Displaying publications 241 - 260 of 332 in total

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  1. Sohayla M. Attalla, Nur Syamimi Syuhada bt Safiee, Sakinah Ruhi
    MyJurnal
    Introduction: Cell phone is a device that has been used almost every day for all age groups. It connects everyone and everything around the world as it provides various social platforms. However, not many people realized that cell phone is a source of non-ionizing electromagnetic waves that can be associated with various physical effects. Therefore, the aim of this research is to identify the physical side effects associated with exposure to the electromagnetic waves emitted by cell phone use and to detect if these effects are associated with specific pattern of use. Methods: A cross-sectional study was conducted on 166 participants randomly selected from university students. Results: showed that those suffering side effects associated with cell phone usage are usually using more than one cell phone (79%) since about 5 – 10 years (41.9%) for more than 5 hours daily (65.7%) for entertainment (34.3%) and
    making about 1-5 calls daily (41%) with average call duration 1 – 30 min (56.2%). 66.7% of them started using cell phone at age 7 – 12 years old, mostly handheld (61%), at their right side (40%), at all times of the day (64.8%). Most common side effects associated with cell phone usage include ear pain (52.4%), headache (79.5%), fatigue, anxiety or insomnia (57.8%), tremors and eye pain beside statistically significant (P
    Matched MeSH terms: Sleep Initiation and Maintenance Disorders
  2. Chang CT, Shunmugam P, Abdul Aziz NA, Abdul Razak NS, Johari N, Mohamad N, et al.
    J Paediatr Child Health, 2020 Mar;56(3):426-431.
    PMID: 31654469 DOI: 10.1111/jpc.14646
    AIM: Bed sharing is defined as a newborn sleeping in the same bed with an adult. Bed sharing may put the newborn at risk of suffocation due to accidental smothering.

    METHODS: This was a quasi-experimental study conducted in a tertiary referral hospital. Healthy post-delivery Malaysian mothers were randomly selected and enrolled into the control or the intervention group. On the day of discharge, mothers in the intervention group were interviewed face-to-face in the post-natal ward on their plans for sleeping arrangement with their newborn. After the interview, mothers were advised not to bed share with their newborn and were given an educational leaflet on safe sleeping practices. One week after discharge, mothers in both groups were interviewed over the telephone regarding their actual sleeping arrangements with their newborn using the same questionnaire. Logistic regression was performed to determine factors associated with reduced bed sharing.

    RESULTS: A total of 94 mothers and 95 mothers were recruited to the control and intervention group, respectively. The baseline bed-sharing prevalence was similar between groups: 60.6% in the control group and 61.1% in the interventional group. The proportion of mothers who bed shared with their newborn reduced from 61.1 to 37.9% after the intervention (P sleeping practices after receiving the intervention in the form of an information leaflet.

    Matched MeSH terms: Sleep
  3. Higgins S, Stoner L, Black K, Wong JE, Quigg R, Meredith-Jones K, et al.
    Sleep Med, 2021 08;84:294-302.
    PMID: 34217919 DOI: 10.1016/j.sleep.2021.06.014
    INTRODUCTION: Social jetlag has been reported to predict obesity-related indices, independent of sleep duration, with associations in female adolescents but not males. However, such sex-specific relationships have not been investigated in pre-adolescents.

    OBJECTIVES: To examine: (i) the relationships between sleep characteristics, including social jetlag, and obesity-related outcomes during childhood, and (ii) whether these relationships are moderated by sex.

    METHODS: This cross-sectional study included 381 children aged 9-11 years (49.6% female). Average sleep duration, social jetlag, and physical activity were assessed via wrist-worn accelerometry. Sleep disturbances were quantified from the Children's Sleep Habits Questionnaire. Obesity-related outcomes included age-specific body mass index Z-scores (zBMI) and waist-to-height ratio. Additionally % fat, total fat mass, and fat mass index were assessed via bioelectrical impedance analysis. Linear mixed models that nested children within schools were used to identify relationships among sleep characteristics and obesity-related outcomes.

    RESULTS: Positive associations between social jetlag with zBMI, % fat, and fat mass index were seen in univariable and unadjusted multivariable analyses. Following adjustments for known confounders, social jetlag remained significantly associated with zBMI (β = 0.12, p = 0.013). Simple slopes suggested a positive association in girls (β = 0.19, p = 0.006) but not in boys (β = 0.03, p = 0.703).

    CONCLUSIONS: Obesity prevention efforts, particularly in girls, may benefit from targeted approaches to improving the consistency of sleep timing in youth.

    Matched MeSH terms: Sleep
  4. Al-Naggar, Redhwan Ahmed, Al-Jashamy, Karim, Ramli Musa, Zaleha Mohd Isa
    ASEAN Journal of Psychiatry, 2010;11(1):6-12.
    MyJurnal
    Objective: To determine the knowledge, attitude and practice (KAP) of sleep among medical students of IIUM towards and to determine the impact of socio-demographic data on the knowledge, attitude and practice. Methods: A cross-sectional study was carried out among 106 students from first, second and third year medical students of IIUM. Verbal consent was taken from the students who were willing to take part in this study. Student knowledge about sleep was studied using a questionnaire. Results: A total of 106 medical
    students completed the survey, there were 54 female and 52 male. The mean age of the students was 20 ± 0.56 and ranged from 18 to 22 years. In terms of their sleep knowledge, the mean ± SD knowledge, attitude and practice scores were 81.8 ± 16.8, 65.9 ±15.3 and 176 ± 26.3 respectively. In univariate analysis, there was a significant difference between parents’ marital status regarding knowledge of the students (p = 0.03). There was a significant difference between gender regarding attitude of the students (p=0.05). In
    multivariate analysis, gender and smoking status were significantly affected the overall KAP. Conclusion: This study showed that sleep medicine knowledge was generally low among medical students. Therefore, educational strategies to improve knowledge regarding sleep-related problems and the development of proper sleep practices among medical students are needed.
    Matched MeSH terms: Sleep
  5. Al-Naggar, Redhwan Ahmed, Zaleha Mohd Isa, Ramli Musa
    ASEAN Journal of Psychiatry, 2010;11(2):171-179.
    MyJurnal
    Objective: This paper aimed to determine the prevalence of sleeping pills use among university students and its associated factors in Malaysia. Methods: This cross-sectional study was conducted in January 2010 among 200 Malaysia. The survey was conducted by distributing self-administered questionnaires. The questionnaire was developed based on the literature review. The students were chosen randomly using convenience sampling.
    Results: A total of 200 university students participated in this study. The prevalence of using sleeping pills among university students is 7.5%. The majority of the participants were Malay 146 (73.0%), from urban area 169 (84.5%), from medical and health sciences background 101 (50.5%). This study showed that there is a significant relationship between using sleeping pills and depression (p= 0.03). There is also a significant relationship between
    using sleeping pills and inducing sleep by reading (p=0.04). Conclusion: The prevalence of sleeping pills usage among university students is relatively high. This study showed that there is a significant relationship between using sleeping pills and depression.
    Matched MeSH terms: Sleep Aids, Pharmaceutical
  6. Tiong TS, Syed Hassan AA
    MyJurnal
    This study was done in all UNIMAS medical students from year 1 to year 5 in the year 2004. A questionnaire was used. 290 students participated with a response rate of 72.5%. There were more male students snoring than female (ratio 5.9:1.3). The habitual snoring percentages for all years, first year and final year medical students are 7.2, 9.9 and 3.6 respectively and these are comparatively and relatively low with other studies reported in the last 10 years, and the reasons for this are unknown. However it was interesting to note in this study and others that there are relatively more snoring medical students in the first year than subsequent years. Significant positive correlation of snoring was found with the factors of gender, weight, height and sleep apnoea, all having p<0.0005, but no significant correlation was found in others including examination results.
    Matched MeSH terms: Sleep Apnea Syndromes
  7. Yunus A, Seet W, Md Adam B, Jamaiyah H
    Malays Fam Physician, 2013;8(1):5-11.
    PMID: 25606261 MyJurnal
    Objective: To validate the Malay version of Berlin Questionnaire (BQ) as a tool to screen for patients at risk of obstructive sleep apnea (OSA) in primary care Background: Most patients with OSA are unrecognised and untreated. Thus, the BQ has been used as a tool to screen for patients at risk for OSA. However, this tool has not been validated in Malay version. Materials and Methods: A parallel back-to-back translation method was applied to produce the Malay version (Berlin-M). The Malay version was administered to 150 patients in a tertiary respiratory medical centre.  Concurrent validity of the Berlin-M was determined using the Apnea Hypopnea Index (AHI) as the gold standard measure. The test-retest reliability and internal consistency of the Berlin-M were determined. Results: Most patients were males (64.0%) and majority of them were Malays (63.3%). Based on the sleep study test, 121 (84.0%) were classified as high risk while 23 (16.0%) as low risk using the Apnea Hypopnea Index (AHI) ≥5 as the cutoff point. The test–retest reliability Kappa value showed a good range between 0.864 – 1.000. The Cronbach’s alpha of BQ was 0.750 in category 1 and 0.888 in category 2. The sensitivity and specificity were 92% and 17% respectively. Conclusion: The BQ showed high sensitivity (92%) but low specificity (17%). Therefore, though the Berlin-M is useful as a screening tool, it is not a confirmatory diagnostic tool.
    Matched MeSH terms: Sleep Apnea, Obstructive
  8. Mohamed Hisham Mohamed Jali @ Yunos, Shaifulizan Abdul Rahman, Ramizu Shaari
    MyJurnal
    Pierre Robin Sequence (PRS) is a condition consists of set of anomalies, which are
    cleft palate, micrognathia and glossoptopsis. Management of patients with PRS addresses two main
    problems, namely airway obstruction and feeding difficulties. Airway obstruction may lead to
    obstructive sleep apnea (OSA). Treatment modalities for OSA are based on the causes. There are
    surgical and non-surgical methods. Non-surgical methods such as diet, medication, oral appliances
    and continuous positive airway pressure (CPAP) can only be employed in moderate cases. Surgical
    method such as maxillo-mandibular advancement or expansion can be achieved by orthognathic
    surgery or distraction osteogenesis. (Copied from article).
    Matched MeSH terms: Sleep Apnea, Obstructive
  9. Daban KDY, Goh DYT
    Behav Sleep Med, 2017 07 17;17(3):281-290.
    PMID: 28613954 DOI: 10.1080/15402002.2017.1342168
    BACKGROUND AND OBJECTIVES: Optimal sleeping habits are important for health development of infants. The role of culture in sleep habits cannot be underestimated. We aimed to characterize sleep patterns, sleep practices, and sleep problems; and assess the sleep settings and parental perceptions of sleep problems in children from birth to 36 months in countries in the Southeast Asian (SEA) region.

    PARTICIPANTS: Parents and caregivers of infants and toddlers (birth to 36 months old) from countries in Southeast Asia participated in this study.

    METHODS: Data was collected using the Brief Infant Sleep Questionnaire for a total of 5,987 children from 6 countries in the SEA region (967 Indonesia/ID, 997 Malaysia/MY, 1,034 Philippines/PH, 1,001 Singapore/SG, 988 Thailand/TH, and 1,000 Vietnam/VN).

    RESULTS: The sleep variables varied among SEA children studied. Bedtimes and nighttime sleep varied across the region by as much as 1 hr 34 min and 1 hr 15 min respectively.

    CONCLUSIONS: Despite being geographically very close together and having some common sociocultural characteristics, sleep variables in the young child within the SEA region do differ in significant ways.
    Matched MeSH terms: Sleep
  10. Sharma M, Agarwal S, Acharya UR
    Comput Biol Med, 2018 09 01;100:100-113.
    PMID: 29990643 DOI: 10.1016/j.compbiomed.2018.06.011
    Obstructive sleep apnea (OSA) is a sleep disorder caused due to interruption of breathing resulting in insufficient oxygen to the human body and brain. If the OSA is detected and treated at an early stage the possibility of severe health impairment can be mitigated. Therefore, an accurate automated OSA detection system is indispensable. Generally, OSA based computer-aided diagnosis (CAD) system employs multi-channel, multi-signal physiological signals. However, there is a great need for single-channel bio-signal based low-power, a portable OSA-CAD system which can be used at home. In this study, we propose single-channel electrocardiogram (ECG) based OSA-CAD system using a new class of optimal biorthogonal antisymmetric wavelet filter bank (BAWFB). In this class of filter bank, all filters are of even length. The filter bank design problem is transformed into a constrained optimization problem wherein the objective is to minimize either frequency-spread for the given time-spread or time-spread for the given frequency-spread. The optimization problem is formulated as a semi-definite programming (SDP) problem. In the SDP problem, the objective function (time-spread or frequency-spread), constraints of perfect reconstruction (PR) and zero moment (ZM) are incorporated in their time domain matrix formulations. The global solution for SDP is obtained using interior point algorithm. The newly designed BAWFB is used for the classification of OSA using ECG signals taken from the physionet's Apnea-ECG database. The ECG segments of 1 min duration are decomposed into six wavelet subbands (WSBs) by employing the proposed BAWFB. Then, the fuzzy entropy (FE) and log-energy (LE) features are computed from all six WSBs. The FE and LE features are classified into normal and OSA groups using least squares support vector machine (LS-SVM) with 35-fold cross-validation strategy. The proposed OSA detection model achieved the average classification accuracy, sensitivity, specificity and F-score of 90.11%, 90.87% 88.88% and 0.92, respectively. The performance of the model is found to be better than the existing works in detecting OSA using the same database. Thus, the proposed automated OSA detection system is accurate, cost-effective and ready to be tested with a huge database.
    Matched MeSH terms: Sleep Apnea, Obstructive
  11. Lim CC, Misron K, Loong SP, Liew YT, Sawali H
    Iran J Otorhinolaryngol, 2019 Sep;31(106):319-322.
    PMID: 31598501
    Introduction: Primary tuberculosis (TB) of the oropharynx and nasopharynx is an extremely rare form of extra-pulmonary TB in children. Primary tuberculosis occurs more likely secondary to pulmonary TB and is more common in immunocompromised patients.

    Case Report: We reported the case of a young male presented with the symptoms of non-specific chronic adenotonsillitis, mild obstructive sleep apnoea, and cervical lymphadenopathy. Subsequently, he underwent adenotonsillectomy and excision of the cervical lymph node with the tissue specimens came back strongly positive for TB. Then, he started using antituberculous medication and recovered well.

    Conclusion: The authors would like to highlight this rare clinical entity in which accurate diagnosis is essential for complete treatment.

    Matched MeSH terms: Sleep Apnea, Obstructive
  12. Sidek Nontak MA, Hamzah N, Salleh MO
    Family Physician, 1993;5:28-34.
    There is increasing evidence that insomnia is a common complaint. Furthermore, physicians tend to institute treatment without adequate assessment of the patients with insomnia. For the purpose of management, cases are presented on the basis of classification. A survey of doctor's knowledge and practice in the primary care department is discussed. Management principles and problems are outlined.
    Matched MeSH terms: Sleep Initiation and Maintenance Disorders
  13. Shaeran TAT, Samsudin AR
    J Craniofac Surg, 2019 Jun 28.
    PMID: 31261319 DOI: 10.1097/SCS.0000000000005689
    Temporomandibular joint ankylosis in children commonly lead to difficulty in feeding, poor oral hygiene, retrognathic mandible and obstructive sleep apnea. Surgical release of the ankylosis has always been the standard treatment. The authors report a 12 year old boy with unilateral temporomandibular joint ankylosis and obstructive sleep apnea underwent surgical release of the ankylosis with successful gain in mouth opening. However, he continued to suffer from obstructive sleep apnea as confirmed by post-operative polysomnography. Orthognathic surgery for mandibular advancement is not favorable due to his young age and mandibular distraction osteogenesis was not a choice. A mandibular advancement device similar to orthodontic myofunctional appliance was the preferred choice in the post-operative period while waiting for definitive retrognathia surgical treatment after skeletal maturity. Surgical release of temporomandibular joint ankylosis corrects the oral problem but does not adequately address the narrow pharyngeal airway space. Assessment of pharyngeal airway with a high suspicion of obstructive sleep apnea is mandatory in the management of TMJ ankylosis.
    Matched MeSH terms: Sleep Apnea, Obstructive
  14. Zuliza M, Irniza R, Emilia Z
    Malaysian Journal of Public Health Medicine, 2017;17 Special(1):133-139.
    The aim of this study was to determine the prevalence of sick building syndrome (SBS) and other factors contributing to probable mental health problems among university laboratory staffs. A cross-sectional study was conducted among 264 laboratory staffs in UPM. Data was collected using validated self-administrated questionnaires consists of Job Content Questionnaire (JCQ), General Health Questionnaire (GHQ) and SBS. Data was analyzed using SPSS version 22.0. In total, about 28% of the participants reported having probable mental health problems. The prevalence of SBS was 31.4%. After controlling for confounders, the significant factors for probable mental health problems were job insecurity (AOR 2.33, 95% CI 0.212- 0.867), job demand (AOR 1.12, 95% CI 0.445-0.921), fatigue (AOR 0.94, 95% CI 0.162-1.425), drowsiness (AOR 0.75, 95% CI 1.023-4.647) and household income (AOR 0.339, 95% CI0.166-0.995).Results visibly showed that psychosocial factors and symptoms of SBS at their working environment contribute to probable mental health problems among laboratory staffs. The strongest predictors in this study were job insecurity. Hence, further assessment and preventive measures should be carried out to reduce the risk factors of probable mental health problems and to improve working environment among university laboratory staffs.
    Matched MeSH terms: Sleep Stages
  15. Koken M, Guclu B
    Malays Orthop J, 2019 Jul;13(2):11-14.
    PMID: 31467645 DOI: 10.5704/MOJ.1907.002
    Introduction: Symptomatic osteoarthritis is one of the most common indications for total knee arthroplasty (TKA) operations. Pain in every stage of the disease causes sleep disturbances in patients. The primary objective of this study was to evaluate the effect of TKA on the quality of sleep in patients with symptomatic osteoarthritis. Materials and Methods: This retrospective, descriptive study was performed on 80 patients diagnosed with symptomatic osteoarthritis who underwent TKA. The patients responded to the Pittsburgh Sleep Quality Index (PSQI), which is widely used to evaluate sleep quality. Additionally, the effects of demographic and clinical variables such as age, gender, body mass index, smoking and alcohol consumption were also evaluated before and after surgery. Results: There was no correlation between demographic variables and PSQI scores pre- and postoperatively. There was a decrease in sleep quality on the sixth postoperative week compared to the preoperative period however this difference was not statistically significant. On the other hand, there was a statistically significant difference between preoperative and postoperative sixth month PSQI scores. Mean values of overall sleep quality and daily function were significantly higher in the postoperative sixth compared to the preoperative period (p<0.001) Conclusion: Treatment of symptomatic OA with TKA will improve sleep quality in the long term.
    Study site: Hospital, Turkey
    Matched MeSH terms: Sleep
  16. Sies NS, Zaini AA, de Bruyne JA, Jalaludin MY, Nathan AM, Han NY, et al.
    Sci Rep, 2021 02 04;11(1):3193.
    PMID: 33542317 DOI: 10.1038/s41598-021-82605-6
    Repetitive hypoxia seen in obstructive sleep apnoea syndrome (OSAS) may affect bone metabolism increasing the risk for secondary osteoporosis. This study investigates the association between OSAS in children and secondary osteoporosis. This cross-sectional study included 150 children aged 10-17 years: 86 with OSAS and 64 with no OSAS. OSAS was confirmed by polysomnography. Quantitative ultrasound (QUS) of calcaneum measuring speed of sound (SoS) and broadband ultrasound attenuation (BUA) were collected. Other parameters collected including bone profile, vitamin D levels, physical activity scoring and dietary calcium intake. Majority were male and Malay ethnicity. OSAS children were mostly obese (84%) and 57% had moderate to severe OSAS. Most had lower physical activities scores. Mean (SD) phosphate and Alkaline phosphatase were lower in OSA children compared to controls: PO4, p = 0.039 and ALP, p 
    Matched MeSH terms: Sleep Apnea, Obstructive/blood; Sleep Apnea, Obstructive/complications; Sleep Apnea, Obstructive/pathology*
  17. Nasir NFM, Draman N, Zulkifli MM, Muhamad R, Draman S
    PMID: 35564603 DOI: 10.3390/ijerph19095211
    Poor sleep is related to type 2 diabetes and adversely influences a person’s quality of life. This study aimed to evaluate sleep quality in patients with type 2 diabetes (T2DM), its associated factors, and its relationship with quality of life. A cross-sectional study was conducted at a primary care clinic in a tertiary hospital on the east coast of Malaysia. This study included 350 participants (175 men and 175 women). Data were collected using the Malay version of the Pittsburgh Sleep Quality Index (PSQI-M) with a cut-off point of >5 as poor sleep, the Malay version of Diabetes Distress Scale (MDDS-17) and the revised Malay version of T2DM-related quality of life (Rv-DQOL). Statistical analysis was conducted using the SPSS software version 26.0. The respondents’ median (interquartile range (IQR)) age was 62.0 (11.0) years, and poor sleep was reported in 32% (95% confidence interval (CI) = 27.1, 36.9) of the participants. Multivariate logistic regression analysis revealed that poor sleep quality was significantly associated with nocturia (odds ratio (OR) = 2.04; 95% CI = 1.24, 3.35), restless legs syndrome (OR = 2.17; 95% CI = 1.32−3.56) and emotional burden (OR = 2.37; 95% CI = 1.41−3.98). However, no statistically significant association was observed between sleep quality and quality of life among our participants.
    Matched MeSH terms: Sleep
  18. Srinivasan V, Smits M, Spence W, Lowe AD, Kayumov L, Pandi-Perumal SR, et al.
    World J Biol Psychiatry, 2006;7(3):138-51.
    PMID: 16861139
    The cyclic nature of depressive illness, the diurnal variations in its symptomatology and the existence of disturbed sleep-wake and core body temperature rhythms, all suggest that dysfunction of the circadian time keeping system may underlie the pathophysiology of depression. As a rhythm-regulating factor, the study of melatonin in various depressive illnesses has gained attention. Melatonin can be both a 'state marker' and a 'trait marker' of mood disorders. Measurement of melatonin either in saliva or plasma, or of its main metabolite 6-sulfatoxymelatonin in urine, have documented significant alterations in melatonin secretion in depressive patients during the acute phase of illness. Not only the levels but also the timing of melatonin secretion is altered in bipolar affective disorder and in patients with seasonal affective disorder (SAD). A phase delay of melatonin secretion takes place in SAD, as well as changes in the onset, duration and offset of melatonin secretion. Bright light treatment, that suppresses melatonin production, is effective in treating bipolar affective disorder and SAD, winter type. This review discusses the role of melatonin in the pathophysiology of bipolar disorder and SAD.
    Matched MeSH terms: Sleep Disorders, Circadian Rhythm/diagnosis; Sleep Disorders, Circadian Rhythm/drug therapy; Sleep Disorders, Circadian Rhythm/physiopathology
  19. Kumari Y, Choo BKM, Shaikh MF, Othman I
    Exp Ther Med, 2019 Aug;18(2):1407-1416.
    PMID: 31363378 DOI: 10.3892/etm.2019.7685
    Early life exposure to stress has been suggested to be a crucial factor for the development of the brain and its functions. It is well documented that childhood stress is a risk factor for sleep problems in adulthood. Piper betle L. leaf extract (PB) has been used in several traditional medicines to cure various ailments. Recently, PB has been proved to have antidepressant activity. The literature suggests that antidepressants affect the synthesis and release of melatonin through several mechanisms. Thus, this study investigated the potential role of PB for the treatment of sleep disruption after early life stress exposure. Firstly, dexamethasone (DEX) (2 and 20 mg/l for 24 h) was administered to zebrafish larvae on the 4th day post-fertilization (dpf) to induce early life stress. The effects of stress on behaviour during adulthood, melatonin level and stress-related gene expression (nfkb) in the brain were then studied. Next, the possible role of PB (10 and 30 mg/Kg) was studied by measuring its effect on behaviour and by quantifying the expression levels of several melatonin-related (MT1, MT2, aanat1, aanat2) and stress-related (nfkb) genes by qPCR. DEX-treated zebrafish exhibited anxious behaviour, along with a lower level of melatonin and a higher mRNA expression of nfkb. After treatment with PB, a similar effect on behaviour and gene expression levels as the melatonin treatment group (10 mg/kg; positive control) was seen in adult zebrafish. These molecular confirmations of the observed behavioural effects of the PB indicate a possible role in the treatment of early life stress-induced sleep disruption.
    Matched MeSH terms: Sleep
  20. Sahayadhas A, Sundaraj K, Murugappan M
    Australas Phys Eng Sci Med, 2013 Jun;36(2):243-50.
    PMID: 23719977 DOI: 10.1007/s13246-013-0200-6
    Driver drowsiness has been one of the major causes of road accidents that lead to severe trauma, such as physical injury, death, and economic loss, which highlights the need to develop a system that can alert drivers of their drowsy state prior to accidents. Researchers have therefore attempted to develop systems that can determine driver drowsiness using the following four measures: (1) subjective ratings from drivers, (2) vehicle-based measures, (3) behavioral measures and (4) physiological measures. In this study, we analyzed the various factors that contribute towards drowsiness. A total of 15 male subjects were asked to drive for 2 h at three different times of the day (00:00-02:00, 03:00-05:00 and 15:00-17:00 h) when the circadian rhythm is low. The less intrusive physiological signal measurements, ECG and EMG, are analyzed during this driving task. Statistically significant differences in the features of ECG and sEMG signals were observed between the alert and drowsy states of the drivers during different times of day. In the future, these physiological measures can be fused with vision-based measures for the development of an efficient drowsiness detection system.
    Matched MeSH terms: Sleep Stages/physiology*
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