The DOI matches its Crossref record; 273 of the 293 references it cites were found in a registry or an index; none of the 242 sources its claims cite is checked for support yet.
Sleep, Health, and Society
Open accessAbstract
Biological needs for sleep are met by engaging in behaviors that are largely influenced by the environment, social norms and demands, and societal influences and pressures. Insufficient sleep duration and sleep disorders such as insomnia and sleep apnea are highly prevalent in the US population. This article outlines some of these downstream factors, including cardiovascular and metabolic disease risk, neurocognitive dysfunction, and mortality, as well as societal factors such as age, sex, race/ethnicity, and socioeconomics. This review also discusses societal factors related to sleep, such as globalization, health disparities, public policy, public safety, and changing patterns of use of technology.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
This review argues that sleep is a biological requirement shaped by social, environmental, and societal forces, and that insufficient sleep is linked to broad health harms. It synthesizes population prevalence, health outcome evidence, and social-ecological/behavioral models to frame sleep as a public health and policy issue.
Key findings
- Population estimates show substantial short sleep: in NHANES 2007–2008, 6.2% reported <5 hours, 33.78% 5–6 hours, 52.68% 7–8 hours, and 7.38% ≥9 hours per typical weeknight; in 2014 BRFSS (444,306 adults), median prevalence of <7 hours was 35.1% (range 28.4% South Dakota to 43.9% Hawaii), and 11.8% reported ≤5 hours.
- Sleep disturbances are common and vary by age/sex: 2006 BRFSS (>150,000 residents of 36 states/territories) found sleep disturbance in 13.7%–18.1% of men and 17.7%–25.1% of women; NHANES 2007–2008 found long sleep latency (>30 min) in 18.8%, frequent snoring in 31.5%, and moderate-severe difficulty falling asleep in 7.7%.
- Health associations include mortality, diabetes, and hypertension: meta-analyses indicate 10%–12% increased mortality risk for short sleep and 30%–38% for long sleep; insufficient sleep is associated with 33% increased incident diabetes; short sleep is associated with 20% increased likelihood of hypertension.
- Social/behavioral determinants include work, technology, and disparities: work time was the primary determinant of sleep duration, with each hour of delayed work/training start associated with 20 more minutes of sleep; 90% of Americans used an electronic device in the hour before bed; blacks/African Americans had 2.5 times the rate of very short sleep (≤4 hours) and about twice the rate of short sleep (5–6 hours) versus non-Hispanic whites, while Asians/others had 4 times the very short sleep rate.
Methods
- Design: narrative review and conceptual synthesis; no primary data collection or systematic review protocol is reported in the text.
- Data/sample: synthesizes population surveys (ATUS, NHIS, NHANES, BRFSS), meta-analyses, laboratory/field studies, and policy literature; examples include BRFSS 2014 (444,306 adults), 2006 BRFSS (>150,000 adults), and NHANES 2007–2008.
- Main analysis: organizes evidence using a social-ecological model (individual, social, societal levels) and health behavior models (Health Belief Model, Integrated Behavioral Model) to link upstream social influences, sleep, and downstream health/functional outcomes.
Limitations
- The paper states major limitations: inconsistent sleep assessment methods (self-report, diary, polysomnography, actigraphy disagree; no nationally representative dataset with well-validated sleep duration/quality; inconsistent cutoffs), lack of physiologic sleep measures at the societal level, and complexity of social environments not captured by most studies.
- The paper also states a lack of interventional studies and empirically supported sleep health interventions, limiting causal inference and community-level recommendations.
- Evident from the text: as a narrative review, it does not report systematic search, inclusion criteria, or study-quality appraisal, so the synthesis is selective rather than exhaustive.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
0 of 242 cited sources checked · 0 supported · 0 flagged
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Because sleep is involved with many physiologic systems, insufficient sleep duration and poor sleep quality have been associated with several adverse health outcomes.”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIn the paper
“Interestingly, reports of sleep disturbance generally declined with age.”
§ Sleep, Health, and Society > POPULATION PREVALENCE OF SLEEP DURATION AND SLEEP DISTURBANCES > Sleep Disturbances
What the sources say
- Not checked yetcites [29] Grandner, 2012, Age and sleep disturbances among American men and women: data from the U.S. Behavioral Risk Factor Surveillance System, Sleep
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesNone of the sources cited for this claim have been checked yet.
In the paper
“The downstream consequences of insufficient sleep duration and/or inadequate sleep quality (including sleep disorders and circadian misalignment of sleep) are varied and impact many physiologic systems.”
§ Sleep, Health, and Society > CONCEPTUALIZING SLEEP IN A SOCIAL CONTEXT > Conceptualizing Downstream Consequences
What the sources say
- Not checked yetcites [12] Watson, 2015, Recommended amount of sleep for a healthy adult: a joint consensus statement of the American Academy of Sleep Medicine and Sleep Research Society, Sleep
- Not checked yetcites [13] Consensus Conference Panel, 2015, Joint consensus statement of the American Academy of Sleep Medicine and Sleep Research Society on the recommended amount of sleep for a healthy adult: methodology and discussion, J Clin Sleep Med source
- Not checked yetcites [14] Consensus Conference Panel, 2015, Joint consensus statement of the American Academy of Sleep Medicine and Sleep Research Society on the recommended amount of sleep for a healthy adult: methodology and discussion, Sleep source
- Not checked yetcites [15] Consensus Conference Panel, 2015, Recommended amount of sleep for a healthy adult: a joint consensus statement of the American Academy of Sleep Medicine and Sleep Research Society, J Clin Sleep Med source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passes- Rests on an assumption: Sleep is a biological requirement for human life, alongside food, water, and air.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Population estimates of habitual sleep duration are variable, because few studies used identical methods to derive estimates.”
§ Sleep, Health, and Society > POPULATION PREVALENCE OF SLEEP DURATION AND SLEEP DISTURBANCES > Sleep Duration
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In general, though, at least one-third of the population seems to be reporting habitual sleep of 6 hours or less.”
§ Sleep, Health, and Society > POPULATION PREVALENCE OF SLEEP DURATION AND SLEEP DISTURBANCES > Sleep Duration
Strength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear? Based: unclearNone of the sources cited for this claim have been checked yet.
In the paper
“For example, the precision of measurement of sleep in these studies is often poor.17,27,35”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Mortality
What the sources say
- Not checked yetcites [17] Grandner, 2010, Mortality associated with sleep duration: the evidence, the possible mechanisms, and the future, Sleep Med Rev source
- Not checked yetcites [27] Kurina, 2013, Sleep duration and all-cause mortality: a critical review of measurement and associations, Ann Epidemiol source
- Not checked yetcites [35] Grandner, 2010, Problems associated with short sleep: bridging the gap between laboratory and epidemiological studies, Sleep Med Rev source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIn the paper
“A recent meta-analysis showed that insufficient sleep is associated with a 33% increased risk of incident diabetes.52”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Diabetes and Metabolism
What the sources say
- Not checked yetcites [52] Shan, 2015, Sleep duration and risk of type 2 diabetes: a meta-analysis of prospective studies, Diabetes Care source
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Although most of these studies are cross-sectional, precluding causality, several other studies have longitudinally examined this relationship, demonstrating that short sleep duration is associated with increased weight gain over time.42–46”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Weight Gain and Obesity
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Many studies have shown that short sleep duration is associated with poor mental health.”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Mental Health
Strength:boosted· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesNone of the sources cited for this claim have been checked yet.
In the paper
“Physiologic studies also show that sleep loss can influence metabolism through changes in metabolic hormones,60,61 adipocyte function,62 and beta-cell function.63”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Diabetes and Metabolism
What the sources say
- Not checked yetcites [60] Van Cauter, 2008, Metabolic consequences of sleep and sleep loss, Sleep Med source
- Not checked yetcites [61] Spiegel, 2004, Brief communication: sleep curtailment in healthy young men is associated with decreased leptin levels, elevated ghrelin levels, and increased hunger and appetite, Ann Intern Med source
- Not checked yetcites [62] Hayes, 2011, Sleep duration and circulating adipokine levels, Sleep source
- Not checked yetcites [63] Perelis, 2016, Circadian transcription from beta cell function to diabetes pathophysiology, J Biol Rhythms source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes
- It may state two separate claims as one. 32
- Probably not a substantial claim. 18
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For this reason, most of the attention has been focused on risks associated with short sleep duration, which may be far more prevalent.”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Mortality
Strength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
In the paper
“Taken together, this overall pattern of findings, that both short and long sleep are associated with mortality risk, has generally remained consistent across studies, although not all studies found this pattern.17”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Mortality
What the sources say
- Not checked yetcites [17] Grandner, 2010, Mortality associated with sleep duration: the evidence, the possible mechanisms, and the future, Sleep Med Rev source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Also, there is still a lack of clarity on the biological plausibility of the long sleep relationship, although some ideas have been proposed.37,38”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Mortality
What the sources say
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“The recent position statement from the American Academy of Sleep Medicine and Sleep Research Society12–15 broadly categorizes effects of insufficient sleep as pertaining to the following categories: general health, cardiovascular health, metabolic health, mental health, immunologic health, human performance, cancer, pain, and mortality.”
§ Sleep, Health, and Society > CONCEPTUALIZING SLEEP IN A SOCIAL CONTEXT > Conceptualizing Downstream Consequences
What the sources say
- Not checked yetcites [12] Watson, 2015, Recommended amount of sleep for a healthy adult: a joint consensus statement of the American Academy of Sleep Medicine and Sleep Research Society, Sleep
- Not checked yetcites [13] Consensus Conference Panel, 2015, Joint consensus statement of the American Academy of Sleep Medicine and Sleep Research Society on the recommended amount of sleep for a healthy adult: methodology and discussion, J Clin Sleep Med source
- Not checked yetcites [14] Consensus Conference Panel, 2015, Joint consensus statement of the American Academy of Sleep Medicine and Sleep Research Society on the recommended amount of sleep for a healthy adult: methodology and discussion, Sleep source
- Not checked yetcites [15] Consensus Conference Panel, 2015, Recommended amount of sleep for a healthy adult: a joint consensus statement of the American Academy of Sleep Medicine and Sleep Research Society, J Clin Sleep Med source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Sleep disturbances are difficult to measure at the population level.”
§ Sleep, Health, and Society > POPULATION PREVALENCE OF SLEEP DURATION AND SLEEP DISTURBANCES > Sleep Disturbances
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
““Where we sleep, when we sleep, and with whom we sleep are all important markers or indicators of social status, privilege, and prevailing power relations.”11”
§ Sleep, Health, and Society > CONCEPTUALIZING SLEEP IN A SOCIAL CONTEXT
What the sources say
- Not checked yetcites [11] Williams, 2005
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Sleep represents an emergent set of many physiologic processes under primarily neurobiological regulation that impact many physiologic systems.”
§ Sleep, Health, and Society > CONCEPTUALIZING SLEEP IN A SOCIAL CONTEXT
What the sources say
- Not checked yetcites [1] Cajochen, 2010, What keeps us awake?–the role of clocks and hourglasses, light, and melatonin, Int Rev Neurobiol source
- Not checked yetcites [2] Fuller, 2009, Neurobiology of sleep
- Not checked yetcites [3] Mackiewicz, 2008, Molecular mechanisms of sleep and wakefulness, Ann N Y Acad Sci source
- Not checked yetcites [4] Schwartz, 2008, Neurophysiology of sleep and wakefulness: basic science and clinical implications, Curr Neuropharmacol source
- Not checked yetcites [5] Franken, 2013, A role for clock genes in sleep homeostasis, Curr Opin Neurobiol source
- Not checked yetcites [6] Feng, 2012, Clocks, metabolism, and the epigenome, Mol Cell source
- Not checked yetcites [7] Gerstner, 2016, Amyloid-beta induces sleep fragmentation that is rescued by fatty acid binding proteins in Drosophila, J Neurosci Res source
- Not checked yetcites [8] Xu, 2015, Basal forebrain circuit for sleep-wake control, Nat Neurosci source
- Not checked yetcites [9] Cox, 2016, Calcium imaging of sleep-wake related neuronal activity in the dorsal pons, Nat Commun source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Because of this, sleep is also socially driven, dictated by the environment, and subject to interpersonal and societal factors.”
§ Sleep, Health, and Society > CONCEPTUALIZING SLEEP IN A SOCIAL CONTEXT
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
- Rests on an assumption: Sleep is a biological requirement for human life, alongside food, water, and air.
- Rests on an assumption: Achieving sleep requires the individual to engage in volitional behaviors.
None of the sources cited for this claim have been checked yet.
In the paper
“Still, their findings were highly consistent, indicating a 10% to 12% increased risk for short sleep and a 30% to 38% increased risk associated with long sleep duration.”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Mortality
What the sources say
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Taken together, the time diaries generally show more sleep than other retrospective reports, perhaps because they may better capture time in bed but not actual sleep.”
§ Sleep, Health, and Society > POPULATION PREVALENCE OF SLEEP DURATION AND SLEEP DISTURBANCES > Sleep Duration
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“These studies are supported by laboratory findings that show that physiologic sleep loss is associated with diabetes risk factors, including insulin resistance,53–56 and other diabetes risk factors, such as increased consumption of unhealthy foods.57–59”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Diabetes and Metabolism
What the sources say
- Not checked yetcites [53] Buxton, 2010, Sleep restriction for 1 week reduces insulin sensitivity in healthy men, Diabetes source
- Not checked yetcites [54] Morselli, 2010, Role of sleep duration in the regulation of glucose metabolism and appetite, Best Pract Res Clin Endocrinol Metab source
- Not checked yetcites [55] Tasali, 2009, Reduced sleep duration or quality: relationships with insulin resistance and type 2 diabetes, Prog Cardiovasc Dis source
- Not checked yetcites [56] Spiegel, 2005, Sleep loss: a novel risk factor for insulin resistance and Type 2 diabetes, J Appl Physiol source
- Not checked yetcites [57] Spaeth, 2014, Sex and race differences in caloric intake during sleep restriction in healthy adults, Am J Clin Nutr source
- Not checked yetcites [58] Kim, 2011, Eating patterns and nutritional characteristics associated with sleep duration, Public Health Nutr source
- Not checked yetcites [59] Nedeltcheva, 2009, Sleep curtailment is accompanied by increased intake of calories from snacks, Am J Clin Nutr source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“First, this relationship is dependent on age, with the strongest relationships among younger adults and U-shaped relationships more common in middle-aged adults.47”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Weight Gain and Obesity
What the sources say
- Not checked yetcites [47] Grandner, 2015, Relationship between sleep duration and body mass index depends on age, Obesity (Silver Spring) source
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Regarding cardiovascular endpoints, there is some evidence that habitual short sleep increases likelihood of cardiovascular events,84 although meta-analyses do not generally show short sleep to be associated with increased cardiovascular mortality.33,34,85”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Cardiovascular Disease
What the sources say
- Not checked yetcites [84] Amagai, 2010, Sleep duration and incidence of cardiovascular events in a Japanese population: the Jichi Medical School cohort study, J Epidemiol
- Not checked yetcites [33] Gallicchio, 2009, Sleep duration and mortality: a systematic review and meta-analysis, J Sleep Res source
- Not checked yetcites [34] Cappuccio, 2010, Sleep duration and all-cause mortality: a systematic review and meta-analysis of prospective studies, Sleep source
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
In the paper
“Furthermore, these impairments often become cumulative over time90 and do not seem to level off even after weeks in a laboratory.”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Neurocognitive Functioning
What the sources say
- Not checked yetcites [90] Van Dongen, 2004, Systematic interindividual differences in neurobehavioral impairment from sleep loss: evidence of trait-like differential vulnerability, Sleep
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Real-world sleep may be driven by many of the same factors that drive other health-related behaviors, such as diet and exercise.”
§ Sleep, Health, and Society > BELIEFS AND ATTITUDES ABOUT SLEEP
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
In the paper
“Although some of these effects may be rescued with stimulants such as caffeine, the effects on executive function particularly do not seem to be rescued.92”
§ Sleep, Health, and Society > SLEEP EFFECTS ON HEALTH AND LONGEVITY > Neurocognitive Functioning
What the sources say
- Not checked yetcites [92] Killgore, 2012, Gambling when sleep deprived: don't bet on stimulants, Chronobiol Int source
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“As globalization and technology penetrate society, sleep-related beliefs and practices can change, including the provision of longer working hours,113–120 shift work,121–124 and discouraging otherwise culturally appropriate naps.125–127”
§ Sleep, Health, and Society > BELIEFS AND ATTITUDES ABOUT SLEEP > Beliefs and Attitudes About Sleep
What the sources say
- Not checked yetcites [113] Spurgeon, 1997, Health and safety problems associated with long working hours: a review of the current position, Occup Environ Med source
- Not checked yetcites [114] Goto, 2003, Association of health behavior and social role with total mortality among Japanese elders in Okinawa, Japan, Aging Clin Exp Res source
- Not checked yetcites [115] Lockley, 2006, When policy meets physiology: the challenge of reducing resident work hours, Clin Orthop Relat Res source
- Not checked yetcites [116] Ko, 2007, Association between sleeping hours, working hours and obesity in Hong Kong Chinese: the ‘better health for better Hong Kong’ health promotion campaign, Int J Obes (Lond) source
- Not checked yetcites [117] Basner, 2009, Dubious bargain: trading sleep for Leno and Letterman, Sleep source
- Not checked yetcites [118] Gangwisch, 2009, All work and no play makes Jack lose sleep. Commentary on Virtanen et al. Long working hours and sleep disturbances: the Whitehall II prospective cohort study. Sleep 2009;32:737–45, Sleep source
- Not checked yetcites [119] Virtanen, 2009, Long working hours and sleep disturbances: the Whitehall II prospective cohort study, Sleep source
- Not checked yetcites [120] Nakata, 2011, Effects of long work hours and poor sleep characteristics on workplace injury among full-time male employees of small- and medium-scale businesses, J Sleep Res source
- Not checked yetcites [121] Mahan, 1990, Sleep reduction in night-shift workers: is it sleep deprivation or a sleep disturbance disorder?, Percept Mot Skills source
- Not checked yetcites [122] Rajaratnam, 2001, Health in a 24-h society, Lancet source
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
In the paper
“This analysis found that with age, polysomnographic total sleep time, sleep efficiency, slow-wave sleep, rapid eye movement (REM) sleep, and REM latency decline, whereas sleep latency, wake after sleep onset, stage 1 sleep, and stage 2 sleep increase.”
§ Sleep, Health, and Society > GENDER AND AGE IMPACTS SLEEP IN THE POPULATION > Sleep Changes with Normal Aging in the Population
What the sources say
- Not checked yetcites [131] Ohayon, 2004, Meta-analysis of quantitative sleep parameters from childhood to old age in healthy individuals: developing normative sleep values across the human lifespan, Sleep source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Taken together, the role of sleep and health in society is driven by healthy behavior choices.”
§ Sleep, Health, and Society > BELIEFS AND ATTITUDES ABOUT SLEEP > Beliefs and Attitudes About Sleep
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
In the paper
“A nationally representative study found that black/African Americans were 60% more likely than non-Hispanic whites to report sleep latency more than 30 minutes, although they (along with Hispanics/Latinos) were less likely to report “difficulty falling asleep.”31”
§ Sleep, Health, and Society > RACE, ETHNICITY, AND CULTURE ASSOCIATED WITH SLEEP > Sleep Disturbances Associated with Race/Ethnicity in the Population
What the sources say
- Not checked yetcites [31] Grandner, 2013, Sleep symptoms, race/ethnicity, and socioeconomic position, J Clin Sleep Med source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Although sleep is an important factor in overall health, society has incentivized insufficient sleep.”
§ Sleep, Health, and Society > EMPLOYMENT, NEIGHBORHOOD, AND SOCIOECONOMICS
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Sleep disturbances among parents of infants are associated with increased postpartum depression,160–162 increased sleep disturbances among infants, and other adverse outcomes.”
§ Sleep, Health, and Society > GENDER AND AGE IMPACTS SLEEP IN THE POPULATION > Population-Level Differences in Sleep Between Men and Women
What the sources say
- Not checked yetcites [160] Okun, 2011, Changes in sleep quality, but not hormones predict time to postpartum depression recurrence, J Affect Disord source
- Not checked yetcites [161] Chang, 2010, Sleep deprivation during pregnancy and maternal and fetal outcomes: is there a relationship?, Sleep Med Rev source
- Not checked yetcites [162] Pires, 2010, Sleep impairment during pregnancy: possible implications on mother-infant relationship, Med Hypotheses source
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These beliefs and attitudes, though, are differentially endorsed by racial/ethnic groups, which may underlie sleep difficulties in those populations.”
§ Sleep, Health, and Society > BELIEFS AND ATTITUDES ABOUT SLEEP > Beliefs and Attitudes About Sleep
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
In the paper
“Statistically, after adjusting for demographics, socioeconomics, health variables, and depression, rates of sleep disturbances were more prevalent among women for all age groups between 25 and 69 years old and rates of daytime tiredness were more common in women for all age groups from 18 to 59 and 75 to 79.”
§ Sleep, Health, and Society > GENDER AND AGE IMPACTS SLEEP IN THE POPULATION > Population-Level Differences in Sleep Between Men and Women
What the sources say
- Not checked yetcites [29] Grandner, 2012, Age and sleep disturbances among American men and women: data from the U.S. Behavioral Risk Factor Surveillance System, Sleep
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Because of this, there is evidence that one of the strongest societal determinants of sleep is work.”
§ Sleep, Health, and Society > EMPLOYMENT, NEIGHBORHOOD, AND SOCIOECONOMICS
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Thus, it appears that sleep objectively worsens with age, but that subjective dissatisfaction with sleep is not associated with normal aging.”
§ Sleep, Health, and Society > GENDER AND AGE IMPACTS SLEEP IN THE POPULATION > Sleep Changes with Normal Aging in the Population
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These behavioral decisions, as described in the models above, are largely influenced by beliefs and attitudes about sleep.”
§ Sleep, Health, and Society > BELIEFS AND ATTITUDES ABOUT SLEEP > Beliefs and Attitudes About Sleep
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“For example, men are more likely to have obstructive sleep apnea,139 are more likely to have difficulty adhering to sleep apnea treatment,165,166 and are more likely to die as a result of complications or consequences of sleep apnea.167”
§ Sleep, Health, and Society > GENDER AND AGE IMPACTS SLEEP IN THE POPULATION > Population-Level Differences in Sleep Between Men and Women
What the sources say
- Not checked yetcites [139] Peppard, 2013, Increased prevalence of sleep-disordered breathing in adults, Am J Epidemiol source
- Not checked yetcites [165] Baron, 2011, Spousal involvement in CPAP adherence among patients with obstructive sleep apnea, Sleep Breath source
- Not checked yetcites [166] McDowell, 2011, Spousal involvement and CPAP adherence: a two-way street?, Sleep Breath source
- Not checked yetcites [167] Punjabi, 2009, Sleep-disordered breathing and mortality: a prospective cohort study, PLoS Med source
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Overall, in the general population, women report shorter sleep duration,150 more sleep symptoms,31 greater rates of insomnia,151 and lower rates of sleep apnea.152”
§ Sleep, Health, and Society > GENDER AND AGE IMPACTS SLEEP IN THE POPULATION > Population-Level Differences in Sleep Between Men and Women
What the sources say
- Not checked yetcites [150] Whinnery, 2014, Short and long sleep duration associated with race/ethnicity, sociodemographics, and socioeconomic position, Sleep source
- Not checked yetcites [31] Grandner, 2013, Sleep symptoms, race/ethnicity, and socioeconomic position, J Clin Sleep Med source
- Not checked yetcites [151] Green, 2012, The longitudinal course of insomnia symptoms: inequalities by sex and occupational class among two different age cohorts followed for 20 years in the west of Scotland, Sleep source
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
In the paper
“Paradoxically, residents given more time to sleep were more worried about decreases in their quality of work as a result of working less, yet they were more satisfied with the quality of their life and social functioning.”
§ Sleep, Health, and Society > EMPLOYMENT, NEIGHBORHOOD, AND SOCIOECONOMICS > Sleep Deprivation and Sleep Disorders in Occupational Settings
What the sources say
- Not checked yetcites [223] Bilimoria, 2016, National cluster-randomized trial of duty-hour flexibility in surgical training, N Engl J Med source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“A positive relationship between income and insufficient sleep after adjusting for covariates suggests that money may not buy sleep, but many of the benefits of income may contribute to healthy sleep.”
§ Sleep, Health, and Society > EMPLOYMENT, NEIGHBORHOOD, AND SOCIOECONOMICS > Sleep, Poverty, and Neighborhood Factors
What the sources say
- Not checked yetcites [30] Grandner, 2015, Social and behavioral determinants of perceived insufficient sleep, Front Neurol source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“Several studies have shown that poverty is associated with both shorter sleep duration and worse sleep quality.30”
§ Sleep, Health, and Society > EMPLOYMENT, NEIGHBORHOOD, AND SOCIOECONOMICS > Sleep, Poverty, and Neighborhood Factors
What the sources say
- Not checked yetcites [30] Grandner, 2015, Social and behavioral determinants of perceived insufficient sleep, Front Neurol source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“However, once the benefits of income are accounted for (by statistically covarying education, access to health care, and so forth), associations with income are often nonexistent and may go in the opposite direction.”
§ Sleep, Health, and Society > EMPLOYMENT, NEIGHBORHOOD, AND SOCIOECONOMICS > Sleep, Poverty, and Neighborhood Factors
What the sources say
- Not checked yetcites [30] Grandner, 2015, Social and behavioral determinants of perceived insufficient sleep, Front Neurol source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Because of this, social interactions (such as interactions with friends, family, and even online groups), commercial activities (such as eCommerce and availability of entertainment around the clock on demand), and work responsibilities (such as e-mails outside of business hours and business conducted across the globe) can impinge on sleep.”
§ Sleep, Health, and Society > GLOBALIZATION AND 24/7 SOCIETY
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Still, most studies do not address the complex nature of social-environmental influences on health.”
§ Sleep, Health, and Society > IMPORTANT LIMITATIONS OF THE EXISTING LITERATURE
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Third, cutoffs and categories used to describe sleep are often inconsistent across studies; for example, the cutoff for the shortest sleep duration category can be as low as 4 hours or less or as high as 7 hours.”
§ Sleep, Health, and Society > IMPORTANT LIMITATIONS OF THE EXISTING LITERATURE
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
In the paper
“For example, despite many adults sleeping between 6 and 7 hours per night, this sleep duration is almost never included in the literature, either because epidemiologic studies categorize at the hour (including them in either 6- or 7-hour groups) or because laboratory studies try to maximize difference between groups (usually comparing 8–6, 5, or 4 hours but not between 6 and 7).14”
§ Sleep, Health, and Society > FUTURE RESEARCH DIRECTIONS
What the sources say
- Not checked yetcites [14] Consensus Conference Panel, 2015, Joint consensus statement of the American Academy of Sleep Medicine and Sleep Research Society on the recommended amount of sleep for a healthy adult: methodology and discussion, Sleep source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Short sleepers, for example, may comprise individuals who are “true” short sleepers and need less sleep, those who need more sleep but are able to tolerate less sleep for an extended period of time (“resilient”), and those who are insufficient sleepers.”
§ Sleep, Health, and Society > FUTURE RESEARCH DIRECTIONS
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As mentioned above, many safety-sensitive occupations, such as those in transportation, law enforcement, and medicine, require healthy sleep for optimal performance.”
§ Sleep, Health, and Society > PUBLIC SAFETY AND PUBLIC POLICY
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
In the paper
“The Federal Aviation Administration also recently issued guidelines to address sleep issues in pilots.254”
§ Sleep, Health, and Society > PUBLIC SAFETY AND PUBLIC POLICY
What the sources say
- Not checked yetcites [254] Federal Aviation Administration, 2015
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As mentioned above, there is a lack of healthy sleep interventions, relative to healthy diet or physical activity recommendations.”
§ Sleep, Health, and Society > FUTURE RESEARCH DIRECTIONS
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“For example, when a large commercial truck crashes, it causes more damage and a greater likelihood of fatal injury.249,250”
§ Sleep, Health, and Society > PUBLIC SAFETY AND PUBLIC POLICY
What the sources say
- Not checked yetcites [249] NHTSA, 2011
- Not checked yetcites [250] Strohl, 1998
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“An example of one study that brought these methodologies together is cited by Watson and colleagues,268 who combined geospatial neighborhood analyses with sleep genetic information to characterize a social-environmental influence on sleep duration.”
§ Sleep, Health, and Society > IMPORTANT LIMITATIONS OF THE EXISTING LITERATURE
What the sources say
- Not checked yetcites [268] Watson, 2016, Sleep duration and area-level deprivation in twins, Sleep source
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Currently, typing of sleep at the community and population level is frequently based on broad sleep duration groups (eg, “short sleepers”) or sleep symptoms (“difficulty falling asleep”), although these groups can be highly heterogeneous.”
§ Sleep, Health, and Society > FUTURE RESEARCH DIRECTIONS
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
The paper relies on this without support.
Sleep is a biological requirement for human life, alongside food, water, and air.
“Sleep is a biological requirement for human life, alongside food, water, and air.”
The paper relies on this without support.
Achieving sleep requires the individual to engage in volitional behaviors.
“Like consumption of food and unlike breathing air, achieving this biological need requires the individual to engage in volitional behaviors.”
The paper relies on this without support.
The social-ecological model is appropriate for understanding sleep.
“This model may also be appropriate for understanding sleep.”
The paper relies on this without support.
Shift work is related to adverse health outcomes in both laboratory and field studies.
“The influence of globalization and 24/7 society on sleep behaviors is particularly relevant, because shift work has been repeatedly shown in both laboratory and field studies to be related to adverse health outcomes.”
The paper relies on this without support.
Safety-sensitive professions often institute policies that make healthy sleep difficult.
“The problem is that these professions often institute policies that make healthy sleep difficult.”
The paper relies on this without support.
Formal regulations for sleep disorders screening and fatigue mitigation among commercial drivers have not yet been passed.
“In the transportation industry, recommendations by the National Highway Transportation and Safety Administration address the need for sleep disorders screening and fatigue mitigation among commercial drivers,250 although formal regulations have not yet been passed.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“may not only underlie the association between deficient sleep and mortality, but also the association between deficient sleep and increased risk for cardiovascular diseases”
From The Sleep-Immune Crosstalk in Health and Disease (2019) · cites this paper as [213]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Figure 3 is assigned two different models
MinorThe paper identifies Fig. 3 as a detailed depiction of upstream social-environmental influences, but later identifies it as a schematic of the Health Belief Model.
“upstream social-environmental influences (shown in more detail in Fig. 3)”
“The Health Belief Model was originally developed in the 1960s,103,104 but has since been used in the study of many health-related behaviors. See Fig. 3 for a schematic of this model.”
Citations
Cites
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Increased Prevalence of Sleep-Disordered Breathing in Adults
Peppard, P. E., Young, T., Barnet, J. H., Palta, M., Hagen, E. W., & Hla, K. M. (2013) · American Journal of Epidemiology · doi:10.1093/aje/kws342 · Cited by 4,618
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Why People Use Health Services
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Why People Use Health Services
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Sleep duration and all-cause mortality: a systematic review and meta-analysis of prospective studies
Cappuccio, F. P., D'Elia, L., Strazzullo, P., & Miller, M. A. (2010) · Sleep · doi:10.1093/sleep/33.5.585 · Cited by 2,224
Flagged first, then by citations
20 of the 293 references couldn’t be matched to a known paper.
Research works printed but not linked: 3
- Pandey, 2011, Short sleep and dysfunctional beliefs and attitudes toward sleep among black men, Sleep, 34, 261
- Sell, 2009, Ethnic differences in sleep-health knowledge, Sleep, 32, A392
- Orzech, 2012, Electronic media use within 2 hours of bedtime predicts sleep variables in college students, Sleep, 35, A73
Cited by
Sorted by citations
Items 701–708 of 708
Ammar, A., Trabelsi, K., Salem, A., Bonifaz, M. A. T., Bouaziz, B., Boujelbane, M. A., Kerkeni, M., Masmoudi, L., Ghazzawi, H., Amawi, A. T., et al. (2026) · Healthcare · doi:10.3390/healthcare14183039
“Sleep health may also play a role, as poor sleep quality, prolonged sleep latency, low sleep efficiency, and insomnia symptoms are associated with fatigue, emotional dysregulation, impaired daytime functioning, and poorer mental health, all of which may constrain social engagement [28–31].”
Obesity and poor sleep quality – prevalences and risk factors from the LIFE-Adult-Study
Tacke, S. J., Pabst, A., Luppa, M., Stein, J., Engel, C., Glaesmer, H., Hinz, A., Kirsten, T., Löffler, M., Nüchter, M., et al. (2026) · Scientific Reports · doi:10.1038/s41598-026-70826-6
“In line with previous research, the present study observed a link between lower SES and reduced sleep quality 10,47 .”
Chen, K., 石志, 紘., Wu, X., & lei, S. (2026) · Veterinary Immunology and Immunopathology · doi:10.1016/j.vetimm.2026.111209
Pulavendran, M., & Nageswaran, S. (2026) · Frontiers in Nanotechnology · doi:10.3389/fnano.2026.1931958
Xin, X. (2026) · Nutrition Research · doi:10.1016/j.nutres.2026.09.008
Lu, T., Li, Y., & Chen, M. (2026) · Research Square · doi:10.21203/rs.3.rs-10390119/v1
Lu, H., Wen, Y., Yu, H., et al. (2026) · Psychological Medicine · doi:10.1017/s0033291726106059
“Sleep disturbances affect 30 – 50% of older adults globally, with China ’ s CHARLS study reporting 38.2% prevalence among those ≥ 65 years (Grandner, 2017; Jaqua et al., 2023; Yaremchuk, 2018).”
InfluentialJayapalan, S., Mukkiri, S., Darbar, S. K. K., Shalini, S., Devaraj, P., Manjunath, M. A., & Munnolli, C. (2026) · Journal of Primary Care Specialties · doi:10.4103/jopcs.jopcs_32_26
Metadata
- Authors
- Grandner, M. A.
- Affiliations
- University of Arizona (US)
- Corresponding author
- Grandner, Michael A.
- ORCID
- Grandner, Michael A.
- Venue
- Sleep Medicine Clinics
- Publisher
- Elsevier BV
- Published
- 2017-03
- Volume
- 12
- Issue
- 1
- Pages
- 1-22
- ISSN
- 1556-407X (ISSN-L)
- PMC
- PMC6203594
- OpenAlex
- W2567025824
- Semantic Scholar
- 4773898630801d244f045f7e0157024300cd56bd
- Cited by
- 720
- References
- 293
- Citations by year
- 2026: 68 · 2025: 109 · 2024: 110 · 2023: 104 · 2022: 132 · 2021: 75 · 2020: 66 · 2019: 28 · 2018: 16 · 2017: 12
- FWCI
- 2.45
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Sleep Medicine Clinics (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Heart, Lung, and Blood Institute (K23HL110216)
- National Institute on Minority Health and Health Disparities (R01MD011600)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and Work-Related Fatigue
- Health Sciences › Medicine › Physiology (medical) › Obstructive Sleep Apnea Research
- Keywords
- sleep, sleep duration, sleep disorders, insomnia, sleep apnea, cardiovascular risk, metabolic disease risk, neurocognitive impairment, mortality, health disparities, socioeconomic factors, race and ethnicity, sex differences, aging, globalization, public policy, public safety, technology use
- MeSH terms
- Humans, Health Knowledge, Attitudes, Practice, Public Health, Sleep, Sleep Wake Disorders, Sociological Factors
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
A language model drew the claims from the paper on 2026-10-10, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-10-10 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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