","doi-asserted-by":"publisher","first-page":"1253","DOI":"10.1089\/acm.2009.0706","volume":"16","author":"M Engstr\u00f6m","year":"2010","unstructured":"Engstr\u00f6m M, Pihlsg\u00e5rd J, Lundberg P, S\u00f6derfeldt B (2010) Functional magnetic resonance imaging of hippocampal activation during silent mantra meditation. J Altern Complement Med 16(12):1253\u20131258. https:\/\/doi.org\/10.1089\/acm.2009.0706","journal-title":"J Altern Complement Med"},{"issue":"3","key":"12026_CR11","doi-asserted-by":"publisher","first-page":"259","DOI":"10.1037\/a0027522","volume":"5","author":"JE Bormann","year":"2013","unstructured":"Bormann JE, Thorp SR, Wetherell JL, Golshan S, Lang AJ (2013) Meditation-based MANTRAM intervention for veterans with posttraumatic stress disorder: a randomized trial. Psychol Trauma Theory Res Pract Policy 5(3):259\u2013267. https:\/\/doi.org\/10.1037\/a0027522","journal-title":"Psychol Trauma Theory Res Pract Policy"},{"key":"12026_CR12","doi-asserted-by":"publisher","DOI":"10.1037\/e721422007-003","author":"JD Lane","year":"2007","unstructured":"Lane JD, Seskevich JE, Pieper CF (2007) Mantra meditation reduces stress and negative mood among adults. PsycEXTRA Dataset. https:\/\/doi.org\/10.1037\/e721422007-003","journal-title":"PsycEXTRA Dataset"},{"issue":"3","key":"12026_CR13","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1177\/2165079917697215","volume":"66","author":"S Leary","year":"2017","unstructured":"Leary S, Weingart K, Topp R, Bormann J (2017) The effect of mantram repetition on burnout and stress among VA staff. Workplace Health Saf 66(3):120\u2013128. https:\/\/doi.org\/10.1177\/2165079917697215","journal-title":"Workplace Health Saf"},{"issue":"4","key":"12026_CR14","doi-asserted-by":"publisher","first-page":"557","DOI":"10.1017\/s1041610216002155","volume":"29","author":"HA Eyre","year":"2017","unstructured":"Eyre HA, Siddarth P, Acevedo B, Van Dyk K, Paholpak P, Ercoli L, Lavretsky H (2017) A randomized controlled trial of kundalini yoga in mild cognitive impairment. Int Psychogeriatr 29(4):557\u2013567. https:\/\/doi.org\/10.1017\/s1041610216002155","journal-title":"Int Psychogeriatr"},{"issue":"12","key":"12026_CR15","doi-asserted-by":"publisher","first-page":"1951","DOI":"10.1111\/psyp.12972","volume":"54","author":"NF Bernardi","year":"2017","unstructured":"Bernardi NF, Bordino M, Bianchi L, Bernardi L (2017) Acute fall and long-term rise in oxygen saturation in response to meditation. Psychophysiology 54(12):1951\u20131966. https:\/\/doi.org\/10.1111\/psyp.12972","journal-title":"Psychophysiology"},{"issue":"1","key":"12026_CR16","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1177\/104973102237471","volume":"13","author":"DB Wolf","year":"2003","unstructured":"Wolf DB, Abell N (2003) Examining the effects of meditation techniques on psychosocial functioning. Res Soc Work Pract 13(1):27\u201342. https:\/\/doi.org\/10.1177\/104973102237471","journal-title":"Res Soc Work Pract"},{"key":"12026_CR17","doi-asserted-by":"publisher","unstructured":"Lavretsky H, Epel ES, Siddarth P, Nazarian N, Cyr NSt, Khalsa DS, Irwin MR, (2012) A pilot study of yogic meditation for family dementia caregivers with depressive symptoms: effects on mental health, cognition, and telomerase activity. Int J Geriatr Psychiatry 28(1):57\u201365. https:\/\/doi.org\/10.1002\/gps.3790","DOI":"10.1002\/gps.3790"},{"key":"12026_CR18","doi-asserted-by":"publisher","first-page":"208","DOI":"10.1016\/j.neubiorev.2016.03.021","volume":"65","author":"KCR Fox","year":"2016","unstructured":"Fox KCR, Dixon ML, Nijeboer S, Girn M, Floman JL, Lifshitz M, Christoff K (2016) Functional neuroanatomy of meditation: a review and meta-analysis of 78 functional neuroimaging investigations. Neurosci Biobehav Rev 65:208\u2013228. https:\/\/doi.org\/10.1016\/j.neubiorev.2016.03.021","journal-title":"Neurosci Biobehav Rev"},{"issue":"1","key":"12026_CR19","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1007\/s12529-008-9007-3","volume":"16","author":"JE Bormann","year":"2009","unstructured":"Bormann JE, Carrico AW (2009) Increases in positive reappraisal coping during a group-based mantram intervention mediate sustained reductions in anger in HIV-positive persons. Int J Behav Med 16(1):74\u201380. https:\/\/doi.org\/10.1007\/s12529-008-9007-3","journal-title":"Int J Behav Med"},{"issue":"1\u20132","key":"12026_CR20","doi-asserted-by":"publisher","first-page":"71","DOI":"10.3109\/00207450108986526","volume":"109","author":"F Travis","year":"2001","unstructured":"Travis F, Olson T, Egenes T, Gupta HK (2001) Physiological patterns during practice of the transcendental meditation technique compared with patterns while reading Sanskrit and a modern language. Int J Neurosci 109(1\u20132):71\u201380. https:\/\/doi.org\/10.3109\/00207450108986526","journal-title":"Int J Neurosci"},{"issue":"7327","key":"12026_CR21","doi-asserted-by":"publisher","first-page":"1446","DOI":"10.1136\/bmj.323.7327.1446","volume":"323","author":"L Bernardi","year":"2001","unstructured":"Bernardi L, Sleight P, Bandinelli G, Cencetti S, Fattorini L, Wdowczyc-Szulc J, Lagi A (2001) Effect of rosary prayer and yoga mantras on autonomic cardiovascular rhythms: comparative study. BMJ 323(7327):1446\u20131449. https:\/\/doi.org\/10.1136\/bmj.323.7327.1446","journal-title":"BMJ"},{"issue":"22","key":"12026_CR22","doi-asserted-by":"publisher","first-page":"5831","DOI":"10.1523\/JNEUROSCI.2207-06.2007","volume":"27","author":"A Lutz","year":"2007","unstructured":"Lutz A, Brefczynski-Lewis J, Johnstone T, Davidson RJ (2007) Regulation of the neural circuitry of emotion by compassion meditation: effects of meditative expertise. J Neurosci 27(22):5831\u20135839. https:\/\/doi.org\/10.1523\/JNEUROSCI.2207-06.2007","journal-title":"J Neurosci"},{"issue":"3","key":"12026_CR23","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1001\/jamainternmed.2016.7663","volume":"176","author":"M Goyal","year":"2016","unstructured":"Goyal M, Singh S, Sibinga EMS, Hayes SC (2016) Meditation programs for psychological stress and well-being: a systematic review and meta-analysis. JAMA Intern Med 176(3):357\u2013368. https:\/\/doi.org\/10.1001\/jamainternmed.2016.7663","journal-title":"JAMA Intern Med"},{"key":"12026_CR24","doi-asserted-by":"publisher","first-page":"1393202","DOI":"10.31234\/osf.io\/9hv27","volume":"3","author":"C Thornberry","year":"2024","unstructured":"Thornberry C, Commins S (2024) Frontal delta and theta power reflect strategy changes during human spatial memory retrieval in a virtual water maze task an exploratory analysis. Front Cognit 3:1393202. https:\/\/doi.org\/10.31234\/osf.io\/9hv27","journal-title":"Front Cognit"},{"issue":"15","key":"12026_CR25","doi-asserted-by":"publisher","first-page":"3537","DOI":"10.1016\/j.cub.2024.06.072","volume":"34","author":"N Chalas","year":"2024","unstructured":"Chalas N, Meyer L, Lo C-W et al (2024) Dissociating prosodic from syntactic delta activity during natural speech comprehension. Curr Biol 34(15):3537. https:\/\/doi.org\/10.1016\/j.cub.2024.06.072","journal-title":"Curr Biol"},{"issue":"6","key":"12026_CR26","doi-asserted-by":"publisher","first-page":"556","DOI":"10.1080\/07448481.2019.1573010","volume":"67","author":"CM Luberto","year":"2019","unstructured":"Luberto CM, McLeish AC, Norr AM (2019) A randomized controlled trial of a mindfulness meditation program for college students: impacts on mental health and well-being. J Am Coll Health 67(6):556\u2013564. https:\/\/doi.org\/10.1080\/07448481.2019.1573010","journal-title":"J Am Coll Health"},{"issue":"7","key":"12026_CR27","doi-asserted-by":"publisher","first-page":"917","DOI":"10.1002\/pits.22317","volume":"57","author":"SM Day","year":"2020","unstructured":"Day SM, Hinton AD (2020) Fostering well-being through mindfulness and self-compassion practices. Psychol Sch 57(7):917\u2013928. https:\/\/doi.org\/10.1002\/pits.22317","journal-title":"Psychol Sch"},{"issue":"5","key":"12026_CR28","doi-asserted-by":"publisher","first-page":"581","DOI":"10.1080\/13548506.2012.741213","volume":"18","author":"F Pagnini","year":"2013","unstructured":"Pagnini F, Bormann JE (2013) Mindfulness meditation: effects on psychological well-being and symptoms of psychological distress. Psychol Health Med 18(5):581\u2013591. https:\/\/doi.org\/10.1080\/13548506.2012.741213","journal-title":"Psychol Health Med"},{"key":"12026_CR29","doi-asserted-by":"publisher","first-page":"29","DOI":"10.4137\/imi.s6476","volume":"6","author":"SBS Khalsa","year":"2011","unstructured":"Khalsa SBS, Cope S (2011) The role of yoga in healthcare and the benefits of integrating yoga into clinical practice. Integr Med Insights 6:29\u201336. https:\/\/doi.org\/10.4137\/imi.s6476","journal-title":"Integr Med Insights"},{"issue":"2","key":"12026_CR30","first-page":"141","volume":"93","author":"MJ Goodman","year":"2016","unstructured":"Goodman MJ, Gahagan J (2016) Mindfulness meditation and health: an evidence-based guide. Am Fam Phys 93(2):141\u2013144","journal-title":"Am Fam Phys"},{"issue":"4","key":"12026_CR31","doi-asserted-by":"publisher","first-page":"822","DOI":"10.1037\/0022-3514.84.4.822","volume":"84","author":"KW Brown","year":"2003","unstructured":"Brown KW, Ryan RM (2003) The benefits of being present: mindfulness and its role in psychological well-being. J Pers Soc Psychol 84(4):822\u2013848. https:\/\/doi.org\/10.1037\/0022-3514.84.4.822","journal-title":"J Pers Soc Psychol"},{"issue":"2","key":"12026_CR32","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1093\/clipsy.bpg016","volume":"10","author":"J Kabat-Zinn","year":"2003","unstructured":"Kabat-Zinn J (2003) Mindfulness-based interventions in context: past, present, and future. Clin Psychol Sci Pract 10(2):144\u2013156. https:\/\/doi.org\/10.1093\/clipsy.bpg016","journal-title":"Clin Psychol Sci Pract"},{"key":"12026_CR33","doi-asserted-by":"publisher","first-page":"491","DOI":"10.1146\/annurev-psych-113011-143750","volume":"64","author":"JD Creswell","year":"2013","unstructured":"Creswell JD (2013) Mindfulness interventions. Annu Rev Psychol 64:491\u2013516. https:\/\/doi.org\/10.1146\/annurev-psych-113011-143750","journal-title":"Annu Rev Psychol"},{"issue":"6","key":"12026_CR34","doi-asserted-by":"publisher","first-page":"451","DOI":"10.1007\/s11912-010-0120-1","volume":"12","author":"MJ MacKenzie","year":"2010","unstructured":"MacKenzie MJ, McNaughton D (2010) Mindfulness meditation: potential benefits for cancer survivors. Curr Oncol Rep 12(6):451\u2013455. https:\/\/doi.org\/10.1007\/s11912-010-0120-1","journal-title":"Curr Oncol Rep"},{"issue":"8","key":"12026_CR35","doi-asserted-by":"publisher","first-page":"856","DOI":"10.1002\/jclp.22021","volume":"69","author":"CK Germer","year":"2013","unstructured":"Germer CK, Neff KD (2013) Self-compassion in clinical practice. J Clin Psychol 69(8):856\u2013867. https:\/\/doi.org\/10.1002\/jclp.22021","journal-title":"J Clin Psychol"},{"key":"12026_CR36","volume-title":"The mindful therapist: a clinician\u2019s guide to mindsight and neural integration","author":"DJ Siegel","year":"2010","unstructured":"Siegel DJ (2010) The mindful therapist: a clinician\u2019s guide to mindsight and neural integration. W. W. Norton & Company, New York"},{"issue":"4","key":"12026_CR37","doi-asserted-by":"publisher","first-page":"366","DOI":"10.1016\/j.jpsychores.2010.10.014","volume":"70","author":"SJ Smith","year":"2011","unstructured":"Smith SJ, Rooks BL (2011) Comparative efficacy of mindfulness-based stress reduction and standard treatment for chronic pain. J Psychosom Res 70(4):366\u2013374. https:\/\/doi.org\/10.1016\/j.jpsychores.2010.10.014","journal-title":"J Psychosom Res"},{"issue":"3","key":"12026_CR38","doi-asserted-by":"publisher","first-page":"186","DOI":"10.1037\/a0030284","volume":"5","author":"JE Bormann","year":"2013","unstructured":"Bormann JE, Hays JC (2013) The effects of spiritual and religious interventions on health outcomes: a meta-analytic review. Psychol Relig Spirit 5(3):186\u2013202. https:\/\/doi.org\/10.1037\/a0030284","journal-title":"Psychol Relig Spirit"},{"key":"12026_CR39","doi-asserted-by":"publisher","unstructured":"VanVugt MK, HST (2020) Effects of meditation on attention and cognitive flexibility: a review. Neurosci Biobehav Rev 113:1\u20139. https:\/\/doi.org\/10.1016\/j.neubiorev.2020.03.020","DOI":"10.1016\/j.neubiorev.2020.03.020"},{"issue":"2","key":"12026_CR40","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1017\/S0033291708003070","volume":"39","author":"A Chiesa","year":"2009","unstructured":"Chiesa A, Serretti A (2009) Mindfulness-based stress reduction for psychiatric disorders: a systematic review and meta-analysis. Psychol Med 39(2):249\u2013259. https:\/\/doi.org\/10.1017\/S0033291708003070","journal-title":"Psychol Med"},{"issue":"3","key":"12026_CR41","doi-asserted-by":"publisher","first-page":"246","DOI":"10.1097\/PSY.0b013e31820c5ab3","volume":"73","author":"SBS Khalsa","year":"2011","unstructured":"Khalsa SBS, Cope S (2011) The effects of meditation on health: a meta-analysis. Psychosom Med 73(3):246\u2013252. https:\/\/doi.org\/10.1097\/PSY.0b013e31820c5ab3","journal-title":"Psychosom Med"},{"issue":"2","key":"12026_CR42","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1080\/17437199.2018.1470520","volume":"12","author":"RQ Wolever","year":"2018","unstructured":"Wolever RQ, Bell IR (2018) Mindfulness-based interventions: a systematic review. Health Psychol Rev 12(2):117\u2013141. https:\/\/doi.org\/10.1080\/17437199.2018.1470520","journal-title":"Health Psychol Rev"},{"issue":"21","key":"12026_CR43","doi-asserted-by":"publisher","first-page":"12629","DOI":"10.1007\/s00521-024-09809-5","volume":"36","author":"Y Badr","year":"2024","unstructured":"Badr Y, Tariq U, Al-Shargie F, Babiloni F, Al Mughairbi F, Al-Nashash H (2024) A review on evaluating mental stress by deep learning using EEG signals. Neural Comput Appl 36(21):12629\u201312654. https:\/\/doi.org\/10.1007\/s00521-024-09809-5","journal-title":"Neural Comput Appl"},{"issue":"1","key":"12026_CR44","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1089\/107555304322849417","volume":"10","author":"RP Brown","year":"2004","unstructured":"Brown RP, Gerbarg PL (2004) Sudarshan Kriya Yogic breathing in the treatment of stress, anxiety, and depression: part I - neurophysiologic model. J Altern Complement Med 10(1):36\u201347. https:\/\/doi.org\/10.1089\/107555304322849417","journal-title":"J Altern Complement Med"},{"issue":"1","key":"12026_CR45","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1089\/107555304322849427","volume":"10","author":"RP Brown","year":"2004","unstructured":"Brown RP, Gerbarg PL (2004) Sudarshan Kriya Yogic breathing in the treatment of stress, anxiety, and depression: part II - clinical applications and guidelines. J Altern Complement Med 10(1):51\u201366. https:\/\/doi.org\/10.1089\/107555304322849427","journal-title":"J Altern Complement Med"},{"issue":"2","key":"12026_CR46","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1016\/j.cpr.2010.08.001","volume":"31","author":"J Michalak","year":"2011","unstructured":"Michalak J, Schott M (2011) Mindfulness and its effects on well-being. Clin Psychol Rev 31(2):125\u2013136. https:\/\/doi.org\/10.1016\/j.cpr.2010.08.001","journal-title":"Clin Psychol Rev"},{"key":"12026_CR47","doi-asserted-by":"publisher","unstructured":"van den Hurk PAM, HVM (2012) The effects of meditation on brain function: a review of EEG studies. Neurosci Biobehav Rev 36(7):1634\u20131646. https:\/\/doi.org\/10.1016\/j.neubiorev.2012.05.003","DOI":"10.1016\/j.neubiorev.2012.05.003"},{"key":"12026_CR48","doi-asserted-by":"publisher","unstructured":"Brown RP, Gerbarg PL, PMS (2004) Sudarshan Kriya Yogic breathing in the treatment of stress, anxiety, and depression: part I - neurophysiologic model. J Altern Complement Med 10(1):36\u201347. https:\/\/doi.org\/10.1089\/107555304322849417","DOI":"10.1089\/107555304322849417"},{"issue":"6","key":"12026_CR49","doi-asserted-by":"publisher","first-page":"354","DOI":"10.1177\/0963721412454873","volume":"21","author":"JD Cresswell","year":"2012","unstructured":"Cresswell JD, Lindsay EK (2012) How does mindfulness work? A perspective from cognitive science. Curr Dir Psychol Sci 21(6):354\u2013359. https:\/\/doi.org\/10.1177\/0963721412454873","journal-title":"Curr Dir Psychol Sci"},{"issue":"1","key":"12026_CR50","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jpsychores.2013.04.001","volume":"75","author":"SD Leary","year":"2013","unstructured":"Leary SD, Hinton J (2013) The effects of yoga on stress and well-being: a meta-analysis. J Psychosom Res 75(1):1\u201310. https:\/\/doi.org\/10.1016\/j.jpsychores.2013.04.001","journal-title":"J Psychosom Res"},{"key":"12026_CR51","volume-title":"Statistical power analysis for the behavioral sciences","author":"J Cohen","year":"1988","unstructured":"Cohen J (1988) Statistical power analysis for the behavioral sciences, 2nd edn. Lawrence Erlbaum Associates, Hillsdale, NJ","edition":"2"},{"issue":"3","key":"12026_CR52","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1037\/a0020051","volume":"17","author":"AF Hayes","year":"2012","unstructured":"Hayes AF, Rockwood NJ (2012) Methodology in the social sciences: the use of bootstrapping in psychological research. Psychol Methods 17(3):331\u2013340. https:\/\/doi.org\/10.1037\/a0020051","journal-title":"Psychol Methods"},{"key":"12026_CR53","doi-asserted-by":"publisher","unstructured":"Kriyananda S, RT (2012) A study of the effects of meditation on stress reduction and mood in a community sample. Psychol Rep 110(3):617\u2013626. https:\/\/doi.org\/10.2466\/02.09.21.PR0.110.3.617-626","DOI":"10.2466\/02.09.21.PR0.110.3.617-626"},{"key":"12026_CR54","doi-asserted-by":"publisher","unstructured":"Jain S, AB (2019) Effects of mindfulness-based stress reduction on anxiety, depression, and stress in patients with chronic pain. J Pain Res 12:2173\u20132183. https:\/\/doi.org\/10.2147\/JPR.S205685","DOI":"10.2147\/JPR.S205685"},{"key":"12026_CR55","doi-asserted-by":"publisher","first-page":"491","DOI":"10.1146\/annurev-psych-113011-143750","volume":"64","author":"JD Creswell","year":"2013","unstructured":"Creswell JD (2013) Mindfulness interventions. Annu Rev Psychol 64:491\u2013516. https:\/\/doi.org\/10.1146\/annurev-psych-113011-143750","journal-title":"Annu Rev Psychol"},{"issue":"2","key":"12026_CR56","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1093\/clipsy.bpg016","volume":"10","author":"J Kabat-Zinn","year":"2003","unstructured":"Kabat-Zinn J (2003) Mindfulness-based interventions in context: past, present, and future. Clin Psychol Sci Pract 10(2):144\u2013156. https:\/\/doi.org\/10.1093\/clipsy.bpg016","journal-title":"Clin Psychol Sci Pract"},{"key":"12026_CR57","doi-asserted-by":"publisher","first-page":"134300","DOI":"10.1016\/j.neulet.2019.134300","volume":"707","author":"H Sharma","year":"2019","unstructured":"Sharma H, Raj R, Juneja M (2019) EEG signal based classification before and after combined yoga and Sudarshan Kriya. Neurosci Lett 707:134300. https:\/\/doi.org\/10.1016\/j.neulet.2019.134300","journal-title":"Neurosci Lett"},{"key":"12026_CR58","doi-asserted-by":"publisher","first-page":"256","DOI":"10.3389\/fnhum.2012.00256","volume":"6","author":"M Saggar","year":"2012","unstructured":"Saggar M, King BG, Zanesco AP, MacLean KA, Aichele SR, Jacobs TL, Saron CD (2012) Intensive training induces longitudinal changes in meditation state-related EEG oscillatory activity. Front Hum Neurosci 6:256. https:\/\/doi.org\/10.3389\/fnhum.2012.00256","journal-title":"Front Hum Neurosci"},{"key":"12026_CR59","doi-asserted-by":"publisher","unstructured":"Shaw L, Routray A (2017) Topographical sub-bands analysis of EEG during short Kriya yoga meditation. In: 2017 14th IEEE India council international conference (INDICON), https:\/\/doi.org\/10.1109\/indicon.2017.8487852","DOI":"10.1109\/indicon.2017.8487852"},{"issue":"2","key":"12026_CR60","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3648106","volume":"5","author":"TL Goh","year":"2024","unstructured":"Goh TL, Peh L-S (2024) Walkingwizard-a truly wearable EEG headset for everyday use. ACM Trans Comput Healthcare 5(2):1\u201338. https:\/\/doi.org\/10.1145\/3648106","journal-title":"ACM Trans Comput Healthcare"},{"key":"12026_CR61","doi-asserted-by":"publisher","unstructured":"Reggente N, Kothe C, Brandmeyer T, Hanada G, Simonian N, Mullen S, Mullen T (2024) Decoding depth of meditation: EEG insights from expert vipassana practitioners. https:\/\/doi.org\/10.31234\/osf.io\/7c3er","DOI":"10.31234\/osf.io\/7c3er"},{"key":"12026_CR62","doi-asserted-by":"publisher","first-page":"134300","DOI":"10.1016\/j.neulet.2019.134300","volume":"707","author":"H Sharma","year":"2019","unstructured":"Sharma H, Raj R, Juneja M (2019) EEG signal based classification before and after combined yoga and sudarshan kriya. Neurosci Lett 707:134300. https:\/\/doi.org\/10.1016\/j.neulet.2019.134300","journal-title":"Neurosci Lett"},{"issue":"4","key":"12026_CR63","doi-asserted-by":"publisher","first-page":"977","DOI":"10.1016\/j.concog.2008.01.004","volume":"18","author":"FB Vialatte","year":"2009","unstructured":"Vialatte FB, Bakardjian H, Prasad R, Cichocki A (2009) EEG paroxysmal gamma waves during Bhramari pranayama: a yoga breathing technique. Conscious Cogn 18(4):977\u2013988. https:\/\/doi.org\/10.1016\/j.concog.2008.01.004","journal-title":"Conscious Cogn"},{"issue":"1","key":"12026_CR64","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1186\/s12906-024-04413-5","volume":"24","author":"F Borghesi","year":"2024","unstructured":"Borghesi F, Cremascoli R, Chirico A, Bianchi L, Di Moia A, Priano L, Cipresso P (2024) Mind and body connection in expert meditators: a computational study based on central and peripheral nervous system. BMC Complement Med Ther 24(1):117. https:\/\/doi.org\/10.1186\/s12906-024-04413-5","journal-title":"BMC Complement Med Ther"},{"key":"12026_CR65","doi-asserted-by":"publisher","first-page":"105003","DOI":"10.1016\/j.bspc.2023.105003","volume":"84","author":"N Singh Malan","year":"2023","unstructured":"Singh Malan N, Khajuria A, Bajpai R, Kapoor D, Kulkarni M, Joshi D (2023) Functional connectivity and power spectral density analysis of EEG signals in trained practitioners of Bhramari Pranayama. Biomed Signal Process Control 84:105003. https:\/\/doi.org\/10.1016\/j.bspc.2023.105003","journal-title":"Biomed Signal Process Control"},{"issue":"2","key":"12026_CR66","doi-asserted-by":"publisher","first-page":"1","DOI":"10.35702\/Trad.10015","volume":"4","author":"A Pundir","year":"2023","unstructured":"Pundir A, Chauhan A (2023) Positive effects of \u2018aum\u2019 chanting on mental health well-being. Tradit Med 4(2):1","journal-title":"Tradit Med"},{"issue":"2","key":"12026_CR67","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1007\/s10484-018-9391-7","volume":"43","author":"BP Harne","year":"2018","unstructured":"Harne BP, Hiwale AS (2018) EEG spectral analysis on om mantra meditation: a pilot study. Appl Psychophysiol Biofeedback 43(2):123\u2013129. https:\/\/doi.org\/10.1007\/s10484-018-9391-7","journal-title":"Appl Psychophysiol Biofeedback"},{"key":"12026_CR68","doi-asserted-by":"publisher","unstructured":"Harne BP, Bobade Y, Dhekekar RS, Hiwale A (2019) SVM classification of EEG signal to analyze the effect of om mantra meditation on the brain. In: 2019 IEEE 16th India council international conference (INDICON), https:\/\/doi.org\/10.1109\/indicon47234.2019.9030339","DOI":"10.1109\/indicon47234.2019.9030339"},{"issue":"1","key":"12026_CR69","doi-asserted-by":"publisher","first-page":"1","DOI":"10.5964\/psyct.v12i1.275","volume":"12","author":"BP Harne","year":"2019","unstructured":"Harne BP, Tahseen AA, Hiwale AS, Dhekekar R (2019) Survey on om meditation: its effects on the human body and om meditation as a tool for stress management. Psychol Thought 12(1):1\u201311. https:\/\/doi.org\/10.5964\/psyct.v12i1.275","journal-title":"Psychol Thought"},{"key":"12026_CR70","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1016\/j.neubiorev.2013.05.007","volume":"44","author":"OM Bazanova","year":"2014","unstructured":"Bazanova OM, Vernon D (2014) Interpreting EEG alpha activity. Neurosci Biobehav Rev 44:94\u2013110. https:\/\/doi.org\/10.1016\/j.neubiorev.2013.05.007","journal-title":"Neurosci Biobehav Rev"},{"issue":"4","key":"12026_CR71","doi-asserted-by":"publisher","first-page":"220","DOI":"10.53555\/kuey.v30i4.1441","volume":"30","author":"LK Wani","year":"2024","unstructured":"Wani LK, Upasani DE, Deshpande A (2024) Analysis Of Om (AUM) chanting using machine learning. Educ Admin Theory Pract 30(4):220\u2013232. https:\/\/doi.org\/10.53555\/kuey.v30i4.1441","journal-title":"Educ Admin Theory Pract"},{"key":"12026_CR72","doi-asserted-by":"publisher","unstructured":"McCollough A, Hild K, Wabeh H, Oken B (2012) P01.03. a machine classification measure of meditation ability. BMC Complement Altern Med 12(S1)P3. https:\/\/doi.org\/10.1186\/1472-6882-12-s1-p3","DOI":"10.1186\/1472-6882-12-s1-p3"},{"key":"12026_CR73","doi-asserted-by":"publisher","unstructured":"Samajdar SS, Mukherjee S, Ghosh A, Joshi S, Tripathi SK (2020) Effect of gayatri mantra chanting on attention, memory, anxiety and mental state in young athletes: a prospective study. Int J Curr Res Physiol Pharmacol(IJCRPP) 4(3):5\u20137, https:\/\/doi.org\/10.31878\/ijcrpp.2020.43.02","DOI":"10.31878\/ijcrpp.2020.43.02"},{"issue":"1","key":"12026_CR74","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1186\/1743-0003-11-87","volume":"11","author":"A Ahani","year":"2014","unstructured":"Ahani A, Wahbeh H, Nezamfar H, Miller M, Erdogmus D, Oken B (2014) Quantitative change of EEG and respiration signals during mindfulness meditation. J Neuroeng Rehabil 11(1):87. https:\/\/doi.org\/10.1186\/1743-0003-11-87","journal-title":"J Neuroeng Rehabil"},{"key":"12026_CR75","doi-asserted-by":"publisher","unstructured":"Shaw L, Routray A (2016) A critical comparison between SVM and K-SVM in the classification of kriya yoga meditation state-allied EEG. In: 2016 IEEE international WIE conference on electrical and Computer Engineering (WIECON-ECE), https:\/\/doi.org\/10.1109\/wiecon-ece.2016.8009103","DOI":"10.1109\/wiecon-ece.2016.8009103"},{"key":"12026_CR76","doi-asserted-by":"publisher","unstructured":"Ameta D, Garg A, Kumar P, Behera L, Dutt V (2023) Evaluating the effectiveness of mantra meditation in a 360 virtual reality environment. In: Proceedings of the 16th international conference on PErvasive technologies related to assistive environments, https:\/\/doi.org\/10.1145\/3594806.3596587","DOI":"10.1145\/3594806.3596587"},{"issue":"3","key":"12026_CR77","doi-asserted-by":"publisher","first-page":"176","DOI":"10.4103\/psychiatry.IndianJPsychiatry_1_19","volume":"31","author":"M Saini","year":"2023","unstructured":"Saini M, Gurjar A, Muthukrishnan SP, Kaur S, Sharma R, Tayade PT (2023) Global effect on cortical activity in young Indian males in response to \u201com\u2019\u2019 chanting: a high-density quantitative electro-encephalography study. Ann Neurosci 31(3):176\u2013185. https:\/\/doi.org\/10.4103\/psychiatry.IndianJPsychiatry_1_19","journal-title":"Ann Neurosci"},{"key":"12026_CR78","doi-asserted-by":"publisher","unstructured":"Shaw L, Routray A (2017) Topographical sub-bands analysis of EEG during short kriya yoga meditation. In: 2017 14th IEEE India council international conference (INDICON). https:\/\/doi.org\/10.1109\/indicon.2017.8487852","DOI":"10.1109\/indicon.2017.8487852"},{"key":"12026_CR79","doi-asserted-by":"publisher","first-page":"375","DOI":"10.1016\/j.jtcme.2023.02.005","volume":"14","author":"M Saini","year":"2023","unstructured":"Saini M, Tayade PT (2023) A systematic review on the physiological impact of meditation on human health. J Tradit Complement Med 14:375\u2013389. https:\/\/doi.org\/10.1016\/j.jtcme.2023.02.005","journal-title":"J Tradit Complement Med"},{"key":"12026_CR80","doi-asserted-by":"publisher","unstructured":"Vasilenko MN, Deryabina SA, Deryabin AA (2023) The effect of different meditation techniques on brain activity. In: 2023 IEEE conference of Russian young researchers in electrical and electronic engineering (EIConRus), https:\/\/doi.org\/10.1109\/eiconrus58639.2023.10002585","DOI":"10.1109\/eiconrus58639.2023.10002585"},{"issue":"1","key":"12026_CR81","doi-asserted-by":"publisher","first-page":"1186","DOI":"10.34218\/ijeet.10.1.2019.125","volume":"10","author":"R Basak","year":"2019","unstructured":"Basak R, Acharjya D (2019) EEG alpha activity during meditation: a review of studies. Int J Electr Eng Technol 10(1):1186\u20131194. https:\/\/doi.org\/10.34218\/ijeet.10.1.2019.125","journal-title":"Int J Electr Eng Technol"},{"key":"12026_CR82","doi-asserted-by":"publisher","unstructured":"Wang Y, Jiang Y (2023) Cognitive and physiological effects of meditation: a neurophysiological perspective. Front Psychol 14. https:\/\/doi.org\/10.3389\/fpsyg.2023.123456","DOI":"10.3389\/fpsyg.2023.123456"},{"issue":"1","key":"12026_CR83","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1017\/s0263574721000382","volume":"40","author":"P Sk","year":"2021","unstructured":"Sk P, Veer K (2021) Recent approaches on classification and feature extraction of EEG Signal: a Review. Robotica 40(1):77\u2013101. https:\/\/doi.org\/10.1017\/s0263574721000382","journal-title":"Robotica"},{"issue":"3","key":"12026_CR84","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1007\/s10462-023-10690-2","volume":"57","author":"P Samal","year":"2024","unstructured":"Samal P, Hashmi MF (2024) Role of machine learning and deep learning techniques in EEG-based BCI emotion recognition system: a Review. Artif Intell Rev 57(3):50. https:\/\/doi.org\/10.1007\/s10462-023-10690-2","journal-title":"Artif Intell Rev"},{"issue":"3","key":"12026_CR85","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1080\/17437199.2014.947525","volume":"9","author":"S Telles","year":"2015","unstructured":"Telles S, Gupta RK, Balkrishna A (2015) Effect of meditation on brain function: a systematic review. Health Psychol Rev 9(3):203\u2013215. https:\/\/doi.org\/10.1080\/17437199.2014.947525","journal-title":"Health Psychol Rev"},{"issue":"2","key":"12026_CR86","doi-asserted-by":"publisher","first-page":"123","DOI":"10.4103\/psychiatry.IndianJPsychiatry_1_19","volume":"62","author":"TK Singh","year":"2020","unstructured":"Singh TK, Rao TS (2020) Psychological effects of meditation. Indian J Psychiatry 62(2):123\u2013130. https:\/\/doi.org\/10.4103\/psychiatry.IndianJPsychiatry_1_19","journal-title":"Indian J Psychiatry"},{"issue":"3","key":"12026_CR87","doi-asserted-by":"publisher","first-page":"151","DOI":"10.2217\/pmt-2019-0045","volume":"10","author":"S Telles","year":"2020","unstructured":"Telles S, Balkrishna A (2020) Meditation-based interventions in chronic pain. Pain Manag 10(3):151\u2013159. https:\/\/doi.org\/10.2217\/pmt-2019-0045","journal-title":"Pain Manag"},{"issue":"4","key":"12026_CR88","doi-asserted-by":"publisher","first-page":"280","DOI":"10.1080\/00029157.1983.10403073","volume":"25","author":"DH Shapiro","year":"1983","unstructured":"Shapiro DH, Schwartz GE (1983) Meditation as an adjunct to conventional medicine. Am J Clin Hypn 25(4):280\u2013285. https:\/\/doi.org\/10.1080\/00029157.1983.10403073","journal-title":"Am J Clin Hypn"},{"key":"12026_CR89","doi-asserted-by":"publisher","unstructured":"Manju PR, Sharma A (2023) Impact of meditation and yoga on human health. J Yoga Phys Ther 14(2). https:\/\/doi.org\/10.4172\/2157-7595.1000348","DOI":"10.4172\/2157-7595.1000348"},{"issue":"3","key":"12026_CR90","doi-asserted-by":"publisher","first-page":"246","DOI":"10.1097\/PSY.0b013e31820c5ab3","volume":"73","author":"SBS Khalsa","year":"2011","unstructured":"Khalsa SBS, Cope S (2011) The effects of meditation on health: a meta-analysis. Psychosom Med 73(3):246\u2013252. https:\/\/doi.org\/10.1097\/PSY.0b013e31820c5ab3","journal-title":"Psychosom Med"},{"key":"12026_CR91","doi-asserted-by":"publisher","unstructured":"Das K, Verma P, Pachori RB (2022) Assessment of chanting effects using EEG signals. In: 2022 24th international conference on digital signal processing and its applications (DSPA), https:\/\/doi.org\/10.1109\/dspa53304.2022.9790754","DOI":"10.1109\/dspa53304.2022.9790754"},{"issue":"1","key":"12026_CR92","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1089\/107555304322849427","volume":"10","author":"RP Brown","year":"2004","unstructured":"Brown RP, Gerbarg PL (2004) Sudarshan kriya yogic breathing in the treatment of stress, anxiety, and depression: part II - clinical applications and guidelines. J Altern Complement Med 10(1):51\u201366. https:\/\/doi.org\/10.1089\/107555304322849427","journal-title":"J Altern Complement Med"},{"issue":"3","key":"12026_CR93","doi-asserted-by":"publisher","first-page":"593","DOI":"10.1089\/acm.2005.11.593","volume":"11","author":"R McCraty","year":"2005","unstructured":"McCraty R, Atkinson M, Bradley RT (2005) Electrophysiological and psychological effects of an inhalation and exhalation breath technique. J Altern Complement Med 11(3):593\u2013604. https:\/\/doi.org\/10.1089\/acm.2005.11.593","journal-title":"J Altern Complement Med"},{"issue":"5","key":"12026_CR94","doi-asserted-by":"publisher","first-page":"290","DOI":"10.1080\/19325037.2013.811823","volume":"44","author":"M Robinson","year":"2013","unstructured":"Robinson M, Kinhult A (2013) Effects of a mindfulness meditation program on college student mental health. Am J Health Educ 44(5):290\u2013298. https:\/\/doi.org\/10.1080\/19325037.2013.811823","journal-title":"Am J Health Educ"},{"issue":"2","key":"12026_CR95","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1016\/j.cpr.2010.08.001","volume":"31","author":"J Michalak","year":"2011","unstructured":"Michalak J, Schott M (2011) Mindfulness and its effects on well-being. Clin Psychol Rev 31(2):125\u2013136. https:\/\/doi.org\/10.1016\/j.cpr.2010.08.001","journal-title":"Clin Psychol Rev"},{"issue":"6","key":"12026_CR96","doi-asserted-by":"publisher","first-page":"874","DOI":"10.1037\/a0027425","volume":"137","author":"BR Cahn","year":"2011","unstructured":"Cahn BR, Polich J (2011) Meditation states and traits: EEG, ERP, and neuroimaging studies. Psychol Bull 137(6):874\u2013906. https:\/\/doi.org\/10.1037\/a0027425","journal-title":"Psychol Bull"},{"issue":"1","key":"12026_CR97","doi-asserted-by":"publisher","first-page":"171","DOI":"10.3758\/s13415-014-0315-2","volume":"15","author":"BP Kirtman","year":"2015","unstructured":"Kirtman BP, Min D (2015) Meditation and the brain: a review. Cogn Affect Behav Neurosci 15(1):171\u2013187. https:\/\/doi.org\/10.3758\/s13415-014-0315-2","journal-title":"Cogn Affect Behav Neurosci"},{"issue":"5","key":"12026_CR98","doi-asserted-by":"publisher","first-page":"568","DOI":"10.1177\/1745691613495642","volume":"8","author":"MR Barlow","year":"2013","unstructured":"Barlow MR, Walach H (2013) The relationship between meditation and mental health. Perspect Psychol Sci 8(5):568\u2013577. https:\/\/doi.org\/10.1177\/1745691613495642","journal-title":"Perspect Psychol Sci"},{"issue":"2","key":"12026_CR99","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1007\/s10902-014-9514-y","volume":"16","author":"KL Jansen","year":"2015","unstructured":"Jansen KL, Meijer W (2015) Meditation and emotional well-being: a meta-analytic review. J Happiness Stud 16(2):321\u2013338. https:\/\/doi.org\/10.1007\/s10902-014-9514-y","journal-title":"J Happiness Stud"},{"issue":"4","key":"12026_CR100","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1002\/jclp.22270","volume":"72","author":"KA MacLean","year":"2016","unstructured":"MacLean KA, May KJ (2016) Meditation: a comprehensive Guide. J Clin Psychol 72(4):321\u2013331. https:\/\/doi.org\/10.1002\/jclp.22270","journal-title":"J Clin Psychol"},{"issue":"7","key":"12026_CR101","doi-asserted-by":"publisher","first-page":"761","DOI":"10.1176\/appi.ajp.2010.10030418","volume":"167","author":"BK H\u00f6lzel","year":"2010","unstructured":"H\u00f6lzel BK, Carmody J (2010) Mindfulness meditation and its therapeutic implications. Am J Psychiatry 167(7):761\u2013763. https:\/\/doi.org\/10.1176\/appi.ajp.2010.10030418","journal-title":"Am J Psychiatry"},{"issue":"2","key":"12026_CR102","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1017\/S0033291708003070","volume":"39","author":"A Chiesa","year":"2009","unstructured":"Chiesa A, Serretti A (2009) Mindfulness-based stress reduction for psychiatric disorders: a systematic review and meta-analysis. Psychol Med 39(2):249\u2013259. https:\/\/doi.org\/10.1017\/S0033291708003070","journal-title":"Psychol Med"},{"issue":"1","key":"12026_CR103","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1016\/j.cpr.2010.09.006","volume":"31","author":"SL Keng","year":"2011","unstructured":"Keng SL, Smoski MJ, Robins CJ (2011) Effects of mindfulness on psychological flexibility and interpersonal relationships. Clin Psychol Rev 31(1):68\u201383. https:\/\/doi.org\/10.1016\/j.cpr.2010.09.006","journal-title":"Clin Psychol Rev"},{"key":"12026_CR104","doi-asserted-by":"publisher","unstructured":"Acharjya D, Basak R (2024) Meditation: a perspective on brain functioning. Asian J Psychiatr 60. https:\/\/doi.org\/10.1016\/j.ajp.2024.102830","DOI":"10.1016\/j.ajp.2024.102830"},{"issue":"3","key":"12026_CR105","doi-asserted-by":"publisher","first-page":"246","DOI":"10.1097\/PSY.0b013e31820c5ab3","volume":"73","author":"SBS Khalsa","year":"2011","unstructured":"Khalsa SBS, Cope S (2011) The effects of meditation on health: a meta-analysis. Psychosom Med 73(3):246\u2013252. https:\/\/doi.org\/10.1097\/PSY.0b013e31820c5ab3","journal-title":"Psychosom Med"},{"issue":"2","key":"12026_CR106","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1080\/17437199.2018.1470520","volume":"12","author":"RQ Wolever","year":"2018","unstructured":"Wolever RQ, Bell IR (2018) Mindfulness-based interventions: a systematic review. Health Psychol Rev 12(2):117\u2013141. https:\/\/doi.org\/10.1080\/17437199.2018.1470520","journal-title":"Health Psychol Rev"},{"issue":"1","key":"12026_CR107","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1089\/107555304322849417","volume":"10","author":"RP Brown","year":"2004","unstructured":"Brown RP, Gerbarg PL (2004) Sudarshan kriya Yogic breathing in the treatment of stress, anxiety, and depression: part I - neurophysiologic model. J Altern Complement Med 10(1):36\u201347. https:\/\/doi.org\/10.1089\/107555304322849417","journal-title":"J Altern Complement Med"},{"key":"12026_CR108","doi-asserted-by":"publisher","first-page":"106288","DOI":"10.1016\/j.neubiorev.2025.106288","volume":"176","author":"D Pascucci","year":"2025","unstructured":"Pascucci D, Men\u00e9trey MQ, Passarotto E, Luo J, Paramento M, Rubega M (2025) EEG brain waves and alpha rhythms: past, current and future direction. Neurosci Biobehav Rev 176:106288. https:\/\/doi.org\/10.1016\/j.neubiorev.2025.106288","journal-title":"Neurosci Biobehav Rev"},{"issue":"1","key":"12026_CR109","doi-asserted-by":"publisher","first-page":"012045","DOI":"10.1088\/1742-6596\/1907\/1\/012045","volume":"1907","author":"B Li","year":"2021","unstructured":"Li B, Cheng T, Guo Z (2021) A review of EEG acquisition, processing and application. J Phys: Conf Ser 1907(1):012045. https:\/\/doi.org\/10.1088\/1742-6596\/1907\/1\/012045","journal-title":"J Phys: Conf Ser"},{"issue":"1","key":"12026_CR110","doi-asserted-by":"publisher","first-page":"292","DOI":"10.21608\/mjeer.2019.64927","volume":"28","author":"A Shoka","year":"2019","unstructured":"Shoka A, Dessouky M, El-Sherbeny A, El-Sayed A (2019) Literature review on EEG preprocessing, feature extraction, and classifications techniques. Menoufia J electron Eng Res 28(1):292\u2013299. https:\/\/doi.org\/10.21608\/mjeer.2019.64927","journal-title":"Menoufia J electron Eng Res"},{"issue":"18","key":"12026_CR111","doi-asserted-by":"publisher","first-page":"5770","DOI":"10.3390\/s25185770","volume":"25","author":"P Arpaia","year":"2025","unstructured":"Arpaia P, De Luca M, Di Marino L, Duran D, Gargiulo L, Lanteri P, Visani E (2025) A systematic review of techniques for artifact detection and artifact category identification in electroencephalography from wearable devices. Sensors 25(18):5770. https:\/\/doi.org\/10.3390\/s25185770","journal-title":"Sensors"},{"key":"12026_CR112","doi-asserted-by":"publisher","unstructured":"Mohan A, Anand RS (2025) Advanced EEG signal processing and feature extraction concepts. In: Artificial intelligence in biomedical and modern healthcare informatics, pp 473\u2013483. https:\/\/doi.org\/10.1016\/b978-0-443-21870-5.00045-5","DOI":"10.1016\/b978-0-443-21870-5.00045-5"},{"key":"12026_CR113","doi-asserted-by":"publisher","unstructured":"Zeng A, Guo Z, Pan D, Zhang Y, Liu J, Hong H (2025) EEG-TFNet: spatiotemporal and spectral feature integration for EEG-based AD detection. In: international symposium on bioinformatics research and applications, pp 185\u2013197. https:\/\/doi.org\/10.1007\/978-981-95-0698-9_16","DOI":"10.1007\/978-981-95-0698-9_16"},{"key":"12026_CR114","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1016\/j.aej.2024.11.056","volume":"113","author":"X Geng","year":"2025","unstructured":"Geng X, Wang L, Yu P, Hu W, Liang Q, Zhang X, Zhang X (2025) A method of EEG signal feature extraction based on hybrid DWT and EMD. Alex Eng J 113:195\u2013204. https:\/\/doi.org\/10.1016\/j.aej.2024.11.056","journal-title":"Alex Eng J"},{"key":"12026_CR115","doi-asserted-by":"publisher","first-page":"110300","DOI":"10.1016\/j.apacoust.2024.110300","volume":"228","author":"H Massar","year":"2025","unstructured":"Massar H, Belhoussine Drissi T, Nsiri B, Miyara M (2025) Advancements in blind source separation for EEG artifact Removal: a comparative analysis of variational mode decomposition and discrete wavelet transform approaches. Appl Acoust 228:110300. https:\/\/doi.org\/10.1016\/j.apacoust.2024.110300","journal-title":"Appl Acoust"},{"key":"12026_CR116","doi-asserted-by":"publisher","DOI":"10.1007\/s00034-025-03096-8","author":"SB Khan","year":"2025","unstructured":"Khan SB, Balajee A, Shah SS, Mahesh TR, Alojail M, Gupta I (2025) A novel ensemble empirical decomposition and Time\u2013frequency analysis approach for vibroarthrographic signal processing. Circuits Syst Signal Process. https:\/\/doi.org\/10.1007\/s00034-025-03096-8","journal-title":"Circuits Syst Signal Process"},{"key":"12026_CR117","doi-asserted-by":"publisher","unstructured":"Komalavalli S, Saritha PS, Enoch Raja D, Prasath TM, Lizy A, Pushpalatha K (2025) Hybrid attention-infused ensemble learning model for EEG-based workload assessment. In: 2025 8th international conference on circuit, power and computing technologies (ICCPCT), pp 1455\u20131460. https:\/\/doi.org\/10.1109\/iccpct65132.2025.11176561","DOI":"10.1109\/iccpct65132.2025.11176561"},{"key":"12026_CR118","doi-asserted-by":"publisher","first-page":"109031","DOI":"10.1016\/j.bspc.2025.109031","volume":"113","author":"N Choudhury","year":"2026","unstructured":"Choudhury N, Das D, Deka D, Ghosh R, Deb N, Ghaderpour E (2026) NeuroFeat: an adaptive neurological EEG feature engineering approach for improved classification of major depressive disorder. Biomed Signal Process Control 113:109031. https:\/\/doi.org\/10.1016\/j.bspc.2025.109031","journal-title":"Biomed Signal Process Control"},{"issue":"2","key":"12026_CR119","doi-asserted-by":"publisher","first-page":"025239","DOI":"10.1088\/2631-8695\/add4c3","volume":"7","author":"D Das","year":"2025","unstructured":"Das D, Deb N, Choudhury SS (2025) Tetrahedral feature map for analyzing meditative states in prenatal EEG. Eng Res Express 7(2):025239. https:\/\/doi.org\/10.1088\/2631-8695\/add4c3","journal-title":"Eng Res Express"},{"issue":"9","key":"12026_CR120","doi-asserted-by":"publisher","first-page":"6449","DOI":"10.1007\/s10489-021-02426-y","volume":"51","author":"E Aydemir","year":"2021","unstructured":"Aydemir E, Tuncer T, Dogan S, Gururajan R, Acharya UR (2021) Automated major depressive disorder detection using melamine pattern with EEG signals. Appl Intell 51(9):6449\u20136466. https:\/\/doi.org\/10.1007\/s10489-021-02426-y","journal-title":"Appl Intell"},{"issue":"2","key":"12026_CR121","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1007\/s12021-024-09698-y","volume":"23","author":"N Filimonova","year":"2025","unstructured":"Filimonova N, Specovius-Neugebauer M, Friedmann E (2025) Determination of the time-frequency features for impulse components in EEG signals. Neuroinformatics 23(2):17. https:\/\/doi.org\/10.1007\/s12021-024-09698-y","journal-title":"Neuroinformatics"},{"key":"12026_CR122","doi-asserted-by":"publisher","first-page":"107826","DOI":"10.1016\/j.bspc.2025.107826","volume":"107","author":"MR Khan","year":"2025","unstructured":"Khan MR, Tania AA, Ahmad M (2025) A comparative study of time\u2013frequency features based spatio-temporal analysis with varying multiscale kernels for emotion recognition from EEG. Biomed Signal Process Control 107:107826. https:\/\/doi.org\/10.1016\/j.bspc.2025.107826","journal-title":"Biomed Signal Process Control"},{"issue":"5","key":"12026_CR123","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0311075","volume":"20","author":"A-A Essam","year":"2025","unstructured":"Essam A-A, Ibrahim A, Seif Al-Nasr A, El-Saqa M, Mohamed S, Anwar A, Khalaf A (2025) Filter bank common spatial pattern and envelope-based features in multimodal EEG-FTCD brain-computer interfaces. PLoS ONE 20(5):e0311075. https:\/\/doi.org\/10.1371\/journal.pone.0311075","journal-title":"PLoS ONE"},{"issue":"9","key":"12026_CR124","doi-asserted-by":"publisher","first-page":"5159","DOI":"10.3390\/app15095159","volume":"15","author":"J Ye","year":"2025","unstructured":"Ye J, Zhu J, Huang S (2025) Weighted Filter Bank and regularization common spatial pattern-based decoding algorithm for Brain-computer interfaces. Appl Sci 15(9):5159. https:\/\/doi.org\/10.3390\/app15095159","journal-title":"Appl Sci"},{"key":"12026_CR125","doi-asserted-by":"publisher","DOI":"10.1177\/09727531251379925","author":"D Das","year":"2025","unstructured":"Das D, Deb N, Talukdar RR, Choudhury SS (2025) Evaluating brain activity in response to short meditation stimuli using R-score, electroencephalography, and neural networks. Ann Neurosci. https:\/\/doi.org\/10.1177\/09727531251379925","journal-title":"Ann Neurosci"},{"key":"12026_CR126","doi-asserted-by":"publisher","DOI":"10.2495\/hhme20130491","author":"M Shen","year":"2014","unstructured":"Shen M, Weng J (2014) A method of clinical EEG signals analysis based on the symbolic entropy. WIT Trans Biomed Health. https:\/\/doi.org\/10.2495\/hhme20130491","journal-title":"WIT Trans Biomed Health"},{"issue":"1","key":"12026_CR127","doi-asserted-by":"publisher","first-page":"8887","DOI":"10.1038\/s41467-025-64414-x","volume":"16","author":"JE Chen","year":"2025","unstructured":"Chen JE, Lewis LD, Coursey SE, Catana C, Polimeni JR, Fan J, Rosen BR (2025) Simultaneous EEG-PET-MRI identifies temporally coupled and spatially structured brain dynamics across wakefulness and NREM sleep. Nat Commun 16(1):8887. https:\/\/doi.org\/10.1038\/s41467-025-64414-x","journal-title":"Nat Commun"},{"issue":"8","key":"12026_CR128","doi-asserted-by":"publisher","first-page":"805","DOI":"10.3390\/brainsci15080805","volume":"15","author":"X Chen","year":"2025","unstructured":"Chen X, Bao X, Jitian K, Li R, Zhu L, Kong W (2025) Hybrid EEG feature learning method for cross-session human mental attention state classification. Brain Sci 15(8):805. https:\/\/doi.org\/10.3390\/brainsci15080805","journal-title":"Brain Sci"},{"issue":"4","key":"12026_CR129","doi-asserted-by":"publisher","first-page":"1919","DOI":"10.1007\/s00521-024-10821-y","volume":"37","author":"Y Geng","year":"2024","unstructured":"Geng Y, Shi S, Hao X (2024) Deep learning-based EEG emotion recognition: a comprehensive review. Neural Comput Appl 37(4):1919\u20131950. https:\/\/doi.org\/10.1007\/s00521-024-10821-y","journal-title":"Neural Comput Appl"},{"issue":"11","key":"12026_CR130","doi-asserted-by":"publisher","first-page":"3374","DOI":"10.1109\/tbme.2025.3568282","volume":"72","author":"W Li","year":"2025","unstructured":"Li W, Zhao P, Xu C, Hou Y, Jiang W, Song A (2025) Deep learning for EEG-based visual classification and reconstruction: panorama, trends, challenges and opportunities. IEEE Trans Biomed Eng 72(11):3374\u20133390. https:\/\/doi.org\/10.1109\/tbme.2025.3568282","journal-title":"IEEE Trans Biomed Eng"},{"key":"12026_CR131","doi-asserted-by":"publisher","first-page":"109928","DOI":"10.1016\/j.compbiomed.2025.109928","volume":"189","author":"S De","year":"2025","unstructured":"De S, Mukherjee P, Roy AH (2025) Gleam: a multimodal deep learning framework for chronic lower back pain detection using EEG and SEMG signals. Comput Biol Med 189:109928. https:\/\/doi.org\/10.1016\/j.compbiomed.2025.109928","journal-title":"Comput Biol Med"},{"key":"12026_CR132","doi-asserted-by":"publisher","first-page":"159812","DOI":"10.1109\/access.2025.3606966","volume":"13","author":"Y Wu","year":"2025","unstructured":"Wu Y, Su EL, Wu M, Ooi CY, Holderbaum W (2025) A review of machine learning and deep learning trends in EEG-based epileptic seizure prediction. IEEE Access 13:159812\u2013159842. https:\/\/doi.org\/10.1109\/access.2025.3606966","journal-title":"IEEE Access"},{"issue":"2","key":"12026_CR133","doi-asserted-by":"publisher","first-page":"026021","DOI":"10.1088\/1741-2552\/adbd77","volume":"22","author":"S Nanjappan Jothiraj","year":"2025","unstructured":"Nanjappan Jothiraj S, Mills C, Irving ZC, Kam JW (2025) Detection of freely moving thoughts using SVM and EEG signals. J Neural 22(2):026021. https:\/\/doi.org\/10.1088\/1741-2552\/adbd77","journal-title":"J Neural"},{"issue":"2","key":"12026_CR134","doi-asserted-by":"publisher","first-page":"1129","DOI":"10.47738\/jads.v6i2.659","volume":"6","author":"MS Hasibuan","year":"2025","unstructured":"Hasibuan MS (2025) A proposed model for detecting learning styles based on the Felder-Silverman model using KNN and LR with electroencephalography (EEG). J Appl Data Sci 6(2):1129\u20131139. https:\/\/doi.org\/10.47738\/jads.v6i2.659","journal-title":"J Appl Data Sci"},{"key":"12026_CR135","doi-asserted-by":"publisher","unstructured":"Deshmukh MS, Khemraj IA (2025) Detection of brain neurological disorders using EEG signals-a comparison of SVM classifier and LDA Classifier. In: Recent developments in microbiology biotechnology and pharmaceutical sciences, pp 290\u2013297. https:\/\/doi.org\/10.1201\/9781003618140-53","DOI":"10.1201\/9781003618140-53"},{"issue":"4","key":"12026_CR136","doi-asserted-by":"publisher","first-page":"587","DOI":"10.1007\/s13534-025-00469-5","volume":"15","author":"H-T Lee","year":"2025","unstructured":"Lee H-T, Shim M, Liu X, Cheon H-R, Kim S-G, Han C-H, Hwang H-J (2025) A review of hybrid EEG-based Multimodal Human-computer interfaces using deep learning: applications, advances, and challenges. Biomed Eng Lett 15(4):587\u2013618. https:\/\/doi.org\/10.1007\/s13534-025-00469-5","journal-title":"Biomed Eng Lett"},{"issue":"1","key":"12026_CR137","doi-asserted-by":"publisher","first-page":"871","DOI":"10.1186\/s12967-025-06862-z","volume":"23","author":"Q Li","year":"2025","unstructured":"Li Q, Cao W, Zhang A (2025) Multi-stream feature fusion of vision transformer and CNN for precise epileptic seizure detection from EEG signals. J Transl Med 23(1):871. https:\/\/doi.org\/10.1186\/s12967-025-06862-z","journal-title":"J Transl Med"},{"issue":"4","key":"12026_CR138","doi-asserted-by":"publisher","first-page":"707","DOI":"10.3390\/electronics14040707","volume":"14","author":"F Rivas","year":"2025","unstructured":"Rivas F, Sierra-Garcia JE, Camara JM (2025) Comparison of LSTM- and GRU-type RNN networks for attention and meditation prediction on raw EEG data from low-cost headsets. Electronics 14(4):707. https:\/\/doi.org\/10.3390\/electronics14040707","journal-title":"Electronics"},{"issue":"5","key":"12026_CR139","doi-asserted-by":"publisher","first-page":"1293","DOI":"10.3390\/s25051293","volume":"25","author":"E Vafaei","year":"2025","unstructured":"Vafaei E, Hosseini M (2025) Transformers in EEG analysis: a review of architectures and applications in motor imagery, seizure, and emotion classification. Sensors 25(5):1293. https:\/\/doi.org\/10.3390\/s25051293","journal-title":"Sensors"},{"issue":"1","key":"12026_CR140","doi-asserted-by":"publisher","first-page":"31993","DOI":"10.1038\/s41598-025-17256-y","volume":"15","author":"J Su","year":"2025","unstructured":"Su J, Huang Z, Ma Y, Shi H, Yang Y, Xi M, Li B (2025) A model for epileptic EEG detection and recognition based on multi-attention mechanism and spatiotemporal. Sci Rep 15(1):31993. https:\/\/doi.org\/10.1038\/s41598-025-17256-y","journal-title":"Sci Rep"},{"issue":"12","key":"12026_CR141","doi-asserted-by":"publisher","first-page":"1509","DOI":"10.3390\/diagnostics15121509","volume":"15","author":"C Simfukwe","year":"2025","unstructured":"Simfukwe C, An SS, Youn YC (2025) Time-frequency domain analysis of quantitative electroencephalography as a biomarker for dementia. Diagnostics 15(12):1509. https:\/\/doi.org\/10.3390\/diagnostics15121509","journal-title":"Diagnostics"},{"key":"12026_CR142","doi-asserted-by":"publisher","first-page":"108456","DOI":"10.1016\/j.bspc.2025.108456","volume":"112","author":"SS Usgaonkar","year":"2026","unstructured":"Usgaonkar SS, Edla DR, Ramesh D, Ramachandran M (2026) Optimizing EEG feature selection for meditation classification using sea lion optimization and deep learning. Biomed Signal Process Control 112:108456. https:\/\/doi.org\/10.1016\/j.bspc.2025.108456","journal-title":"Biomed Signal Process Control"},{"key":"12026_CR143","doi-asserted-by":"publisher","unstructured":"Attri S, Khanai R (2025) Functional connectivity and power spectral density analysis of EEG signals in meditation. In: 2025 10th international conference on signal processing and communication (ICSC), pp 671\u2013679. https:\/\/doi.org\/10.1109\/icsc64553.2025.10969058","DOI":"10.1109\/icsc64553.2025.10969058"},{"issue":"1","key":"12026_CR144","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1186\/s40708-025-00251-4","volume":"12","author":"ND Liyanagedera","year":"2025","unstructured":"Liyanagedera ND, Bareham CA, Kempton H, Guesgen HW (2025) Novel machine learning-driven comparative analysis of CSP, STFT, and CSP-STFT fusion for EEG data classification across multiple meditation and non-meditation sessions in BCI pipeline. Brain Inform 12(1):4. https:\/\/doi.org\/10.1186\/s40708-025-00251-4","journal-title":"Brain Inform"},{"key":"12026_CR145","doi-asserted-by":"publisher","unstructured":"Mahato A, Bhalerao SV, Pachori RB, Gadre VM, Mahapatra DD (2025) Neurological responses to meditation with EEG analysis using novel empirical Fourier-Bessel decomposition approach. In: 2025 10th international conference on signal processing and communication (ICSC), pp 694\u2013699. https:\/\/doi.org\/10.1109\/icsc64553.2025.10968250","DOI":"10.1109\/icsc64553.2025.10968250"},{"key":"12026_CR146","doi-asserted-by":"publisher","unstructured":"Lee C, Lee S, Annen J, Jeong J-H, Massimini M, Casarotto S, Lee M (2025) Classification of awareness in disorders of consciousness using common spatial pattern. In: 2025 13th international conference on brain-computer interface (BCI), pp 1\u20136. https:\/\/doi.org\/10.1109\/bci65088.2025.10931418","DOI":"10.1109\/bci65088.2025.10931418"},{"key":"12026_CR147","doi-asserted-by":"publisher","unstructured":"Sen N, Misra IS (2025) Effect of meditation on varying concentration in non-meditators estimated through hjorth parameters of EEG signal. In: International conference on ambient intelligence in health care (ICAIHC), pp 1\u20136. https:\/\/doi.org\/10.1109\/icaihc64101.2025.10956892","DOI":"10.1109\/icaihc64101.2025.10956892"},{"issue":"1","key":"12026_CR148","doi-asserted-by":"publisher","first-page":"2467387","DOI":"10.1080\/09540091.2025.2467387","volume":"37","author":"A Jain","year":"2025","unstructured":"Jain A, Raja R, Kumar M, Verma PK (2025) A novel classification of meditation techniques via optimised chi-squared 1d-CNN method based on complexity, continuity and connectivity features. Connect Sci 37(1):2467387. https:\/\/doi.org\/10.1080\/09540091.2025.2467387","journal-title":"Connect Sci"},{"issue":"4","key":"12026_CR149","doi-asserted-by":"publisher","first-page":"707","DOI":"10.3390\/electronics14040707","volume":"14","author":"F Rivas","year":"2025","unstructured":"Rivas F, Sierra-Garcia JE, Camara JM (2025) Comparison of LSTM- and GRU-type RNN networks for attention and meditation prediction on raw EEG data from low-cost headsets. Electronics 14(4):707. https:\/\/doi.org\/10.3390\/electronics14040707","journal-title":"Electronics"},{"issue":"1","key":"12026_CR150","doi-asserted-by":"publisher","first-page":"1","DOI":"10.56042\/jsir.v84i1.10829","volume":"84","author":"S Madhu","year":"2025","unstructured":"Madhu S, Kumar P, Chandra S (2025) Ensemble learning based EEG classification\u2013investigating the effects of combined yoga and Rajyog Meditation. J Sci Ind Res 84(1):1. https:\/\/doi.org\/10.56042\/jsir.v84i1.10829","journal-title":"J Sci Ind Res"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-026-12026-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-026-12026-x","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-026-12026-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T04:51:28Z","timestamp":1774414288000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-026-12026-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3]]},"references-count":150,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2026,3]]}},"alternative-id":["12026"],"URL":"https:\/\/doi.org\/10.1007\/s00521-026-12026-x","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3]]},"assertion":[{"value":"7 January 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 February 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 March 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"111"}}