Clinical PsychologyDepression ScalesEpidemiologyPsychological Assessment

Centre of Epidemiology Studies Depression Scale (CES-D)

A comprehensive academic and psychometric guide to the Centre of Epidemiology Studies Depression Scale (CES-D), detailing its four-factor structure, scoring protocols, validity, reliability, and clinical utility.

memjavad
PUBLISHED
Scientifically Reviewed · Dr. Marwa Abd-Alazim · September 16, 2026
Medically & Scientifically Reviewed Verified: September 16, 2026
Dr. Marwa Abd-Alazim Ph.D.
Professor of Psychology University of Kerbala
Review Criteria & Clinical Standards

This content undergoes rigorous scientific peer-review and medical editorial standards at Arab Psychology Network to ensure clinical accuracy, validity, and compliance with evidence-based guidelines from leading psychological and healthcare authorities (APA / WHO).

1. Abstract

The Centre of Epidemiology Studies Depression Scale (commonly referenced as the Center for Epidemiologic Studies Depression Scale or CES-D) is one of the most widely utilized self-report screening instruments designed to assess the frequency and severity of depressive symptomatology in the general population and clinical cohorts. Developed in 1977 by Lenore Sawyer Radloff at the Center for Epidemiologic Studies of the National Institute of Mental Health (NIMH), the instrument was constructed to capture current levels of depressive symptoms with an emphasis on the affective component, specifically depressed mood, experienced during the preceding week. The instrument comprises 20 self-administered items rated on a 4-point Likert scale ranging from 0 (Rarely or none of the time [<1 day]) to 3 (Most or all of the time [5–7 days]), generating a cumulative score between 0 and 60. Four items (Items 4, 8, 12, and 16) are positively valenced and reverse-coded to mitigate acquiescence response bias. Radloff’s foundational psychometric evaluation established a classic four-factor latent structure consisting of Depressed Affect, Positive Affect (anhedonia reverse), Somatic and Retarded Activity, and Interpersonal Difficulties. Across four decades of epidemiological and psychometric inquiry, the CES-D has demonstrated excellent internal consistency (Cronbach’s α typically ranging between .85 and .92 in general and clinical populations), acceptable test-retest reliability across brief intervals, and robust convergent validity with clinician-rated scales such as the Hamilton Depression Rating Scale (HDRS) and the Beck Depression Inventory (BDI). While an established score of 16 or greater serves as the standard epidemiological benchmark indicating significant depressive distress warranting definitive clinical appraisal, modern psychometric investigations have elucidated alternative configurations, cross-cultural measurement invariance nuances, and revised iterations (such as the CESD-R). This comprehensive academic profile delineates the conceptual, theoretical, psychometric, and administrative characteristics of the CES-D.

2. Keywords

Center for Epidemiologic Studies Depression Scale, CES-D, depressive symptomatology, depression screening, psychometrics, affective disorders, epidemiology, factor structure, internal consistency, self-report assessment

3. Authors

The CES-D was originated and psychometrically established by Lenore Sawyer Radloff while serving as a statistician and researcher at the Center for Epidemiologic Studies within the National Institute of Mental Health (NIMH), located in Bethesda, Maryland, United States. Working in the Applied Science Branch of the NIMH during the 1970s, Radloff’s primary objective was the operationalization of a rapid, reliable, and valid psychological instrument capable of measuring depressive mood across diverse sociological, demographic, and epidemiological strata, free of the substantial somatic confounds that frequently distorted psychiatric indices in general health surveys.

Subsequent psychometric evolutions and contemporary revisions have been driven by epidemiological psychometricians such as William W. Eaton, who spearheaded the development of the revised Center for Epidemiologic Studies Depression Scale (CESD-R) at the Johns Hopkins Bloomberg School of Public Health to align the original item pool with the diagnostic criteria of the Diagnostic and Statistical Manual of Mental Disorders (DSM-IV and DSM-5).

4. Purpose

The fundamental purpose of the Center for Epidemiologic Studies Depression Scale is to quantify current levels of depressive symptom frequency and severity within the general population, primary care environments, psychiatric settings, and multidisciplinary research paradigms. Unlike diagnostic interviews designed to yield categorical determinations of Major Depressive Disorder (MDD) under formal nosological systems, the CES-D was engineered as a continuous epidemiological screening instrument. Its clinical and research applications encompass:

  • Epidemiological Surveillance and Prevalence Estimation: Identifying the distribution, demographic correlates, and longitudinal trajectory of depressive manifestations across non-clinical, community-dwelling populations ranging from adolescents to older adults.
  • Primary Care and Psychiatric Triage: Serving as a low-burden, first-line screening mechanism to detect hidden psychological distress and prompt comprehensive clinical interviews when cut scores are surpassed.
  • Treatment Outcome Monitoring: Capturing symptomatic fluctuations, therapeutic responsiveness, or disease recurrence in clinical trials and naturalistic psychotherapy or pharmacotherapy interventions over specified temporal intervals.
  • Etiological and Cross-Disciplinary Research: Elucidating comorbidities between affective distress and physical conditions, such as cardiovascular disease, oncological pathologies, neurological impairments, and chronic pain disorders.

The theoretical rationale underlying the design of the CES-D was rooted in the necessity for an instrument that could differentiate individual differences in symptom severity along a dimensional continuum rather than forcing an immediate categorical classification. Radloff recognized that traditional clinical scales—such as the Hamilton Depression Rating Scale or the initial Beck Depression Inventory—were developed predominantly within psychiatric inpatient or specialty outpatient populations, frequently overemphasizing severe endophenotypes, suicidal intent, and vegetative features. Consequently, the CES-D was tailored to identify milder and subthreshold expressions of affective dysregulation that nonetheless impair daily psychosocial functioning, while providing a time frame—specifically the preceding seven days—sufficiently constrained to capture state-like fluctuations rather than invariant personality traits.

5. Psychological Construct

The CES-D assesses depressive symptomatology conceptualized as a multi-dimensional construct comprising cognitive, affective, somatic, and interpersonal domains. Although intended to generate a single composite severity metric, psychometric investigations consistently decompose the 20 items into four distinct dimensions:

Depressed Affect

This core emotional dimension measures direct subjective manifestations of dysphoria, despondency, sorrow, and demoralization. It captures the psychological hallmark of depressive phenomenology, encompassing feelings of unshakeable sadness, internal tearfulness, dread, perceived worthlessness, and profound failure. Items measuring this construct include reflections on whether the individual felt that they could not shake off the blues even with social support (Item 3), experienced pervasive feelings of depression (Item 6), perceived their life as an unmitigated failure (Item 9), felt fearful (Item 10), had bouts of crying spells (Item 17), and felt overtly sad (Item 18).

Positive Affect (Anhedonia Dimension)

Representing the inverse pole of depressive symptomatology, this dimension evaluates positive emotionality, resilience, hedonic capacity, and subjective well-being. Reduced expression in this domain corresponds clinically to anhedonia, a primary diagnostic criterion for major affective episodes. The items are formulated in a positive valence to interrupt response sets and gauge ego-integrity: assessing feelings of egalitarian self-worth (Item 4: “I felt that I was just as good as other people”), future-oriented optimism (Item 8: “I felt hopeful about the future”), subjective happiness (Item 12: “I was happy”), and hedonic engagement with life (Item 16: “I enjoyed life”). These items are reverse-scored during aggregation, meaning lower experienced positive affect contributes incrementally to a higher total depression score.

Somatic and Retarded Activity

This domain captures the neurovegetative, psychomotor, and somatic components of depression, reflecting the systemic biological disruptions associated with affective dysregulation. Depressive illness alters metabolic, circadian, and cognitive processing mechanisms. This subscale measures functional fatigue, energy depletion, appetite decrements, cognitive processing inefficiency, and disrupted sleep architecture. Specific items assess being disproportionately bothered by trivial external stressors (Item 1), marked appetite loss and diminished nutritional drive (Item 2), executive cognitive concentration difficulties (Item 5), psychomotor exhaustion where every action requires acute volitional effort (Item 7), restless or unrefreshing sleep (Item 11), and pervasive psychomotor retardation characterized by an inability to get self-directed behavior initiated (Item 20).

Interpersonal Functioning

This subscale assesses the social and interpersonal manifestations of depressive cognition, specifically perceived interpersonal rejection, hostility, and alienated self-appraisal. Depressive cognition frequently breeds paranoid or hypersensitive social perceptions wherein the social environment is viewed as unsupportive, rejecting, or actively antagonistic. The subscale is operationalized through two direct markers: the perception that surrounding social contacts are unfriendly (Item 15) and the cognitive conviction that one is disliked by others (Item 19). These items reflect the interpersonal strain and perceived alienation commonly experienced during depressive episodes.

6. Theoretical Framework

The construction of the CES-D is rooted in classical cognitive and dimensional paradigms of affective disorders, most notably synthesized from the theoretical frameworks of Aaron T. Beck, clinical phenomenology from the Hamilton clinician ratings, and early epidemiological measurement theory. Beck’s cognitive model posits that depression is characterized by the systematic activation of maladaptive cognitive schemas and the negative cognitive triad—negative evaluations of the self (e.g., life as a failure, feelings of inferiority), the world/environment (e.g., people being unfriendly or unsupportive), and the future (e.g., hopelessness). Several items of the CES-D directly operationalize these automatic cognitive schemas.

Furthermore, the CES-D incorporates psychomotor retardation and somatic depletion derived from classical neurobiological paradigms of affective disturbance. Depressive inhibition—conceptualized historically in psychopathology as anergia, avolition, and psychomotor slowing—is framed within the scale as a core feature of the depressive experience. Radloff’s operational model assumed that depression exists along a continuous dimensional spectrum across the population rather than representing a discrete, qualitative taxonic entity. By conceptualizing depressive symptomatology along a continuous severity distribution, the theoretical framework permits the detection of subthreshold psychological distress that can lead to significant functional impairment, medical service utilization, and risk of conversion to syndromal depression.

In addition, the scale’s design reflects early stress-and-coping frameworks. Items evaluating whether an individual was bothered by minor stressors that normally elicit no distress (Item 1) or felt that their social support system was unable to alleviate emotional pain (Item 3) reflect an underlying breakdown in homeostatic coping mechanisms and social buffering. The temporal constraint imposed across all items—anchored strictly to the “past week”—aligns theoretically with state-affect frameworks, allowing researchers to isolate current affective fluctuations from enduring depressive personality traits.

7. Validity

The validity of the CES-D has been corroborated across hundreds of empirical investigations covering diverse demographic, clinical, and cross-cultural cohorts.

Construct and Structural Validity

Construct validity has been demonstrated through the scale’s capacity to distinguish reliably between psychiatric patient groups and general community cohorts. In her foundational study, Radloff (1977) reported that psychiatric inpatient cohorts scored substantially higher (mean = 24.42) than general household probability samples (means ranging from 7.94 to 9.25), demonstrating clear discriminative validity. Furthermore, structural validity has been confirmed by empirical modeling demonstrating that the item parameters load meaningfully onto a general latent construct of depression while simultaneously maintaining the four distinct lower-order facets.

Convergent and Concurrent Validity

The CES-D exhibits moderate-to-strong positive correlations with established depression instruments. Initial validation studies demonstrated correlations between the CES-D and the Hamilton Clinician’s Rating Scale ranging from .44 to .54 in newly admitted clinical populations, which intensified to .69 to .75 following four weeks of therapeutic intervention as symptom severity broadened across a wider spectrum of recovery. Strong convergent correlations have been documented with the Beck Depression Inventory (typically r = .70 to .86), the Zung Self-Rating Depression Scale (r > .75), and the Patient Health Questionnaire-9 (PHQ-9; r = .78 to .85). Moderate correlations with general negative affectivity scales, such as the Spielberger State-Trait Anxiety Inventory (STAI; r ≈ .55–.65), confirm its alignment with broader internalizing pathology.

Discriminant Validity

The scale demonstrates acceptable discriminant validity when contrasted against unrelated psychological dimensions, including extroversion, cognitive intelligence metrics, and generalized physical illness indexes devoid of primary functional impairment. Although shared variance exists with generalized anxiety and somatization inventories due to the pervasive nature of common internalizing factors, the CES-D reliably differentiates affective despondency from pure somatic conditions when clinical evaluations account for item overlap.

Predictive and Criterion Validity

Using structured psychiatric interviews (e.g., the Structured Clinical Interview for DSM Disorders [SCID] or the Composite International Diagnostic Interview [CIDI]) as diagnostic gold standards, an epidemiological cut score of ≥ 16 exhibits high sensitivity (generally between 80% and 90%) in identifying individuals who meet clinical criteria for Major Depressive Disorder, with specificity typically ranging between 70% and 85% in community samples. In older adult populations, researchers such as Cheng and Chan (2005) have noted that optimal cutoffs may require slight adjustments (e.g., ≥ 20–22 in specific cross-cultural cohorts) to maximize positive predictive value and prevent over-identification driven by benign, age-related somatic complaints.

8. Reliability

The psychometric reliability of the CES-D has been extensively documented in community, medical, and psychiatric research literature:

Internal Consistency

The scale consistently exhibits excellent internal consistency reliability. In Radloff’s (1977) initial validation across general population samples, Cronbach’s alpha (α) coefficients were reported between .84 and .85, while reaching .90 in clinical inpatient samples. Subsequent psychometric evaluations across global populations have consistently reported alpha coefficients between .85 and .93, well above the .80 benchmark recommended for screening tools. Subscale internal consistencies are similarly robust, with Depressed Affect (α ≈ .82–.88) and Somatic/Retarded Activity (α ≈ .75–.82) exhibiting high coherence, whereas the briefer two-item Interpersonal subscale exhibits lower internal consistency (α ≈ .65–.75), largely attributable to its restricted item count.

Test-Retest Reliability

Because the CES-D measures depressive state rather than an invariant personality trait over a specified 7-day period, test-retest reliability estimates naturally fluctuate in relation to the duration of the retest interval. Radloff (1977) reported test-retest correlation coefficients ranging from .45 to .70 over retest intervals spanning 2 to 8 weeks. Shorter test-retest intervals (e.g., 24 to 48 hours) yield correlations between .71 and .83, demonstrating stability of the instrument in the absence of therapeutic interventions or environmental shifts. Long-term correlations over several months or years routinely attenuate to .30–.45, reflecting expected natural symptom variation, spontaneous remission, or clinical intervention effects.

Standard Error of Measurement and Item-Total Statistics

Corrected item-total correlations for the 20 items generally range from .35 to .72. The lowest item-total correlations are typically observed for Item 15 (unfriendly people) and Item 19 (people dislike me), while the highest item-total correlations are observed for Item 6 (felt depressed) and Item 18 (felt sad). The standard error of measurement (SEM) across general samples has been estimated between 2.8 and 3.5 points on the 0–60 scale, indicating that individual changes exceeding 6 to 7 points denote true, statistically meaningful shifts in depressive distress beyond measurement error.

9. Factor Analysis

The factor structure of the CES-D has served as a central topic of discussion in psychiatric measurement for decades, stimulating extensive exploratory (EFA) and confirmatory factor analyses (CFA).

The Traditional Radloff Four-Factor Model

In her foundational 1977 work utilizing principal components analysis with varimax rotation, Radloff extracted four primary factors explaining roughly 48% to 54% of the total variance across both general and clinical populations:

  • Factor 1: Depressed Affect (Items 3, 6, 9, 10, 14, 17, 18) — high loadings ranging from .60 to .82 on feelings of blue mood, loneliness, sadness, and cognitive demoralization.
  • Factor 2: Positive Affect (Items 4, 8, 12, 16) — high loadings ranging from .65 to .84 on feelings of self-worth, optimism, happiness, and enjoyment of life.
  • Factor 3: Somatic and Retarded Activity (Items 1, 2, 5, 7, 11, 20) — loadings ranging from .45 to .74 on appetite disruption, sleep fragmentation, effortful initiation, and fatigue.
  • Factor 4: Interpersonal Difficulties (Items 15, 19) — high distinct loadings (.70 to .85) reflecting beliefs that others are unfriendly or dislike the respondent.

Alternative Latent Models and Method Effects

Subsequent confirmatory factor analyses have contested whether the traditional four-factor model represents distinct substantive constructs or is partially shaped by method artifacts. A prominent critique highlights that Factor 2 (Positive Affect) is composed entirely of the four reverse-coded items, raising the question of whether it reflects substantive anhedonia or a common method variance artifact stemming from item directionality. Hierarchical second-order models—wherein the four primary factors load onto a general higher-order ‘Depression’ latent construct—have shown good fit to empirical data, supporting the practice of calculating a single composite score.

Contemporary Revisions and the Carleton Three-Factor Model

In a comprehensive re-examination of the CES-D’s latent dimensionality, Carleton et al. (2013) evaluated competing factor models using CFA techniques across large clinical and non-clinical samples. Their findings indicated that the original 20-item structure suffered from psychometric redundancy, low factor loading on specific interpersonal items, and wording issues (e.g., Item 17: “crying spells”). Carleton et al. proposed a refined 14-item, three-factor model comprised of:

  • Negative Affect (equivalent to Depressed Affect)
  • Anhedonia (reverse Positive Affect)
  • Somatic Symptoms

This 14-item structure removed the weak Interpersonal items and demonstrated superior model fit indices (χ²/df < 3.0, Root Mean Square Error of Approximation [RMSEA] ≈ .048, Comparative Fit Index [CFI] > .96, Tucker-Lewis Index [TLI] > .95) when aligned with contemporary diagnostic frameworks.

10. Instrument / Measurement Tool

  • Instrument Name: Centre of Epidemiology Studies Depression Scale (CES-D)
  • Alternative Titles: Center for Epidemiologic Studies Depression Scale, CES-D Depression Screener
  • Developer: Lenore Sawyer Radloff (Center for Epidemiologic Studies, National Institute of Mental Health)
  • Publication Year: 1977
  • Target Population: General community populations, older adults, university students, medical patients, psychiatric outpatients, and adolescents (aged 12+ with appropriate reading comprehension).
  • Administration Type: Self-administered paper-and-pencil or digital questionnaire; can also be delivered via clinician-assisted or interviewer-administered format in epidemiological field surveys.
  • Administration Duration: Approximately 3 to 5 minutes.
  • Item Count: 20 items.
  • Response Format: 4-point Likert scale assessing symptom frequency during the past week:
    • 0 = Rarely or none of the time (less than 1 day)
    • 1 = Some or a little of the time (1-2 days)
    • 2 = Occasionally or a moderate amount of time (3-4 days)
    • 3 = Most or all of the time (5-7 days)
  • Scoring Architecture:
    • Cumulative raw scores range from 0 to 60.
    • Direct-Scored Items (16 items): Items 1, 2, 3, 5, 6, 7, 9, 10, 11, 13, 14, 15, 17, 18, 19, and 20 are scored directly (0 = 0, 1 = 1, 2 = 2, 3 = 3).
    • Reverse-Scored Items (4 items): Items 4, 8, 12, and 16 are positively worded and scored in reverse (0 = 3, 1 = 2, 2 = 1, 3 = 0).
    • Total Score Calculation: Sum all 20 individual item scores following reversal of the positive affect items.
  • Clinical Cutoff Benchmarks:
    • Score < 16: Subclinical range; indicates absent or minimal depressive symptomatology.
    • Score 16–21: Mild depressive symptomatology; indicative of symptomatic elevation warranting monitoring.
    • Score 22–26: Moderate depressive symptomatology; frequently associated with clinically meaningful functional impairment.
    • Score ≥ 27: Severe depressive symptomatology; highly suggestive of major affective episodes or severe dysthymic pathology requiring clinical evaluation.
    • Standard Epidemiological Screener Cutoff: A total score of ≥ 16 serves as the classic threshold for identifying individuals at risk for clinical depression.

11. Permissions & Fee and Test Year

The Center for Epidemiologic Studies Depression Scale was created by Lenore Sawyer Radloff in 1977 during her employment with the National Institute of Mental Health (NIMH), an agency of the United States Federal Government. As a work prepared by an officer or employee of the U.S. Government as part of that person’s official duties, the original 20-item CES-D instrument resides within the public domain under United States copyright law (17 U.S.C. § 105).

Consequently, the CES-D may be utilized, reproduced, translated, and integrated into clinical workflows, epidemiological investigations, and digital platforms free of charge, with no licensing fees or formal permissions required. Researchers and clinicians are expected to provide standard academic citation to Radloff’s (1977) seminal publication in Applied Psychological Measurement. Subsequent proprietary software implementations, commercial test batteries, or specialized computerized scoring systems may involve third-party vendor charges, but the scale itself and its underlying scoring rules remain freely available to researchers and healthcare providers worldwide.

12. References

Carleton, R. N., Thibodeau, M. A., Teale, M. J., Welch, P. G., Abrams, M. P., Robinson, T., & Asmundson, G. J. (2013). The Center for Epidemiologic Studies Depression Scale: A review with a theoretical and empirical examination of item content and factor structure. PLoS ONE, 8(3), Article e58067. https://doi.org/10.1371/journal.pone.0058067

Cheng, S. T., & Chan, A. C. (2005). The Center for Epidemiologic Studies Depression Scale in older Chinese: Thresholds for long and short forms. International Journal of Geriatric Psychiatry, 20(5), 465–470. https://doi.org/10.1002/gps.1314

Crawford, J. R., Cayley, C., Lovibond, P. F., Wilson, P. H., & Hartley, C. (2011). Percentile norms and accompanying interval estimates from an Australian general adult population sample for self-report mood scales (BAI, BDI, CRSD, CES-D, DASS, DASS-21, STAI-X, STAI-Y, SRDS, and SRAS). Australian Psychologist, 46(1), 3–14. https://doi.org/10.1111/j.1742-9544.2010.00003.x

Eaton, W. W., Muntaner, C., Smith, C., Tien, A., & Ybarra, M. (2004). Center for Epidemiologic Studies Depression Scale: Review and revision (CESD and CESD-R). In M. E. Maruish (Ed.), The use of psychological testing for treatment planning and outcomes assessment: Volume 3: Instruments for adults (3rd ed., pp. 363–377). Lawrence Erlbaum Associates Publishers.

Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1(3), 385–401. https://doi.org/10.1177/014662167700100306

Shafer, A. B. (2006). Meta-analysis of the factor structures of four depression questionnaires: Beck, CES-D, Hamilton, and Zung. Journal of Clinical Psychology, 62(1), 123–146. https://doi.org/10.1002/jclp.20213

Weissman, M. M., Sholomskas, D., Pottenger, M., Prusoff, B. A., & Locke, B. Z. (1977). Assessing depressive symptoms in five psychiatric populations: A validation study. American Journal of Epidemiology, 106(3), 203–214. https://doi.org/10.1093/oxfordjournals.aje.a112455

13. Items of the Scale (Questionnaire)

Below are the authentic scale items in their original language as published in the standard psychometric validation studies, without modification or translation to preserve instrument validity and reliability:
Instructions / Directions: Below is a list of the ways you might have felt or behaved. Please tell me how often you have felt this way during the past week.
Response Scale: 4-point Likert scale: 0 = Rarely or none of the time (less than 1 day), 1 = Some or a little of the time (1-2 days), 2 = Occasionally or a moderate amount of time (3-4 days), 3 = Most or all of the time (5-7 days)
Scoring / Reverse Items: Total score ranges from 0 to 60. Items 4, 8, 12, and 16 are positively worded and are reverse-coded (0=3, 1=2, 2=1, 3=0). A total score of 16 or higher is generally considered indicative of significant depressive symptoms.
1

I was bothered by things that usually don't bother me.
2

I did not feel like eating; my appetite was poor.
3

I felt that I could not shake off the blues even with help from my family or friends.
4

I felt that I was just as good as other people.
5

I had trouble keeping my mind on what I was doing.
6

I felt depressed.
7

I felt that everything I did was an effort.
8

I felt hopeful about the future.
9

I thought my life had been a failure.
10

I felt fearful.
11

My sleep was restless.
12

I was happy.
13

I talked less than usual.
14

I felt lonely.
15

People were unfriendly.
16

I enjoyed life.
17

I had crying spells.
18

I felt sad.
19

I felt that people dislike me.
20

I could not get "going".

Rate This Scale

5.0 / 5 1 vote

Cite This Article

memjavad (2026, September 16). Centre of Epidemiology Studies Depression Scale (CES-D). PSYCHOLOGICAL DATABASE. https://en.arabpsychology.com/scales/centre-of-epidemiology-studies-depression-scale-ces-d/
memjavad. “Centre of Epidemiology Studies Depression Scale (CES-D).” PSYCHOLOGICAL DATABASE, 16 September 2026, https://en.arabpsychology.com/scales/centre-of-epidemiology-studies-depression-scale-ces-d/.
memjavad. “Centre of Epidemiology Studies Depression Scale (CES-D).” PSYCHOLOGICAL DATABASE. September 16, 2026. https://en.arabpsychology.com/scales/centre-of-epidemiology-studies-depression-scale-ces-d/.