Case Conceptualization Paper
ORIGINAL INVESTIGATION
A Brief Measure for Assessing Generalized Anxiety Disorder
The GAD-7
Robert L. Spitzer, MD; Kurt Kroenke, MD; Janet B. W. Williams, DSW; Bernd Löwe, MD, PhD
Background: Generalized anxiety disorder (GAD) is one of the most common mental disorders; however, there is no brief clinical measure for assessing GAD. The ob- jective of this study was to develop a brief self-report scale to identify probable cases of GAD and evaluate its reli- ability and validity.
Methods: A criterion-standard study was performed in 15 primary care clinics in the United States from No- vember 2004 through June 2005. Of a total of 2740 adult patients completing a study questionnaire, 965 patients had a telephone interview with a mental health profes- sional within 1 week. For criterion and construct valid- ity, GAD self-report scale diagnoses were compared with independent diagnoses made by mental health profes- sionals; functional status measures; disability days; and health care use.
Results: A 7-item anxiety scale (GAD-7) had good re-
liability, as well as criterion, construct, factorial, and pro- cedural validity. A cut point was identified that opti- mized sensitivity (89%) and specificity (82%). Increasing scores on the scale were strongly associated with mul- tiple domains of functional impairment (all 6 Medical Out- comes Study Short-Form General Health Survey scales and disability days). Although GAD and depression symp- toms frequently co-occurred, factor analysis confirmed them as distinct dimensions. Moreover, GAD and de- pression symptoms had differing but independent ef- fects on functional impairment and disability. There was good agreement between self-report and interviewer- administered versions of the scale.
Conclusion: The GAD-7 is a valid and efficient tool for screening for GAD and assessing its severity in clinical practice and research.
Arch Intern Med. 2006;166:1092-1097
O NE OF THE MOST COM- mon anxiety disorders seen in general medical practice and in the gen- eral population is gener-
alized anxiety disorder (GAD). The disor- der has an estimated current prevalence in general medical practice of 2.8% to 8.5%1-3
and in the general population of 1.6% to 5.0%.4-6 Whereas depression in clinical set- tings has generated substantial research, there have been far fewer studies of anxi- ety. In part, this may be because of the pau- city of brief validated measures for anxiety compared with the numerous measures for depression,7,8 such as the Primary Care Evaluation of Mental Disorders 9-item Pa- tient Health Questionnaire (PHQ).9-11 This situation is unfortunate, given the high prevalence of anxiety disorders, as well as their associated disability and the availabil- ity of effective treatments, both pharmaco- logical and nonpharmacological.12,13
Measures of anxiety are seldom used in clinical practice because of their length,
proprietary nature, lack of usefulness as a diagnostic and severity measure,14-17 and requirement of clinician administration rather than patient self-report.18,19 The goal of this study was to develop a brief scale to identify probable cases of GAD and to assess symptom severity. We conducted a study in multiple primary care sites to select the items for the final scale and to evaluate its reliability and validity.
METHODS
GAD SCALE DEVELOPMENT
We first selected potential items for a brief GAD scale. The initial item pool consisted of 9 items that reflected all of the Diagnostic and Statisti- cal Manual of Mental Disorders, Fourth Edition (DSM-IV) symptom criteria for GAD and 4 items on the basis of review of existing anxi- ety scales. A 13-item questionnaire was devel- oped that asked patients how often, during the last 2 weeks, they were bothered by each symp- tom. Response options were “not at all,” “sev-
Author Affiliations: Biometrics Research Department, New York State Psychiatric Institute and Department of Psychiatry, Columbia University, New York (Drs Spitzer and Williams); Regenstrief Institute for Health Care and Department of Medicine, Indiana University, Indianapolis (Dr Kroenke); and Department of Psychosomatic and General Internal Medicine, University of Heidelberg, Heidelberg, Germany (Dr Löwe).
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eral days,” “more than half the days,” and “nearly every day,” scored as 0, 1, 2, and 3, respectively. In addition, an item to assess duration of anxiety symptoms was included. Our goal was to determine the number of items necessary to achieve good reliability and procedural, construct, and diagnostic criterion validity.
PATIENT SAMPLE
Patients were enrolled from November 2004 through June 2005 from a research network of 15 primary care sites located in 12 states (13 family practice, 2 internal medicine) administered centrally by Clinvest, Inc (Springfield, Mo). The purpose of the project’s first phase (n = 2149) was to select the scale items and cutoff scores to be used for making a GAD diagnosis. The pur- pose of the second phase (n = 591) was to determine the scale’s test-retest reliability. In all, 2982 subjects were approached and 2739 (91.9%) completed the study questionnaire with no or minimal missing data. To minimize sampling bias, we ap- proached consecutive patients at each site in clinic sessions un- til the target quota for that week was achieved.
In the first phase, 1654 subjects also agreed to a telephone interview, and of these, a random sample of 965 were inter- viewed within 1 week of their clinic visit by 1 of 2 mental health professionals (MHPs)—a PhD clinical psychologist and a senior psychiatric social worker. In the study’s second phase, 591 subjects who had completed the research ques- tionnaire were sent a 1-page questionnaire that consisted of the 13 potential GAD scale items. Of these, 236 subjects returned the completed 1-page questionnaire with no or mini- mal missing data within a week of completing the research questionnaire at the clinic. The mean GAD scale score of sub- jects returning the questionnaire did not differ from that of subjects who did not return the questionnaire. The study was approved by the Sterling Institutional Review Board, Spring- field, Mo.
SELF-REPORT RESEARCH QUESTIONNAIRE
Before seeing their physicians, patients completed a 4-page ques- tionnaire that included the 13 items being tested for use in the GAD scale, as well as questions about age, sex, education, eth- nicity, and marital status; the Medical Outcomes Study Short- Form General Health Survey (SF-20),20,21 which measures func- tional status in 6 dimensions; and either the 12-item anxiety subscale from the Symptom Checklist-9016 (first study phase only) or the Beck Anxiety Inventory14 (second study phase only). Depression was assessed with the PHQ-8, which includes all items from the PHQ-9 except for the item about suicidal ide- ation; PHQ-8 and PHQ-9 scores are highly correlated and have nearly identical operating characteristics.22 Finally, patients com- pleted items regarding physician visits and disability days dur- ing the previous 3 months.
MHP INTERVIEW
The 2 MHPs conducted structured psychiatric interviews by telephone, blinded to the results of the self-report research ques- tionnaire. The interview consisted of the GAD section of the Structured Clinical Interview for DSM-IV,23 modified with sev- eral additional questions to assess in greater detail some of the GAD diagnostic criteria of DSM-IV. The resulting DSM-IV GAD diagnosis, with the DSM-IV 6-month duration criterion, was used as the criterion standard for assessing the validity of the new scale. The interview also included the 13 potential GAD scale items to test agreement between self-report and clinician administration (ie, procedural validity).24
DATA ANALYSIS
The best items for the GAD scale were selected by rank order- ing the correlation of each item with the total 13-item scale score in the sample of 1184 patients who did not undergo the MHP interview. Item-total score correlations were reexamined in 2 independent subsamples of the study population: the 965 pa- tients who underwent the MHP interview and the 591 pa- tients in the second phase of the study. In addition, we con- ducted receiver operating characteristic analyses with varying numbers of items in these 965 patients by using an MHP di- agnosis of GAD as the criterion standard. Divergent validity of each item was assessed by calculating the difference between the item correlations with the 13-item anxiety score and the PHQ-8 depression score. Convergent validity was assessed by examining correlations of the final version of the GAD scale with the Beck Anxiety Inventory and the anxiety subscale of the Symptom Checklist-90, even though neither scale is spe- cific for GAD.
To assess construct validity, we used analysis of covari- ance to examine associations between anxiety severity on the final GAD scale and SF-20 functional status scales, self- reported disability days, and physician visits, controlling for demographic variables. For criterion validity, we investi- gated sensitivity, specificity, predictive values, and likeli- hood ratios for a range of cutoff scores of the final scale with respect to the MHP diagnosis. To investigate whether anxi- ety as measured by the GAD-7 and depression as measured by the PHQ-8 reflect distinct dimensions, we assessed facto- rial validity by using confirmatory factor analyses. Finally, procedural validity and test-retest reliability were assessed by means of intraclass correlation.25
RESULTS
DESCRIPTION OF PATIENTS
The mean (SD) age of the patients was 47.4 (15.5) years (range, 18-95 years). Most (65%) were female; 80% were white non-Hispanic, 8% were African American, and 9% were Hispanic; 64% were married, 13% were divorced, and 15% were never married; and 31% had a high school degree or equivalent, whereas 62% had attended some college.
ITEM SELECTION FOR THE GAD SCALES
The GAD-7 (Figure 1) consists of the 7 items with the highest correlation with the total 13-item scale score (r = 0.75-0.85). Receiver operating characteristic analysis with this set of items showed an area under the curve (0.906) as good as scales with as much as the full 13-item set. These 7 items also had the highest rank correlations in the developmental sample (n = 1184) and the 2 replication samples (n = 965 and n = 591). The 2 core criteria (A and B) of the DSM-IV definition of GAD are captured by the first 3 items of the scale.26 Of note, 6 of the 7 items had the greatest divergent validity (ie, the highest difference between the item-total scale score correlation and item-PHQ-8 depression score correlation [� r = 0.16-0.21]). Because each of the 7 items is scored from 0 to 3, the GAD-7 scale score ranges from 0 to 21.
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RELIABILITY AND PROCEDURAL VALIDITY
The internal consistency of the GAD-7 was excellent (Cronbach � = .92). Test-retest reliability was also good (intraclass correlation = 0.83). Comparison of scores de- rived from the self-report scales with those derived from the MHP-administered versions of the same scales yielded similar results (intraclass correlation = 0.83), indicating good procedural validity.
DIAGNOSTIC CRITERION VALIDITY AND SCALE OPERATING CHARACTERISTICS
Table 1 summarizes the operating characteristics of the GAD-7 at various cut points. As expected, as the cut point increases, sensitivity decreases and specificity increases in a continuous fashion. At a cut point of 10 or greater, sen- sitivity and specificity exceed 0.80, and sensitivity is nearly maximized. Results were similar for men and women and for those aged less and those aged more than the mean age of 47 years. The proportion of primary care patients who score at this level is high (23%). A cut point of 15 or greater maximizes specificity and approximates a prevalence (9%) more in line with current epidemiologic estimates of GAD prevalence in primary care. However, sensitivity at this high cut point is low (48%). Most patients (89%) with GAD had GAD-7 scores of 10 or greater, whereas most patients (82%) without GAD had scores less than 10.
The mean (SD) GAD-7 score was 14.4 (4.7) in the 73 patients with GAD diagnosed according to the MHP and 4.9 (4.8) in the 892 patients without GAD. The preva- lence of GAD according to the MHP interview was 9% in women and 4% in men. In the entire sample of 2739 patients, the mean GAD-7 score was 6.1 in women and 4.6 in men.
Although the GAD-7 scale inquires about symptoms in the past 2 weeks, the criterion-standard MHP inter- view required at least a 6-month duration of symptoms consistent with DSM-IV diagnostic criteria for GAD. None- theless, the operating characteristics of the scale were good because most patients with high symptom scores had
chronic symptoms. Of the 433 patients with GAD-7 scores of 10 or greater, 96% had symptoms for 1 month or more, and 67% had symptoms for 6 months or more.
CONSTRUCT VALIDITY
There was a strong association between increasing GAD-7 severity scores and worsening function on all 6 SF-20 scales (Table 2). As GAD-7 scores went from mild to moderate to severe, there was a substantial stepwise de- cline in functioning in all 6 SF-20 domains. Most pair- wise comparisons within each SF-20 scale between suc- cessive GAD-7 severity levels were significant. The relationship between GAD severity and functional im- pairment was similar in men and women.
Figure 2 illustrates graphically the relationship be- tween increasing GAD-7 scale scores and worsening func- tional status. Decrements in SF-20 scores are shown in terms of effect size (ie, the difference in mean SF-20 scores, ex- pressed as the number of SDs, between each GAD-7 inter- val subgroup and the reference group). The reference group is the group with the lowest GAD-7 scores (ie, 0-4), and the SD used is that of the entire sample. Effect sizes of 0.5 and 0.8 are typically considered moderate and large be- tween-group differences, respectively.27
When the GAD-7 was examined as a continuous vari- able, its strength of association with the SF-20 scales was concordant with the pattern seen in Figure 2. The GAD-7 correlated most strongly with mental health (0.75), fol- lowed by social functioning (0.46), general health per- ceptions (0.44), bodily pain (0.36), role functioning (0.33), and physical functioning (0.30).
Table 3 shows the association between GAD-7 se- verity levels and 3 other measures of construct validity: self-reported disability days, clinic visits, and the gen- eral amount of difficulty patients attribute to their symp- toms. Greater levels of anxiety severity were associated with a monotonic increase in disability days, health care use, and symptom-related difficulty in activities and re- lationships. When the GAD-7 was examined as a con- tinuous variable, its correlation was 0.27 with disability days, 0.22 with physician visits, and 0.63 with symptom- related difficulty.
Convergent validity of the GAD-7 was good, as dem- onstrated by its correlations with 2 anxiety scales: the Beck Anxiety Inventory (r = 0.72) and the anxiety subscale of the Symptom Checklist-90 (r = 0.74). Consistent with re- sults of previous studies of anxiety and depression,4,28 the GAD-7 and Symptom Checklist-90 anxiety scales also strongly correlated with our depression measure, the PHQ-8 (r = 0.75 and r = 0.74, respectively). Nonetheless, measuring anxiety and depression was complementary rather than duplicative. We determined the prevalence of high anxiety and high depression symptom severity in our sample, defined as severe scores (�15) on the GAD-7 and PHQ-8 depression scales, respectively. In the 2114 patients who completed the GAD-7 and the PHQ-8, there were 1877 (88.8%) patients with neither high anxi- ety nor high depression, 99 (4.68%) with high anxiety only, 68 (3.2%) with high depression only, and 70 (3.31%) with high anxiety and high depression. Thus, more than half (99/169) of patients with high anxiety scores did not
GAD-7
7. Feeling afraid as if something awful might happen 0 1 2 3
Not at all
Several days
More than half the days
Nearly every day
Over the last 2 weeks, how often have you been bothered by the following problems?
0 1 2 31. Feeling nervous, anxious or on edge
0 1 2 32. Not being able to stop or control worrying
0 1 2 33. Worrying too much about different things
0 1 2 34. Trouble relaxing
0 1 2 35. Being so restless that it is hard to sit still
0 1 2 36. Becoming easily annoyed or irritable
Total Score
= Add Columns
+ +
If you checked off any problems, how difficult have these problems made it for you to do your work, take care of things at home, or get along with other people?
Not difficult at all
Somewhat difficult
Very difficult
Extremely difficult
Figure 1. The generalized anxiety disorder 7-item (GAD-7) scale.
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have high depression scores. Also, when patients had high anxiety and high depression scores, there was an addi- tive effect on the SF-20 mental health and social func- tioning scales, as well as self-reported disability days and health care use.
FACTORIAL VALIDITY
Principal component analysis of a set of 15 items that in- cludes the 8 depression items of the PHQ-8 and the 7 anxi- ety items of the GAD-7 indicated that the first 2 emer- gent factors had an eigenvalue greater than 1. Sixty- three percent of the total variance was explained by the first 2 factors. The varimax-rotated component-matrix clearly confirmed the original allocation of the items to the PHQ scales, with all depression items having the high- est factor loadings on 1 factor (0.58-0.75) and all anxi- ety items having the highest factor loadings on the sec- ond factor (0.69-0.81).
COMMENT
This study has several major findings. First, a 7-item anxi- ety scale—the GAD-7—is a useful tool with strong cri-
terion validity for identifying probable cases of GAD. Sec- ond, the scale is also an excellent severity measure as demonstrated by the fact that increasing scores on the GAD-7 are strongly associated with multiple domains of functional impairment and disability days. Third, al- though many patients had anxiety and depressive symp- toms, factor analysis confirms GAD and depression as dis- tinct dimensions.
This study reports the development and validation of a measure for evaluating the presence and severity of GAD in clinical practice, the GAD-7, one of the few GAD mea- sures that is also specifically linked to the DSM-IV (Text Revision) criteria.19,26 A score of 10 or greater on the GAD-7 represents a reasonable cut point for identifying cases of GAD. Cut points of 5, 10, and 15 might be interpreted as representing mild, moderate, and severe levels of anxi- ety on the GAD-7, similar to levels of depression on the PHQ-9.10 The GAD-7 may be particularly useful in as- sessing symptom severity and monitoring change across time, although its responsiveness to change remains to be tested in treatment studies.
Construct validity was demonstrated by the fact that increasing scores on the GAD-7 scale were strongly as- sociated with multiple domains of functional impair-
Table 1. Operating Characteristics of GAD-7 at Different Cutoffs*
GAD-7 Scale Score† Sensitivity, % Specificity, % PPV, % NPV, % LR� Prevalence, %
8 92 76 24 99 3.8 29 9 90 79 26 99 4.3 26
10 89 82 29 99 5.1 23 11 82 85 31 98 5.5 20 12 73 89 35 98 6.5 16 13 66 91 38 97 7.7 13 14 56 92 37 96 7.2 12 15 48 95 42 96 8.7 9
Abbreviations: GAD-7, generalized anxiety disorder 7-item scale; LR�, likelihood ratio for a positive test; NPV, negative predictive value; PPV, positive predictive value.
*In 965 patients who underwent structured psychiatric interview by a mental health professional to determine the presence of generalized anxiety disorder by using Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition diagnostic criteria.
†The actual score is greater than or equal to the score shown.
Table 2. Relationship Between GAD-7 Severity Score and SF-20 Health-Related Quality of Life Scales*
Level of Anxiety Severity GAD-7 Scale Score
Mean (95% Confidence Interval) SF-20 Scale Score
Mental Social Role General Pain Physical
Minimal 0-4 (n = 1182) 82 (81-83) 91 (89-92) 84 (82-86) 68 (67-69) 71 (70-72) 84 (82-85)
Mild 5-9 (n = 511) 65 (64-66) 79 (77-81) 69 (66-73) 52 (50-54) 56 (54-58) 74 (72-76)
Moderate 10-14 (n = 264) 54 (52-55) 69 (66-71) 59 (54-63) 43† (40-45) 51† (48-54) 66† (63-69)
Severe 5-21 (n = 171) 41 (39-43) 55 (52-59) 46 (40-52) 39† (36-43) 47† (43-50) 61† (58-65)
Abbreviations: GAD-7, generalized anxiety disorder 7-item scale; SF-20, Medical Outcomes Study Short-Form General Health Survey. *SF-20 scores are adjusted for age, sex, race, education, and study site. Point estimates for the mean and 95% confidence intervals (±1.96 � standard error of
the mean) are displayed. Number of patients adds to 2128 because of missing data. Missing data for any subscale of SF-20 was less than 5%. †Pairwise comparisons within each scale that are not significant from one another. However, most pairwise comparisons of mean SF-20 scores with each
GAD-7 scale level within each scale are significant at P�.05 by using a Bonferroni correction for multiple comparisons.
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ment. Furthermore, there was a strong association with self-reported disability days and a modest association with increased health care use.
To facilitate assessment of change in severity of anxi- ety symptoms, the GAD-7 asks about recent symptoms (ie, in the past 2 weeks). However, most patients with high scores had chronic symptoms, which is why the op- erating characteristics proved good with use of our cri- terion-standard MHP interviews based on the conven- tional GAD duration criterion of 6 months. However, the National Comorbidity Survey showed that patients with episodes of 1 to 5 months do not differ greatly from those with episodes of 6 months or more in onset, persis- tence, impairment, comorbidity, parental GAD, or so- ciodemographic correlates.5 Kessler et al5 conclude that there is little basis for excluding these people from a di- agnosis. Notably, 96% of patients with GAD-7scores of 10 or greater in our primary care sample had symptoms of a month or more, whereas 67% had symptoms of 6 months or longer. It may be that in treatment trials in which response to therapy is evaluated, assessing GAD symptom change during a shorter time (eg, the past week) may be desirable.
The high comorbidity of anxiety and depressive dis- orders and the high correlation between depressive and anxiety measures is well known.17,29 Not surpris- ingly, our depression measure, the PHQ-8, strongly c o r r e l a t e d w i t h t h e G A D - 7 a n d t h e S y m p t o m Checklist-90 anxiety scales. Nonetheless, factor analy- sis confirmed the value of assessing anxiety and depression as 2 separate dimensions. In addition, a number of patients with high anxiety symptoms according to the GAD-7 did not have high depression symptom severity, and patients with increasing sever- ity of anxiety symptoms had corresponding greater impairment in multiple domains of functional status. Together, these findings indicate that using only a depression measure to identify depressed patients who may benefit from treatment will miss a clinically important part of the patient population with dis- abling anxiety who also would benefit from treatment.
Several limitations of our study should be noted. First, the GAD-7 scale focuses on only 1 anxiety disorder, al- though there are many patients with other anxiety dis- orders, such as social phobia and posttraumatic stress dis- order, who need clinical attention. However, GAD is one of the most common mental disorders seen in outpa- tient practice. Second, the GAD-7 provides only prob- able diagnoses that should be confirmed by further evalu- ation. Third, because our study was cross-sectional, prospective observational and treatment studies are needed to determine the responsiveness of the GAD-7 in assessing change across time. Because there is already evidence for the responsiveness of the PHQ-9 and PHQ-2 depression scales,30,31 future research also likely will dem- onstrate that the GAD-7 scale is useful in assessing changes in the severity of anxiety over time.
This study has a number of strengths, including its large sample size, diverse clinical settings, and its gen- eralizability to primary care, where most patients with anxiety and depression are treated.2 Also, the GAD-7 is efficient in that it is brief and can be completed entirely by the patient. This latter feature is particularly impor- tant, given the time constraints and competing de- mands for busy clinicians.32 Although the GAD-7 was de- veloped and validated in primary care, we expect that, like the PHQ-9 depression measure, the GAD-7 will have considerable utility in busy mental health settings and clinical research, which is especially important given the high prevalence and substantial disability associated with GAD.
0
–0.5
–1.0
–1.5
–2.0
–2.5 Mental Social General Role Pain Physical
SF-20 Scale
Ef fe
ct S
iz e
Mild Moderate Severe
Figure 2. Relationship between anxiety severity as measured with the generalized anxiety disorder 7-item (GAD-7) scale and decline in functional status as measured with the 6 subscales of the Medical Outcomes Study Short-Form General Health Survey (SF-20). The decrement in SF-20 scores is shown as the difference between each GAD-7 scale severity group and the reference group (ie, those with GAD-7 scale scores of 0 to 4). Effect size is the difference in group means divided by the SD.
Table 3. Relationship Between GAD-7 Anxiety Severity Score and Disability Days, Symptom-Related Difficulty, and Clinic Visits*
Level of Anxiety Severity GAD-7 Scale Score
Mean No. of Disability Days
(95% CI)†
Mean No. of Physician
Visits (95% CI)†
Percentage of Symptom-
Related Difficulty‡
Minimal 0-4 (n = 1182) 3.9 (3.0-4.7) 1.2 (1.1-1.3) 15.0
Mild 5-9 (n = 511) 7.5 (6.2-8.7) 1.7 (1.5-1.9) 5.5
Moderate 10-14 (n = 264) 10.7 (8.9-12.4) 2.2 (1.9-2.5) 13.7
Severe 15-21 (n = 171) 16.8 (14.6-19.1) 2.4 (2.0-2.8) 47.4
Abbreviations: GAD-7, generalized anxiety disorder 7-item scale; CI, confidence interval.
*All pairwise comparisons between each GAD-7 scale severity level are significant at P�.05 by using a Bonferroni correction for multiple comparisons, with the exception of mean physician visits at moderate vs severe GAD-7 score severity levels.
†Disability days refers to number of days in the past 3 months that the patients’ symptoms interfered with their usual activities. Physician visits also refers to the past 3 months. Both are self-reported, and means are adjusted for age, sex, race, education, study site, and number of physical disorders. Number of patients adds to 2128 because of missing data. Missing data were less than 5%.
‡Response to single question: “How difficult have these problems made it for you to do your work, take care of things at home, or get along with other people?” The 4 response categories are “not difficult at all,” “somewhat difficult,” “very difficult,” and “extremely difficult.” Symptom-related difficulty in this table refers to patients reporting “very” or “extremely” difficult.
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Accepted for Publication: January 2, 2006. Correspondence: Robert L. Spitzer, MD, Department of Psychiatry, New York State Psychiatric Institute, Unit 60, 1051 Riverside Dr, New York, NY 10032 (RLS8 @Columbia.edu). Funding/Support: The development of the GAD-7 scale was underwritten by an unrestricted educational grant from Pfizer Inc (New York, NY). Dr Spitzer had full ac- cess to the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analy- sis. Acknowledgment: Mark Davies, MS, assisted in the sta- tistical analysis. Jeffrey G. Johnson, PhD, assisted in data collection and commented on early drafts. Diane Engel, MSW, also assisted in data collection.
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