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{"title"=>"Global Epidemiology of Mental Disorders: What Are We Missing?", "type"=>"journal", "authors"=>[{"first_name"=>"Amanda J.", "last_name"=>"Baxter", "scopus_author_id"=>"36650484400"}, {"first_name"=>"George", "last_name"=>"Patton", "scopus_author_id"=>"7102184358"}, {"first_name"=>"Kate M.", "last_name"=>"Scott", "scopus_author_id"=>"55573724700"}, {"first_name"=>"Louisa", "last_name"=>"Degenhardt", "scopus_author_id"=>"7004040033"}, {"first_name"=>"Harvey A.", "last_name"=>"Whiteford", "scopus_author_id"=>"55906494000"}], "year"=>2013, "source"=>"PLoS ONE", "identifiers"=>{"scopus"=>"2-s2.0-84879331642", "sgr"=>"84879331642", "issn"=>"19326203", "doi"=>"10.1371/journal.pone.0065514", "pmid"=>"23826081", "isbn"=>"1932-6203", "pui"=>"369184623"}, "id"=>"fe365479-b6a6-38b8-a9b1-9b4a750d948d", "abstract"=>"BACKGROUND Population-based studies provide the understanding of health-need required for effective public health policy and service-planning. Mental disorders are an important but, until recently, neglected agenda in global health. This paper reviews the coverage and limitations in global epidemiological data for mental disorders and suggests strategies to strengthen the data. METHODS Systematic reviews were conducted for population-based epidemiological studies in mental disorders to inform new estimates for the global burden of disease study. Estimates of population coverage were calculated, adjusted for study parameters (age, gender and sampling frames) to quantify regional coverage. RESULTS Of the 77,000 data sources identified, fewer than 1% could be used for deriving national estimates of prevalence, incidence, remission, and mortality in mental disorders. The two major limitations were (1) highly variable regional coverage, and (2) important methodological issues that prevented synthesis across studies, including the use of varying case definitions, the selection of samples not allowing generalization, lack of standardized indicators, and incomplete reporting. North America and Australasia had the most complete prevalence data for mental disorders while coverage was highly variable across Europe, Latin America, and Asia Pacific, and poor in other regions of Asia and Africa. Nationally-representative data for incidence, remission, and mortality were sparse across most of the world. DISCUSSION Recent calls to action for global mental health were predicated on the high prevalence and disability of mental disorders. However, the global picture of disorders is inadequate for planning. Global data coverage is not commensurate with other important health problems, and for most of the world's population, mental disorders are invisible and remain a low priority.", "link"=>"http://www.mendeley.com/research/global-epidemiology-mental-disorders-we-missing-5", "reader_count"=>181, "reader_count_by_academic_status"=>{"Unspecified"=>6, "Professor > Associate Professor"=>1, "Librarian"=>2, "Researcher"=>26, "Student > Doctoral Student"=>15, "Student > Ph. D. Student"=>35, "Student > Postgraduate"=>17, "Other"=>7, "Student > Master"=>35, "Student > Bachelor"=>28, "Lecturer"=>4, "Lecturer > Senior Lecturer"=>1, "Professor"=>4}, "reader_count_by_user_role"=>{"Unspecified"=>6, "Professor > Associate Professor"=>1, "Librarian"=>2, "Researcher"=>26, "Student > Doctoral Student"=>15, "Student > Ph. D. 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• {"id"=>"349411454350409728", "text"=>"Research: Global epidemiology of mental disorders: what are we missing? http://t.co/B6jbjsksbS", "created_at"=>"2013-06-25T06:19:17Z", "user"=>"SCPHRP", "user_name"=>"SCPHRP ", "user_profile_image"=>"http://a0.twimg.com/profile_images/2759122495/f58895030982206e9b626c57174a6451_normal.jpeg"}
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• {"id"=>"350583147869638658", "text"=>"Excellent graphic on world mental health #PLOSONE: Global Epidemiology of Mental Disorders: What Are We Missing? http://t.co/t495dGVCdW", "created_at"=>"2013-06-28T11:55:10Z", "user"=>"publichealthie", "user_name"=>"IPH", "user_profile_image"=>"http://a0.twimg.com/profile_images/82658110/iph_twitter_logo_normal.jpg"}
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Figshare

• {"files"=>["https://ndownloader.figshare.com/files/1099308"], "description"=>"<p>Population coverage of prevalence data for common mental disorders: averaged across major depressive disorder, dysthymia and anxiety disorders.</p>", "links"=>[], "tags"=>["Clinical research design", "Systematic reviews", "epidemiology", "Epidemiological methods", "Survey methods", "Global health", "Mental health", "psychiatry", "Public health", "Health screening", "Research assessment", "Research validity", "prevalence", "averaged", "depressive", "dysthymia"], "article_id"=>730128, "categories"=>["Medicine", "Science Policy"], "users"=>["Amanda J. Baxter", "George Patton", "Kate M. Scott", "Louisa Degenhardt", "Harvey A. Whiteford"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0065514.g001", "stats"=>{"downloads"=>1, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Population_coverage_of_prevalence_data_for_common_mental_disorders_averaged_across_major_depressive_disorder_dysthymia_and_anxiety_disorders_/730128", "title"=>"Population coverage of prevalence data for common mental disorders: averaged across major depressive disorder, dysthymia and anxiety disorders.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-06-24 03:39:58"}
• {"files"=>["https://ndownloader.figshare.com/files/1099318"], "description"=>"*<p>Number of data sources by disorder. Note that some studies report data for more than one disorder.</p>**<p>In total 96,349 data sources were identified for the review series (ie. high and low prevalence disorders and disorders with onset in childhood).</p>", "links"=>[], "tags"=>["Clinical research design", "Systematic reviews", "epidemiology", "Epidemiological methods", "Survey methods", "Global health", "Mental health", "psychiatry", "Public health", "Health screening", "Research assessment", "Research validity", "systematic", "reviews", "conducted", "community-representative", "epidemiological", "higher", "prevalence"], "article_id"=>730136, "categories"=>["Medicine", "Science Policy"], "users"=>["Amanda J. Baxter", "George Patton", "Kate M. Scott", "Louisa Degenhardt", "Harvey A. Whiteford"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0065514.t001", "stats"=>{"downloads"=>1, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Results_of_systematic_reviews_conducted_to_identify_community_representative_epidemiological_data_for_higher_and_low_prevalence_mental_disorders_/730136", "title"=>"Results of systematic reviews conducted to identify community-representative epidemiological data for higher and low prevalence mental disorders.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-06-24 03:39:58"}
• {"files"=>["https://ndownloader.figshare.com/files/1099314"], "description"=>"<p>Average population coverage of prevalence data for low prevalence disorders: averaged across schizophrenia, bipolar disorder and eating disorders.</p>", "links"=>[], "tags"=>["Clinical research design", "Systematic reviews", "epidemiology", "Epidemiological methods", "Survey methods", "Global health", "Mental health", "psychiatry", "Public health", "Health screening", "Research assessment", "Research validity", "prevalence", "averaged", "bipolar"], "article_id"=>730134, "categories"=>["Medicine", "Science Policy"], "users"=>["Amanda J. Baxter", "George Patton", "Kate M. Scott", "Louisa Degenhardt", "Harvey A. Whiteford"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0065514.g002", "stats"=>{"downloads"=>3, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Average_population_coverage_of_prevalence_data_for_low_prevalence_disorders_averaged_across_schizophrenia_bipolar_disorder_and_eating_disorders_/730134", "title"=>"Average population coverage of prevalence data for low prevalence disorders: averaged across schizophrenia, bipolar disorder and eating disorders.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-06-24 03:39:58"}
• {"files"=>["https://ndownloader.figshare.com/files/1099320"], "description"=>"*<p>Coverage: % of population represented by prevalence studies for mental disorders, adjusted for study age-ranges, gender-coverage and sub-national sampling frames.</p>**<p>GBD World Region: see <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0065514#pone.0065514.s001\" target=\"_blank\">Figure S1</a> for more information on world regions used in the Global Burden of Disease Study 2010.</p>", "links"=>[], "tags"=>["Clinical research design", "Systematic reviews", "epidemiology", "Epidemiological methods", "Survey methods", "Global health", "Mental health", "psychiatry", "Public health", "Health screening", "Research assessment", "Research validity", "prevalence", "disorders", "2010"], "article_id"=>730137, "categories"=>["Medicine", "Science Policy"], "users"=>["Amanda J. Baxter", "George Patton", "Kate M. Scott", "Louisa Degenhardt", "Harvey A. Whiteford"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0065514.t002", "stats"=>{"downloads"=>1, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Estimated_global_coverage_of_prevalence_data_for_mental_disorders_by_Global_Burden_of_Disease_2010_Study_world_region_/730137", "title"=>"Estimated global coverage^* of prevalence data for mental disorders by Global Burden of Disease 2010 Study world region.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-06-24 03:39:58"}
• {"files"=>["https://ndownloader.figshare.com/files/1099322", "https://ndownloader.figshare.com/files/1099326", "https://ndownloader.figshare.com/files/1099333", "https://ndownloader.figshare.com/files/1099344", "https://ndownloader.figshare.com/files/1099347", "https://ndownloader.figshare.com/files/1099364"], "description"=>"<div><p>Background</p><p>Population-based studies provide the understanding of health-need required for effective public health policy and service-planning. Mental disorders are an important but, until recently, neglected agenda in global health. This paper reviews the coverage and limitations in global epidemiological data for mental disorders and suggests strategies to strengthen the data.</p><p>Methods</p><p>Systematic reviews were conducted for population-based epidemiological studies in mental disorders to inform new estimates for the global burden of disease study. Estimates of population coverage were calculated, adjusted for study parameters (age, gender and sampling frames) to quantify regional coverage.</p><p>Results</p><p>Of the 77,000 data sources identified, fewer than 1% could be used for deriving national estimates of prevalence, incidence, remission, and mortality in mental disorders. The two major limitations were (1) highly variable regional coverage, and (2) important methodological issues that prevented synthesis across studies, including the use of varying case definitions, the selection of samples not allowing generalization, lack of standardized indicators, and incomplete reporting. North America and Australasia had the most complete prevalence data for mental disorders while coverage was highly variable across Europe, Latin America, and Asia Pacific, and poor in other regions of Asia and Africa. Nationally-representative data for incidence, remission, and mortality were sparse across most of the world.</p><p>Discussion</p><p>Recent calls to action for global mental health were predicated on the high prevalence and disability of mental disorders. However, the global picture of disorders is inadequate for planning. Global data coverage is not commensurate with other important health problems, and for most of the world's population, mental disorders are invisible and remain a low priority.</p></div>", "links"=>[], "tags"=>["Clinical research design", "Systematic reviews", "epidemiology", "Epidemiological methods", "Survey methods", "Global health", "Mental health", "psychiatry", "Public health", "Health screening", "Research assessment", "Research validity"], "article_id"=>730138, "categories"=>["Medicine", "Science Policy"], "users"=>["Amanda J. Baxter", "George Patton", "Kate M. Scott", "Louisa Degenhardt", "Harvey A. Whiteford"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0065514.s001", "https://dx.doi.org/10.1371/journal.pone.0065514.s002", "https://dx.doi.org/10.1371/journal.pone.0065514.s003", "https://dx.doi.org/10.1371/journal.pone.0065514.s004", "https://dx.doi.org/10.1371/journal.pone.0065514.s005", "https://dx.doi.org/10.1371/journal.pone.0065514.s006"], "stats"=>{"downloads"=>67, "page_views"=>13, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Global_Epidemiology_of_Mental_Disorders_What_Are_We_Missing_/730138", "title"=>"Global Epidemiology of Mental Disorders: What Are We Missing?", "pos_in_sequence"=>0, "defined_type"=>4, "published_date"=>"2013-06-24 03:39:58"}

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Relative Metric

{"start_date"=>"2013-01-01T00:00:00Z", "end_date"=>"2013-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Medicine and health sciences", "average_usage"=>[264, 460, 584, 692, 794, 887, 978, 1067, 1154, 1241, 1328, 1408, 1474]}, {"subject_area"=>"/Medicine and health sciences/Public and occupational health", "average_usage"=>[291, 491, 610, 723, 817, 906, 991, 1071, 1153, 1238, 1324, 1411, 1478]}]}

F1000Prime