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Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25
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Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

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Page 1: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Global Mental Health: How Do Our Metrics Fail Us?

Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009

SW 25

Page 2: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Why Fiji?

Page 3: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Why mental health in Fiji?

Page 4: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Why eating disorders?

Page 5: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Where is Fiji?

Page 6: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

What can Fiji teach us about key challenges in global mental health care delivery?

Page 7: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Global mental health:Resource and allocation gap

Page 8: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Inequitable allocation of resources for mental health

   Burden of mental disorder*

% of health budget for mental health†

Low-income countries 7.88%Lower-middle-income 14.50%Higher-middle-income 19.56%High-income 21.37%All countries 11.48%†Median values for proportion of total health budget allocated to mental health.  

Saxena S, Thornicroft G, Knapp M et al, Resources for mental health: scarcity, inequity, and inefficiency. Lancet 2007; published online Sept 4. DOI:10.1016/S0140-6736(07)61239-2.  

2.26%2.62%4.27%6.88%3.76%

Page 9: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

GMH shortfalls are especially pronounced for children and adolescents

• The prevalence of mental disorders is high (20%) in children and adolescents

• Only 7% of countries worldwide have child and adolescent mental health policiesSource: Child Mental Health Atlas, WHO, 2005

Page 10: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Strategies for global risk assessment and response

• Global School-based Health Survey – Includes dietary behaviors– Implemented in 89

countries– 13 languages– Validity or reliability

examined in: – 0 populations

Becker AE, Roberts AL, Perloe A, Bainivualiku A, Richards LK, Gilman SE, Striegel-Moore RH. Youth health risk behavior assessment in Fiji: The reliability of Global School-based Health Survey content adapted for ethnic Fijian adolescent girls. Under review at Ethnicity & Health;

Page 11: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Risk behavior YRBS Mean Kappa (U.S.)

GSHS

Mean Kappa

Tobacco use .69 ?

Alcohol use .63 ?

Sexual risk .63 ?

Injuries/violence .60 ?

Physical activity .55 ?

Dietary behaviors .50 ?

(Brener et al., 2001)

How reliable is youth behavioral risk assessment?

Page 12: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Risk behavior YRBS Mean Kappa (U.S.)

GSHS Mean Kappa (Fiji; N=81)

Tobacco use .69 .62

Alcohol use .63 .72

Sexual risk .63 .69

Injuries/violence .60 .41

Physical activity .55 .43

Dietary behaviors .50 .33

(Brener et al., 2001; Becker et al., under review)

How reliable is youth behavioral risk assessment?

Page 13: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Comparative prevalence of alcohol use in young women in Fiji between two assessments

20.1%

7.8%

0%

5%

10%

15%

20%

25%

GSHS NCD Steps Survey

Assessment

Per

cen

tag

e re

po

rtin

g c

urr

ent

alco

ho

l use

wit

h 9

5% C

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GSHS 2007 (HEALTHY Fiji Study): ages 15-20

NCD STEPS survey 2002: ages 15-24

Complementary signals and limitations: Epidemiologic data

Data from: Cornelius M, Cecourten M, Pryor J, Saketa S, Waqanivalu T, Laqeretabua A, Chung E. Fiji Non-communicable diseases (NCD) STEPS Survey 2002. Ministry of Health: Shaping Fiji's Health 2002: 1-65.

Becker AE, Perloe A, Richards L, Roberts AL, Bainivualiku A, Khan AN, Navara K, Gilman SE, Aalbersberg W, Striegel-Moore RH for the HEALTHY Fiji Study Group Prevalence and Socio-demographic Correlates of Cigarette Smoking, Alcohol Use, and Unsafe Sexual Behavior among Ethnic Fijian Secondary Schoolgirls. Fiji Medical Journal; 2009, in press.

Page 14: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

How do we measure impact of socio-cultural environment on mental health?

Page 15: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Ethnographic study of body, self, and society in Fiji

Traditional economy based upon subsistence agriculture

Ethnographic data from: Becker AE. Body, Self, and Society: The View from Fiji. Philadelphia: University of Pennsylvania Press; 1995. pp. 1-206.

Page 16: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Rigid social hierarchy & expectations

Page 17: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Ethnographic study of body, self, and society in Fiji

Family and social life

revolved Around food preparation, food exchange, and feasting

Page 18: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Ethnographic study of body, self, and society in Fiji

Mealtimes in Fiji were highly structured and socialized, featuring rhetoric that encouraged people to eat abundantly

Page 19: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Ethnographic study of body, self, and society in Fiji

A number of social mechanisms encouraged a hypervigilance for appetite or weight loss, including an appetite disorder, macake, and the locally identified illness, “going thin”

Page 20: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Ethnographic study of body, self, and society in Fiji

Traditional aesthetic body ideals favored a robust body, which reflected a dense social network

Bodies were less a site for personal identity than social identity

Page 21: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Ethnographic study of body, self, and society in Fiji

Prior to 1995, eating disorders were thought to be rare in Fiji

Page 22: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Ethnographic study of body, self, and society in Fiji

Until the mid 1980’s, rural areas of Fiji had no access to electricity

Page 23: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

The impact of mass media and rapid social transition

Television was only introduced to these areas as recently as 1995

Page 24: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Would Western-based mass media exposure undermine resilience against eating disorders?

Data on the following slides from:

Becker AE, Burwell RA, Gilman SE, Herzog DB, Hamburg P. Eating behaviours and attitudes following prolonged television exposure among ethnic Fijian adolescent girls. The British Journal of Psychiatry 2002; 180: 509-14.

Becker AE. Television, disordered eating, and young women in Fiji: Negotiating body image and identity during rapid social

change. Culture, Medicine and Psychiatry 2004; 28:533-59.

Page 25: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Two wave cohort comparison:No TV exposure vs. TV exposure

1995 1998

Interview confirmed purging for weight0%

11.3%p<.0

5

Page 26: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

What mischief did mass media exposure bring?

Page 27: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Narrative data: Transformation of body ideals

• “. . . the actresses and all those girls, especially those European girls, I . . . just admire them and want to be like them. I want their body, I want their size. I want myself to be in the same position as they are.” S-64

Page 28: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Shortland Street

Page 29: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Narrative data: Television-based role models

• I like Shortland Street because of the many young adults involved with it. [. . .] I want to be like that, I want to imitate them—the way they live, the type of food they eat [. . .] and also the ideas they have

Page 30: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

X-Files

Page 31: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Narrative data: Television-based role models

• [. . . X Files] gives me ideas of how to solve problems when being in this world (s-64).

Page 32: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Golden Country

Page 33: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Narrative data: Transformation of ideals: competitive social positioning

Because every teenager, I think, . . . she has to lose weight, and she has to attain a size . . . to be in competitive world . . . because in this age, teenage girls are competing with others. . . (S- 62)

Page 34: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Narrative data Transformation of body ideals

. . . most of us Fijians are . . . getting fat. And now, we are feeling [ . . .] that it is bad to have this huge body. We have to have those thin, slim bodies. S-64

Page 35: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Narrative data: Emerging pathology

. . . when I eat, I sometimes want to vomit it out. [. . .] so I can know for myself I am losing weight. S-62

Page 36: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Community and parents’ primary concern with social health

Page 37: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Rural-urban drift a huge strain on jobsMonika SinghSunday, November 02, 2008THE rural-urban movement has increased the gap between productive jobs available and increased social problems.

Glue sniffing high on agendaThursday, October 09, 2008THE increasing number of students turning to glue sniffing and other substance abuse is a worrying trend for the country's principals.

Taking risksTuesday, October 07, 2008THE most recent statistic on sexually transmitted infections in this country shows an alarming and staggering trend.Most of our people afflicted by sexually transmitted infections are between the ages of 20 and 29 –– the period during which we expect them to be productive and preparing to settle into family life.More worrying is the fact that despite the many workshops on STIs, the young continue to treat sex with reckless abandon and apparent disregard for others. Youths populating Pacific prisons

Tuesday, October 14, 2008Update: 6:13PM Youths are dominating the prisons population in almost all Pacific Island countries.Figures disclosed by the national reports tabled at the Prisons Conference held at the Forum Secretariat today, stated inmates ages representing the bulk of the population is between 19 to 20 years.

Text excerpts from the Fiji Times Online. 2008

Page 38: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Autonomy, self-agency, & ambition: More social disruption

Page 39: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

• Social dislocation of the clan

Multiple dimensions of social disruption

• Shifts in distribution

Page 40: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Stimulation of consumerism with little opportunity to generate income

Page 41: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

How do we measure impact of socio-cultural environment on mental health?

Page 42: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Uniformity of social environment obscures relation between exposures and outcome

Page 43: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Methodologic advantages of heterogeneous social infrastructure

Page 44: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Heterogeneous social environment offers unique methodologic advantage

• Opportunity to examine effects of exposure as compared with a “counterfactual” non-exposure

• Heterogeneous social environment

Page 45: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

School-based study on Social change & health risk behaviors

• Survey and narrative data collected at all schools within an administrative area of the Ministry of Education

Page 46: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

School-based study on Social change & health risk behaviors

Page 47: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

School-based study on Social change & health risk behaviors

• Global School-based Health Survey

• Proxies for social adversity and exposures developed based on ethnographic data

• Translation/back translation• Psychometric evaluation• Narrative data collected by

interview

Page 48: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

School-based study on Social change & health risk behaviors

• 523 eligible ethnic Fijian high school girls enrolled and completed

• 71% response rate

• > 300 interviews

Page 49: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

• (Concomitant) appetite stimulants frequently used

Results:Disordered eating remains prevalent

• 45% of respondents reported having purged in the last month

Page 50: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Prevalent and Paradoxical Symptoms

•Parents appear to be managing weight to enhance their daughters’ social opportunities

Page 51: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

DSM-IV Eating Disorder Categories Not Useful for Classifying Potential Cases

Source and relevant discussion in: Thomas JJ, Crosby RD, Wonderlich SA, Striegel-Moore RH, Becker AE. A latent profile analysis of the typology of bulimic symptoms in an indigenous Pacific population: Evidence of cross-cultural variation in phenomenology.

Under review at Psychological Medicine.

Page 52: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Eating Disorders: Can the DSM V have Global Clinical Utility?

• Clinical observational and trial data

– Only 6% of papers in high impact psychiatric journals are from regions of the world that comprise > 90% of the world’s population (Patel & Sumathipala, 2001)

• Cultural dominance of the DSM nosology– Selective attention to universal

patterns of mental illness

Page 53: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Are these behavioral symptoms locally meaningful?

• Indigenous nosologic correlates?

• Significantly correlated with distress and impairment (as measured by the CIA)

• Global EDE-Q also highly correlated with the CIA

1.      Becker AE, Thomas JJ, Bainivualiku A, Richards L, Navara K, Roberts A, Gilman SE, Striegel-Moore R. Adaptation and Evaluation of the Clinical Impairment Assessment to Assess Disordered Eating Related Distress in an Adolescent Female Ethnic Fijian Population. International Journal of Eating Disorders 2009, in press.

Becker AE, Thomas JJ, Bainivualiku A, Richards L, Navara K, Roberts A, Gilman SE, Striegel-Moore R. Validity and Reliability of a Fijian Translation and Adaptation of the Eating Disorder Examination Questionnaire. International Journal of Eating Disorders 2009, in press.

Page 54: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

What was the dominant personal narrative?

Page 55: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Material and aspirational gaps

Percent frequency

Living without basic needs* 58.7

Hunger in the last 30 days 60.1

Household ownership of TV 64.5

*Without at least one of these: running water, electricity, gas stove, refrigerator

Page 56: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Material and aspirational gaps

Parental occupation

Respondents’ aspirational occupation

Agrarian & domestic labor 62.4% 1.34%

Retail, service, other unskilled labor

21.3% 18.4%

Professional occupation 16.2% 79.5%

Page 57: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Personal narratives reveal ambition for new social opportunities

• I: And what does your family think about it?

• S: They think that I should lose weight, too.

• I: Why do they think that you should lose weight?

• S: Because I’m like, fat.• I: But what do they think

would be different if you lost weight?

• S: I would be, I mean, I would get lots of friends. And they won’t be treating me like this. [I-28]

Page 58: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

• I: What about other things outside of friends, what about jobs? Do you think that size and shape influences that?

• S: Yeah, sometimes.• I: When?• S: Like, air hostess.• I: Air hostess? Do you want to be an air

hostess?• S: Of course, yes. They only want slim girls.• I: How do you know that?• S: One of my friends told me.• I: So why do they want slim girls?• S: I don’t know. Maybe to walk easily into the

plane. [I-28]

Page 59: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

Respondent who purges with mother’s help

• I: [ . . . ] And do you feel different if you’re thinner or slimmer?

• S:Yes.• I: And how, what would you feel

like?• S: I’d not be my own self and I

would be like doing other stuff that I wasn’t doing before. Like hanging around with cool kids.

• I: [ . . .] Do you think that it would influence what kind of job you would get?

• S: Yes.• I: What do you want to do?• S: I want to become an air hostess.

[I-12]

Page 60: Global Mental Health: How Do Our Metrics Fail Us? Anne E. Becker, M.D., Ph.D., Sc.M. October 8, 2009 SW 25.

What was the meta-narrative?