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Beauchamp G, Hosek S, Donnell DJ, Chan KCG, Flaherty BP, Anderson PL, Dye BJ, Mgodi N, Bekker LG, Delany-Moretlwe S, Celum C. Development of a tool to assess HIV prevention readiness of adolescent girls and young women in HPTN 082 study. PLoS One 2023; 18:e0281728. [PMID: 36827440 PMCID: PMC9956790 DOI: 10.1371/journal.pone.0281728] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 01/25/2023] [Indexed: 02/26/2023] Open
Abstract
BACKGROUND African adolescent girls and young women (AGYW) represent a large proportion of new HIV infections, a priority population for pre-exposure prophylaxis (PrEP), but adherence remains a challenge. A reliable, valid readiness tool would help identify AGYW motivated to take PrEP who need adherence support. METHODS In the HPTN 082 open-label PrEP study (2016-2019), South African and Zimbabwean women ages 16-25 were administered an HIV prevention readiness measure (HPRM). The 25 items in the HPRM included medication beliefs, connection with care, disclosure of PrEP use, social support, and housing stability using a 5-point Likert scale. Exploratory factor analysis (EFA) using polychoric correlations, scale reliability, and predictive validity were performed on data from 315 participants who responded to all items. We assessed the predictive value of HPRM scores with PrEP adherence, defined as tenofovir-diphosphate (TFV-DP) concentrations in dried blood spots, as a continuous measure and dichotomized as high PrEP adherence (≥700 fmol/punch). RESULTS EFA yielded 23 items with three subscales: self-efficacy (16 items), PrEP disclosure (4 items), and social support (3 items). Cronbach's α ranged from 0.71 to 0.92 for the overall scale and the subscales. The average overall scale and the subscales were predictive of 3-month PrEP adherence for TFV-DP concentrations: for each unit increase of the HPRM score, TFV-DP concentration increased by 103 fmol/punch (95% CI: 16, 189, p = 0.02); the highest HPRM score equated with 608 fmol/punch on average. For the self-efficacy subscale, TFV-DP increased by 90 fmol/punch (95% CI: 7, 172, p = 0.03); PrEP disclosure, 68 fmol/punch (95% CI: 19, 117 p = 0.01); and social support, 58fmol/punch (95% CI: 2, 113, p = 0.04). Higher PrEP disclosure suggests high adherence (OR 1.36, 95% CI: 1.00, 1.86, p = 0.05) and predicted persistent high adherence at both months three and six (OR: 1.50, 95% CI: 1.03, 2.21, p = 0.04). CONCLUSIONS The HPRM scale overall and the subscales individually demonstrated good internal consistency among African young women. PrEP disclosure subscale exhibiting significant association with persistent high PrEP adherence is an important finding for PrEP adherence support programs. Future work will assess replicability and expand self-efficacy and social-support subscales after item revision. TRIAL REGISTRATION ClinicalTrials.gov NCT02732730.
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Affiliation(s)
- Geetha Beauchamp
- Department of Health Systems and Population Health, University of Washington, Seattle, Washington, United States of America
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
| | - Sybil Hosek
- Department of Psychiatry, Stroger Hospital of Cook County, Chicago, Illinois, United States of America
| | - Deborah J. Donnell
- Department of Health Systems and Population Health, University of Washington, Seattle, Washington, United States of America
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
| | - Kwun C. G. Chan
- Department of Health Systems and Population Health, University of Washington, Seattle, Washington, United States of America
- Department of Biostatistics, University of Washington, Seattle, Washington, United States of America
| | - Brian P. Flaherty
- Department of Psychology, University of Washington, Seattle, Washington, United States of America
| | - Peter L. Anderson
- Department of Pharmaceutical Sciences, University of Colorado-Anschutz Medical Campus, Aurora, Colorado, United States of America
| | - Bonnie J. Dye
- FHI 360, Durham, North Carolina, United States of America
| | - Nyaradzo Mgodi
- University of Zimbabwe Clinical Trials Research Centre, Harare, Zimbabwe
| | - Linda-Gail Bekker
- The Desmond Tutu HIV Centre, University of Cape Town, Cape Town, South Africa
| | - Sinead Delany-Moretlwe
- Wits RHI, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Connie Celum
- Departments of Global Health, Medicine, and Epidemiology, University of Washington, Seattle, Washington, United States of America
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Arnett AB, McGrath LM, Flaherty BP, Pennington BF, Willcutt E. Heritability and Clinical Characteristics of Neuropsychological Profiles in Youth With and Without Elevated ADHD Symptoms. J Atten Disord 2022; 26:1422-1436. [PMID: 35102766 PMCID: PMC9283222 DOI: 10.1177/10870547221075842] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVE In the last decade, there has been an increase in research that aims to parse heterogeneity in attention deficit hyperactivity disorder (ADHD). The current study tests heritability of latent class neuropsychological subtypes. METHOD Latent class analysis was used to derive subtypes in a sample of school-age twins (N = 2,564) enriched for elevated ADHD symptoms. RESULTS Five neuropsychological profiles replicated across twin 1 and twin 2 datasets. Latent class membership was heritable overall, but heritability varied by profile and was lower than heritability of ADHD status. Variability in neuropsychological performance across domains was the strongest predictor of elevated ADHD symptoms. Neuropsychological profiles showed distinct associations with age, psychiatric symptoms and reading ability. CONCLUSION Neuropsychological profiles are associated with unique neurocognitive presentations, but are not strong candidate endophenotypes for ADHD diagnosis.
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Affiliation(s)
- Anne B. Arnett
- Division of Developmental Medicine, Boston Children’s Hospital, Brookline, MA
| | | | | | | | - Erik Willcutt
- Department of Psychology and Neuroscience, University of Colorado at Boulder, Boulder, CO
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO
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Arnett AB, Flaherty BP. A framework for characterizing heterogeneity in neurodevelopmental data using latent profile analysis in a sample of children with ADHD. J Neurodev Disord 2022; 14:45. [PMID: 35922762 PMCID: PMC9351075 DOI: 10.1186/s11689-022-09454-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Accepted: 07/24/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Heterogeneity in neurodevelopmental disorders, and attention deficit hyperactivity disorder (ADHD) in particular, is increasingly identified as a barrier to identifying biomarkers and developing standards for clinical care. Clustering analytic methods have previously been used across a variety of data types with the goal of identifying meaningful subgroups of individuals with ADHD. However, these analyses have often relied on algorithmic approaches which assume no error in group membership and have not made associations between patterns of behavioral, neurocognitive, and genetic indicators. More sophisticated latent classification models are often not utilized in neurodevelopmental research due to the difficulty of working with these models in small sample sizes. METHODS In the current study, we propose a framework for evaluating mixture models in sample sizes typical of neurodevelopmental research. We describe a combination of qualitative and quantitative model fit evaluation procedures. We test our framework using latent profile analysis (LPA) in a case study of 120 children with and without ADHD, starting with well-understood neuropsychological indicators, and building toward integration of electroencephalogram (EEG) measures. RESULTS We identified a stable five-class LPA model using seven neuropsychological indicators. Although we were not able to identify a stable multimethod indicator model, we did successfully extrapolate results of the neuropsychological model to identify distinct patterns of resting EEG power across five frequency bands. CONCLUSIONS Our approach, which emphasizes theoretical as well as empirical evaluation of mixture models, could make these models more accessible to clinical researchers and may be a useful approach to parsing heterogeneity in neurodevelopmental disorders.
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Affiliation(s)
- Anne B Arnett
- Division of Developmental Medicine, Boston Children's Hospital, Boston, MA, 02115, USA. .,Department of Pediatrics, Harvard Medical School, Boston, MA, USA.
| | - Brian P Flaherty
- Department of Psychology, University of Washington, Seattle, WA, USA
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Cumbe VFJ, Muanido AG, Turner M, Ramiro I, Sherr K, Weiner BJ, Flaherty BP, Sharma M, Faduque F, Xerinda ER, Wagenaar BH. Systems analysis and improvement approach to optimize outpatient mental health treatment cascades in Mozambique (SAIA-MH): study protocol for a cluster randomized trial. Implement Sci 2022; 17:37. [PMID: 35668423 PMCID: PMC9169330 DOI: 10.1186/s13012-022-01213-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2022] [Accepted: 05/15/2022] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Significant investments are being made to close the mental health (MH) treatment gap, which often exceeds 90% in many low- and middle-income countries (LMICs). However, limited attention has been paid to patient quality of care in nascent and evolving LMIC MH systems. In system assessments across sub-Saharan Africa, MH loss-to-follow-up often exceeds 50% and sub-optimal medication adherence often exceeds 60%. This study aims to fill a gap of evidence-based implementation strategies targeting the optimization of MH treatment cascades in LMICs by testing a low-cost multicomponent implementation strategy integrated into routine government MH care in Mozambique. METHODS Using a cluster-randomized trial design, 16 clinics (8 intervention and 8 control) providing primary MH care will be randomized to the Systems Analysis and Improvement Approach for Mental Health (SAIA-MH) or an attentional placebo control. SAIA-MH is a multicomponent implementation strategy blending external facilitation, clinical consultation, and provider team meetings with system-engineering tools in an overall continuous quality improvement framework. Following a 6-month baseline period, intervention facilities will implement the SAIA-MH strategy for a 2-year intensive implementation period, followed by a 1-year sustainment phase. Primary outcomes will be the proportion of all patients diagnosed with a MH condition and receiving pharmaceutical-based treatment who achieve functional improvement, adherence to medication, and retention in MH care. The Consolidated Framework for Implementation Research (CFIR) will be used to assess determinants of implementation success. Specific Aim 1b will include the evaluation of mechanisms of the SAIA-MH strategy using longitudinal structural equation modeling as well as specific aim 2 estimating cost and cost-effectiveness of scaling-up SAIA-MH in Mozambique to provincial and national levels. DISCUSSION This study is innovative in being the first, to our knowledge, to test a multicomponent implementation strategy for MH care cascade optimization in LMICs. By design, SAIA-MH is a low-cost strategy to generate contextually relevant solutions to barriers to effective primary MH care, and thus focuses on system improvements that can be sustained over the long term. Since SAIA-MH is integrated into routine government MH service delivery, this pragmatic trial has the potential to inform potential SAIA-MH scale-up in Mozambique and other similar LMICs. TRIAL REGISTRATION ClinicalTrials.gov; NCT05103033 ; 11/2/2021.
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Affiliation(s)
- Vasco F J Cumbe
- Provincial Health Directorate, Sofala Province, Ministry of Health, Beira, Mozambique.
- Faculty of Medicine, Eduardo Mondlane University, Maputo, Mozambique.
- Department of Psychiatry, Beira Central Hospital, Beira, Mozambique.
| | | | - Morgan Turner
- Department of Global Health, University of Washington, Seattle, WA, USA
| | | | - Kenneth Sherr
- Department of Global Health, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Industrial & Systems Engineering, University of Washington, Seattle, WA, USA
| | - Bryan J Weiner
- Department of Global Health, University of Washington, Seattle, WA, USA
| | - Brian P Flaherty
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Monisha Sharma
- Department of Global Health, University of Washington, Seattle, WA, USA
| | - Flávia Faduque
- Provincial Health Directorate, Manica Province, Ministry of Health, Chimoio, Mozambique
| | | | - Bradley H Wagenaar
- Department of Global Health, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
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Korhonen CJ, Flaherty BP, Wahome E, Macharia P, Musyoki H, Battacharjee P, Kimani J, Doshi M, Mathenge J, Lorway RR, Sanders EJ, Graham SM. Validity and reliability of the Neilands sexual stigma scale among Kenyan gay, bisexual, and other men who have sex with men. BMC Public Health 2022; 22:754. [PMID: 35421967 PMCID: PMC9009048 DOI: 10.1186/s12889-022-13066-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Accepted: 03/18/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
We evaluated the validity and reliability of the Neilands sexual stigma scale administered to 871 gay, bisexual, and other men who have sex with men (GBMSM) at two research locations in Kenya.
Methods
Using cross-validation, exploratory factor analysis (EFA) was performed on a randomly selected subset of participants and validated using confirmatory factor analysis (CFA) on the remaining participants. Associations of the initial and final stigma scale factors with depressive symptoms, alcohol use, and other substance use were examined for the entire dataset.
Results
EFA produced a two-factor scale of perceived and enacted stigma. The CFA model fit to the two-factor scale was improved after removing three cross-loaded items and adding correlated errors (chi-squared = 26.5, df 17, p = 0.07). Perceived stigma was associated with depressive symptoms (beta = 0.34, 95% CI 0.24, 0.45), alcohol use (beta = 0.14, 95% CI 0.03, 0.25) and other substance use (beta = 0.19, 95% CI 0.07, 0.31), while enacted stigma was associated with alcohol use (beta = 0.17, 95% CI 0.06, 0.27).
Conclusions
Our findings suggest enacted and perceived sexual stigma are distinct yet closely related constructs among GBMSM in Kenya and are associated with poor mental health and substance use.
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Ostermann J, Flaherty BP, Brown DS, Njau B, Hobbie AM, Mtuy TB, Masnick M, Mühlbacher AC, Thielman NM. What factors influence HIV testing? Modeling preference heterogeneity using latent classes and class-independent random effects. J Choice Model 2021; 40:100305. [PMID: 35422879 PMCID: PMC9007550 DOI: 10.1016/j.jocm.2021.100305] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Efforts to eliminate the HIV epidemic will require increased HIV testing rates among high-risk populations. To inform the design of HIV testing interventions, a discrete choice experiment (DCE) with six policy-relevant attributes of HIV testing options elicited the testing preferences of 300 female barworkers and 440 male Kilimanjaro mountain porters in northern Tanzania. Surveys were administered between September 2017 and July 2018. Participants were asked to complete 12 choice tasks, each involving first- and second-best choices from 3 testing options. DCE responses were analyzed using a random effects latent class logit (RELCL) model, in which the latent classes summarize common participant preference profiles, and the random effects capture additional individual-level preference heterogeneity with respect to three attribute domains: (a) privacy and confidentiality (testing venue, pre-test counseling, partner notification); (b) invasiveness and perceived accuracy (method for obtaining the sample for the HIV test); and (c) accessibility and value (testing availability, additional services provided). The Bayesian Information Criterion indicated the best model fit for a model with 8 preference classes, with class sizes ranging from 6% to 19% of participants. Substantial preference heterogeneity was observed, both between and within latent classes, with 12 of 16 attribute levels having positive and negative coefficients across classes, and all three random effects contributing significantly to participants' choices. The findings may help identify combinations of testing options that match the distribution of HIV testing preferences among high-risk populations; the methods may be used to systematically design heterogeneity-focused interventions using stated preference methods.
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Affiliation(s)
- Jan Ostermann
- Department of Health Services Policy & Management, University of South Carolina, 915 Greene Street, Columbia, SC, USA
- South Carolina Smart State Center for Healthcare Quality, University of South Carolina, Columbia, SC, USA
- Duke Global Health Institute, Duke University, Durham, NC, USA
- Center for Health Policy & Inequalities Research, Duke University, Durham, NC, USA
| | - Brian P. Flaherty
- Center for Health Policy & Inequalities Research, Duke University, Durham, NC, USA
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Derek S. Brown
- Center for Health Policy & Inequalities Research, Duke University, Durham, NC, USA
- Brown School, Washington University in St. Louis, St. Louis, MO, USA
| | - Bernard Njau
- Kilimanjaro Christian Medical Centre, Moshi, Tanzania
| | - Amy M. Hobbie
- Duke Global Health Institute, Duke University, Durham, NC, USA
- Center for Health Policy & Inequalities Research, Duke University, Durham, NC, USA
| | - Tara B. Mtuy
- Kilimanjaro Christian Medical Centre, Moshi, Tanzania
- Department of Global Health and Development, London School of Hygiene and Tropical Medicine, London, UK
| | | | - Axel C. Mühlbacher
- Center for Health Policy & Inequalities Research, Duke University, Durham, NC, USA
- Institut Gesundheitsökonomie und Medizinmanagement, Hochschule Neubrandenburg, Neubrandenburg, Germany
- Department of Population Health Sciences, Duke University, Durham, NC, USA
| | - Nathan M. Thielman
- Duke Global Health Institute, Duke University, Durham, NC, USA
- Center for Health Policy & Inequalities Research, Duke University, Durham, NC, USA
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Flaherty BP, Scheier LM. Modeling Behavior as Dynamic Sequential States: Introduction to the Special Issue. Eval Health Prof 2021; 44:3-8. [PMID: 33538184 DOI: 10.1177/0163278720985917] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
This special issue of Evaluation and The Health Professions focuses on applications and extensions of latent transition analysis (LTA), a longitudinal parameterization of the latent class (LC) model. LTA is a model of discrete or qualitative change over time among potentially complex states (e.g., patterns of recent drug use or abuse experiences), commonly referred to as latent classes, latent profiles, or latent statuses. Frequently, researchers will distinguish the term "classes" for cross-sectional studies and with LTA use "statuses" to indicate the concept of "dynamic change" with individuals shifting in their response patterns and associated statuses over time. It goes without saying that LTA models are underutilized, although quite flexible. This special issue showcases articles that apply LTA and extend the capabilities of this approach to modeling discrete change in new ways.
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Affiliation(s)
- Brian P Flaherty
- Quantitative Psychology, 7284University of Washington, Seattle, WA, USA
| | - Lawrence M Scheier
- LARS Research Institute, Inc, Scottsdale, AZ, USA.,Prevention Strategies, Greensboro, NC, USA
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Abstract
The shifting nature of employment in recent decades has not been adequately examined from a public health perspective. To that end, traditional models of work and health research need to be expanded to include the relational and contractual aspects of employment that also affect health. We examine the association of three health outcomes with different types of employment in the contemporary U.S. labor market, as measured by a multidimensional construct of employment quality (EQ) derived from latent class analysis. We find that EQ is associated with self-rated health, mental health, and occupational injury. Further, we explore three proposed mediating mechanisms of the EQ-health relationship (material deprivation, employment-related stressors, and occupational risk factors), and find each to be supported by these data.
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Affiliation(s)
- Trevor Peckham
- environmental and occupational health sciences and clinical instructor in health services at the University of Washington
| | - Kaori Fujishiro
- epidemiologist at the National Institute for Occupational Safety and Health
| | - Anjum Hajat
- epidemiology at the University of Washington
| | | | - Noah Seixas
- environmental and occupational health sciences at the University of Washington
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Roberts ST, Flaherty BP, Deya R, Masese L, Ngina J, McClelland RS, Simoni J, Graham SM. Patterns of Gender-Based Violence and Associations with Mental Health and HIV Risk Behavior Among Female Sex Workers in Mombasa, Kenya: A Latent Class Analysis. AIDS Behav 2018; 22:3273-3286. [PMID: 29603110 PMCID: PMC6146064 DOI: 10.1007/s10461-018-2107-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
Gender-based violence (GBV) is common among female sex workers (FSWs) and is associated with multiple HIV risk factors, including poor mental health, high-risk sexual behavior, and sexually transmitted infections (STIs). Prior studies have focused on GBV of one type (e.g. physical or sexual) or from one kind of perpetrator (e.g., clients or regular partners), but many FSWs experience overlapping types of violence from multiple perpetrators, with varying frequency and severity. We examined the association between lifetime patterns of GBV and HIV risk factors in 283 FSWs in Mombasa, Kenya. Patterns of GBV were identified with latent class analysis based on physical, sexual, or emotional violence from multiple perpetrators. Cross-sectional outcomes included depressive symptoms, post-traumatic stress disorder (PTSD) symptoms, disordered alcohol and other drug use, number of sex partners, self-reported unprotected sex, prostate-specific antigen (PSA) in vaginal secretions, and a combined unprotected sex indicator based on self-report or PSA detection. We also measured HIV/STI incidence over 12 months following GBV assessment. Associations between GBV patterns and each outcome were modeled separately using linear regression for mental health outcomes and Poisson regression for sexual risk outcomes. Lifetime prevalence of GBV was 87%. We identified 4 GBV patterns, labeled Low (21% prevalence), Sexual (23%), Physical/Moderate Emotional (18%), and Severe (39%). Compared to women with Low GBV, those with Severe GBV had higher scores for depressive symptoms, PTSD symptoms, and disordered alcohol use, and had more sex partners. Women with Sexual GBV had higher scores for disordered alcohol use than women with Low GBV, but similar sexual risk behavior. Women with Physical/Moderate Emotional GBV had more sex partners and a higher prevalence of unprotected sex than women with Low GBV, but no differences in mental health. HIV/STI incidence did not differ significantly by GBV pattern. The prevalence of GBV was extremely high in this sample of Kenyan FSWs, and different GBV patterns were associated with distinct mental health and sexual risk outcomes. Increased understanding of how health consequences vary by GBV type and severity could lead to more effective programs to reduce HIV risk in this vulnerable population.
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Affiliation(s)
- Sarah T Roberts
- Women's Global Health Imperative, RTI International, 351 California St, Ste 500, San Francisco, CA, 94104, USA.
| | - Brian P Flaherty
- Department of Psychology, University of Washington, Seattle, WA, USA
| | - Ruth Deya
- Institute of Tropical and Infectious Diseases, University of Nairobi, Nairobi, Kenya
| | - Linnet Masese
- Department of Global Health, University of Washington, Seattle, WA, USA
| | - Jacqueline Ngina
- Department of Global Health, University of Washington, Seattle, WA, USA
| | - R Scott McClelland
- Institute of Tropical and Infectious Diseases, University of Nairobi, Nairobi, Kenya
- Department of Global Health, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Jane Simoni
- Department of Psychology, University of Washington, Seattle, WA, USA
- Department of Global Health, University of Washington, Seattle, WA, USA
| | - Susan M Graham
- Institute of Tropical and Infectious Diseases, University of Nairobi, Nairobi, Kenya
- Department of Global Health, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
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Staples JM, Neilson EC, George WH, Flaherty BP, Davis KC. A descriptive analysis of alcohol behaviors across gender subgroups within a sample of transgender adults. Addict Behav 2018; 76:355-362. [PMID: 28903090 DOI: 10.1016/j.addbeh.2017.08.017] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2017] [Revised: 06/10/2017] [Accepted: 08/17/2017] [Indexed: 12/27/2022]
Abstract
OBJECTIVE Transgender (trans) adults are identified as an at-risk group for problem alcohol use. Descriptive empirical data examining alcohol behaviors among trans adults is limited. The present study investigates alcohol behaviors - quantity, frequency, alcohol-related problems, and drinking to cope motives - across sex assigned at birth, gender expression, and gender identity subgroups within a sample of trans adults. METHOD A total of 317 trans participants were recruited to complete a cross-sectional battery of online measures assessing alcohol use behaviors, alcohol-related problems, and drinking to cope. Gender identity was assessed through two methods: (1) an open-ended question in which participants wrote-in their primary gender identity; and (2) participants rated the extent to which they identified with 14 gender identity categories. RESULTS This sample had high rates of alcohol use, alcohol-related problems, and drinking to cope motives relative to the general population. Significant and meaningful differences in drinking frequency, alcohol-related problems and drinking motives were found according to gender expression, but not sex assigned at birth or gender identity. CONCLUSIONS Future work should examine alcohol behaviors among trans individuals, including investigation of predictors and causal pathways, to inform prevention and intervention work aimed at reducing trans people's risk for alcohol-related problems.
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Affiliation(s)
- Jennifer M Staples
- University of Washington, Department of Psychology, Box 351525, Seattle, WA 98195, United States.
| | - Elizabeth C Neilson
- University of Washington, Department of Psychology, Box 351525, Seattle, WA 98195, United States.
| | - William H George
- University of Washington, Department of Psychology, Box 351525, Seattle, WA 98195, United States.
| | - Brian P Flaherty
- University of Washington, Department of Psychology, Box 351525, Seattle, WA 98195, United States.
| | - Kelly Cue Davis
- College of Nursing and Health Innovation, Arizona State University, 500 N. 3rd Street, Phoenix, AZ 85004, United States.
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Abstract
BACKGROUND Latino smokers are a rising public health concern who experience elevated tobacco-related health disparities. PURPOSE Additional information on Latino smoking is needed to inform screening and treatment. ANALYSIS Latent class analysis using smoking frequency, cigarette preferences, onset, smoking duration, cigarettes per day, and minutes to first cigarette was used to create multivariate latent smoking profiles for Latino men and women. RESULTS Final models found seven classes for Latinas and nine classes for Latinos. Despite a common finding in the literature that Latino smokers are more likely to be low-risk intermittent smokers, the majority of classes for both males and females described patterns of high-risk daily smoking. Gender variations in smoking classes were noted. CONCLUSIONS Several markers of smoking risk were identified among both male and female Latino smokers, including long durations of smoking, daily smoking, and preference for specialty cigarettes, all factors associated with long-term health consequences.
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Affiliation(s)
- Allison N Kristman-Valente
- Social Development Research Group, University of Washington, Box 358734 9725, Third Ave NE, Suite 401, Seattle, WA, 98115, USA.
| | - Brian P Flaherty
- Department of Psychology, University of Washington, Box 351525, Seattle, WA, 98195, USA.
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Cumsille P, Darling N, Flaherty BP, Martínez ML. Chilean adolescents’ beliefs about the legitimacy of parental authority: Individual and age-related differences. International Journal of Behavioral Development 2016. [DOI: 10.1177/0165025406063554] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Individual and age-related differences in the patterning of adolescents’ beliefs about the legitimacy of parental authority were examined in a sample of 3425 Chilean adolescents (Mage = 15.0). During early, middle, and late adolescence, three analogous patterns of beliefs about the legitimacy of parental authority were identified using latent class analysis (LCA). Youth in the Parental Control class ceded parents legitimate control over issues in the multi-faceted and prudential domains and were relatively likely to cede parental control over the personal domain. Those in the Shared Control class differentiated the prudential from other domains. Those in the Personal Control class denied parents legitimate authority over issues in all domains. Within analogous classes, younger adolescents were more likely to grant parents legitimate authority than older adolescents. Results are consistent with prior research documenting age-related differences, but raise important questions about the normative nature of age-related change in legitimacy beliefs. The advantages of studying sub-groups and variability in the patterning of legitimacy beliefs are discussed.
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Huh D, Flaherty BP, Simoni JM. Optimizing the analysis of adherence interventions using logistic generalized estimating equations. AIDS Behav 2012; 16:422-31. [PMID: 21553253 DOI: 10.1007/s10461-011-9955-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Interventions aimed at improving HIV medication adherence could be dismissed as ineffective due to statistical methods that are not sufficiently sensitive. Cross-sectional techniques such as t tests are common to the field, but potentially inaccurate due to increased risk of chance findings and invalid assumptions of normal distribution. In a secondary analysis of a randomized controlled trial, two approaches using logistic generalized estimating equations (GEE)-planned contrasts and growth curves-were examined for evaluating percent adherence data. Results of the logistic GEE approaches were compared to classical analysis of variance (ANOVA). Robust and bootstrapped estimation was used to obtain empirical standard error estimates. Logistic GEE with either planned contrasts or growth curves in combination with robust standard error estimates was superior to classical ANOVA for detecting intervention effects. The choice of longitudinal model led to key differences in inference. Implications and recommendations for applied researchers are discussed.
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Flaherty BP. Latent class and mixture models' potential contributions to understanding connections between menthol and other cigarette smoking characteristics. Addiction 2010; 105 Suppl 1:11-2. [PMID: 21059132 PMCID: PMC3148182 DOI: 10.1111/j.1360-0443.2010.03207.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Brian P Flaherty
- University of Washington, Department of Psychology, Box 351525, Seattle, WA 98195, USA.
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Abstract
Developmental research often involves studying change across 2 or more processes or constructs simultaneously. A natural question in this work is whether change in these 2 processes is related or independent. Associative latent transition analysis (ALTA) was designed to test hypotheses about the degree to which change in 2 discrete latent variables is related. The ALTA model is a type of latent class model, which is a categorical latent variable model based on categorical indicators. In the ALTA approach, level and change on 1 variable is predicted by level and change in another. Two types of hypotheses are discussed: (a) broad hypotheses of dependence between the 2 discrete latent variables and (b) targeted hypotheses comparing specific patterns of change between levels of the discrete variables. Both types of hypotheses are tested via nested model comparisons. Analyses of relations between psychological state and substance use illustrate the model. Recent psychological state and recent substance use were found to be associated cross-sectionally and longitudinally, implying that change in recent substance use was related to change in recent psychological state.
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Affiliation(s)
- Brian P Flaherty
- Department of Psychology, University of Washington, Seatle, WA 98195-1525, USA.
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Colder CR, Lloyd-Richardson EE, Flaherty BP, Hedeker D, Segawa E, Flay BR. The natural history of college smoking: trajectories of daily smoking during the freshman year. Addict Behav 2006; 31:2212-22. [PMID: 16616816 DOI: 10.1016/j.addbeh.2006.02.011] [Citation(s) in RCA: 52] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2005] [Revised: 02/09/2006] [Accepted: 02/17/2006] [Indexed: 11/15/2022]
Abstract
Although the initiation of cigarette use typically occurs prior to age 18, there is evidence for considerable change in smoking behavior after this age. College may be a particularly important period to study smoking because it is a time when adolescents transition into a new social context where substance use is normative. Using a longitudinal design, daily assessments of smoking were collected during the entire first year of college for a large cohort of freshman (N=496). Findings suggested a weekly cycle of smoking such that the probability of smoking was much higher on weekends (Friday and Saturday) than on remaining days of the week. In addition to this weekly cycle, there was an overall trend for smoking to decline over the course of the year. Substantial individual variability in levels of smoking was observed. These findings provide new insights into college smoking, and have implications for assessment, policy, intervention, and future directions for research.
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Affiliation(s)
- Craig R Colder
- University at Buffalo, State University of New York 14260-4110, USA.
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Hofer SM, Flaherty BP, Hoffman L. Cross-Sectional Analysis of Time-Dependent Data: Mean-Induced Association in Age-Heterogeneous Samples and an Alternative Method Based on Sequential Narrow Age-Cohort Samples. Multivariate Behav Res 2006; 41:165-87. [PMID: 26782909 DOI: 10.1207/s15327906mbr4102_4] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
The effect of time-related mean differences on estimates of association in cross-sectional studies has not been widely recognized in developmental and aging research. Cross-sectional studies of samples varying in age have found moderate to high levels of shared age-related variance among diverse age-related measures. These findings may be misleading because high levels of association between time-dependent processes can result simply from average population age differences and not necessarily from associations between individual "rates of aging." This is demonstrated both analytically and in a simulation involving cross-sectional sampling of individual trajectories. An alternative cross-sectional narrow age-cohort design is shown to provide a useful alternative for evaluating the interdependence of time-related processes.
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Lanza ST, Collins LM, Schafer JL, Flaherty BP. Using data augmentation to obtain standard errors and conduct hypothesis tests in latent class and latent transition analysis. Psychol Methods 2005; 10:84-100. [PMID: 15810870 DOI: 10.1037/1082-989x.10.1.84] [Citation(s) in RCA: 35] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Latent class analysis (LCA) provides a means of identifying a mixture of subgroups in a population measured by multiple categorical indicators. Latent transition analysis (LTA) is a type of LCA that facilitates addressing research questions concerning stage-sequential change over time in longitudinal data. Both approaches have been used with increasing frequency in the social sciences. The objective of this article is to illustrate data augmentation (DA), a Markov chain Monte Carlo procedure that can be used to obtain parameter estimates and standard errors for LCA and LTA models. By use of DA it is possible to construct hypothesis tests concerning not only standard model parameters but also combinations of parameters, affording tremendous flexibility. DA is demonstrated with an example involving tests of ethnic differences, gender differences, and an Ethnicity x Gender interaction in the development of adolescent problem behavior.
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Affiliation(s)
- Stephanie T Lanza
- The Methodology Center, Pennsylvania State University, State College, PA 16801, USA.
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O'Connor RJ, Kozlowski LT, Flaherty BP, Edwards BQ. Most smokeless tobacco use does not cause cigarette smoking: results from the 2000 National Household Survey on Drug Abuse. Addict Behav 2005; 30:325-36. [PMID: 15621403 DOI: 10.1016/j.addbeh.2004.05.020] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Those who either never progress from smokeless tobacco (SLT) to smoking or smoked before using SLT logically cannot have smoking caused by SLT use. The prevalence of such use permits strong inferences about the overall importance of the potential causal effects of SLT on cigarette smoking. We found that the majority of SLT ever users (66%) in the 2000 National Household Survey on Drug Abuse (NHSDA) were noncausal users. For these individuals, SLT use cannot have caused them to smoke. We also compared our results in 2000 with a similar sample in 1987, using current SLT users only. Potentially, the causal uses of SLT were in the minority and had not increased significantly over time (24% in 1987 to 29% in 2000, P>.05). Logistic models showed that, when noncausal users were removed, SLT was a minor predictor of current smoking. This is likely due to linked experimentation. We argue that that the majority of SLT use cannot cause smoking, such that SLT effects on smoking initiation are minimal at best. Policy implications of these findings are discussed.
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Affiliation(s)
- Richard J O'Connor
- Department of Biobehavioral Health, Pennsylvania State University, 315 East Health and Human Development, University Park, PA 16802, USA
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O'Connor RJ, Flaherty BP, Quinio Edwards B, Kozlowski LT. Regular smokeless tobacco use is not a reliable predictor of smoking onset when psychosocial predictors are included in the model. Nicotine Tob Res 2003; 5:535-43. [PMID: 12959791 DOI: 10.1080/1462220031000118676] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Tomar analyzed the CDC's Teenage Attitudes and Practices Survey (TAPS) and reported smokeless tobacco may act as a starter product for or gateway to cigarettes. Regular smokeless tobacco users at baseline were said to be 3.45 times more likely than never users of smokeless tobacco to become cigarette smokers after 4 years (95% CI=1.84-6.47). However, this analysis did not take into account well-known psychosocial predictors of smoking initiation. We reanalyzed TAPS to assess whether including psychosocial predictors of smoking affected the smokeless tobacco gateway effect. Experimenting with smoking, OR=2.09 (95% CI=1.51-2.90); below average school performance, OR=9.32 (95% CI=4.18-20.77); household members smoking, OR=1.49 (95% CI=1.13-1.95); frequent depressive symptoms, OR=2.19 (95% CI=1.25-3.84); fighting, OR=1.48 (95% CI=1.08-2.03); and motorcycle riding, OR=1.42 (95% CI=1.06-1.91) diminished the effect of both regular, OR=1.68 (95% CI=.83-3.41), and never regular smokeless tobacco use, OR=1.41 (95% CI=.96-2.05), to be statistically unreliable. Analyzing results from a sample of true never smokers (never a single puff) showed a similar pattern of results. Our results indicate that complex multivariate models are needed to evaluate recruitment to smoking and single factors that are important in that process. Tomar's analysis should not be used as reliable evidence that smokeless tobacco may be a starter product for cigarettes.
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Affiliation(s)
- Richard J O'Connor
- Department of Biobehavioral Health, Pennsylvania State University, University Park, PA 16802, USA
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Kozlowski LT, O'Connor RJ, Edwards BQ, Flaherty BP. Most smokeless tobacco use is not a causal gateway to cigarettes: using order of product use to evaluate causation in a national US sample. Addiction 2003; 98:1077-85. [PMID: 12873242 DOI: 10.1046/j.1360-0443.2003.00460.x] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
AIMS To evaluate non-causal and causal patterns of smokeless tobacco (SLT) and cigarette use; to assess the prevalence of 'non-gateway' and possible 'gateway' patterns of SLT use. DESIGN AND SETTING Data from the Cancer Control Supplement to the 1987 National Health Interview Survey, a representative survey of non-institutionalized adults in the United States. From reported age at first use, participants were categorized by type and sequence of tobacco product use. SUDAAN 8.0.1 was used for statistical analyses. PARTICIPANTS Males aged 18-34 (n = 3454), weighted to provide estimates of the US population. A subsample of males aged 23-34 (n = 2614) was analyzed to minimize the possibility of future product switching. MEASUREMENTS Smoking status, smokeless tobacco (snuff, chewing tobacco, both) use status, age at regular use of cigarettes, age at first use of smokeless tobacco. FINDINGS Of those 23-34-year-olds who had ever used SLT with or without cigarettes, 77.2% (95% CI: 71.3, 83.3) were classifiable as non-gateway users in that 35.0% (95% CI: 29.9, 40.1) had only used SLT and 42.2% (95% CI: 36.8, 47.7) had used cigarettes first. Cigarette use in younger cohorts was less common, despite increased SLT use. Those who used cigarettes before moist snuff were 2.1 times more likely to have quit smoking (95% CI 1.21,6.39) than cigarette-only users. CONCLUSIONS The large majority of SLT users are non-gateway users. Causal gateway effects should be of minor concern for policy. SLT may be more likely to prevent smoking than cause it.
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Affiliation(s)
- Lynn T Kozlowski
- Department of Biobehavioral Health, Pennsylvania State University, PA, USA.
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Collins LM, Flaherty BP, Colby SM. Measurement and design issues in tobacco and drug use research. Drug Alcohol Depend 2002; 68 Suppl 1:S1-2. [PMID: 12324170 DOI: 10.1016/s0376-8716(02)00197-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Abstract
This article illustrates the use of the latent class model to identify classes of individuals and to assess the psychometric reliability of categorical items. The latent class model is a categorical latent variable model used to identify homogeneous classes of respondents such that class membership accounts for item responses. The assessment of measurement reliability comes directly from the estimates of the model. Although not based on classical test theory, the reliability assessment procedures described here answer the same question-that is, how consistent or dependable is measurement? The goal is to identify reliable indicators of a characteristic by examining measurement error and the inter-relatedness of the items. Methods for estimating the reliability of individual items as well as sets of items are presented. These methods are illustrated with data on cigarette smoking from a national sample of adolescents. By using the procedures described here, researchers are able to determine: (1). which classes of people are measured well and which are not; (2). which items perform well and which do not; and (3). whether items need to be altered or added in order to measure and identify particular classes better.
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Affiliation(s)
- Brian P Flaherty
- The Pennsylvania State University, S-159 Henderson Building, University Park, PA 16802, USA.
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Hofer SM, Sliwinski MJ, Flaherty BP. Understanding Ageing: Further Commentary on the Limitations of Cross-Sectional Designs for Ageing Research. Gerontology 2002. [DOI: 10.1159/000048920] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
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Abstract
OBJECTIVE To examine the progression of tobacco use and the patterns of comorbidity of tobacco use and psychiatric disorders. METHOD The authors conducted analyses of prospective and retrospective reports, collected from 1988 to 1998, of a sample of high- and low-risk youths identified on the basis of the presence or absence of a parental history of substance abuse or dependence. RESULTS A parental history of substance use disorders was associated with regular tobacco use and nicotine dependence, but not with experimentation for all youths. Individual and composite psychiatric diagnoses were strongly associated with nicotine dependence, but not with regular use or experimentation. While the presence of an affective disorder and drug abuse/dependence generally increased the risk for co-occurring nicotine dependence, analyses based on the temporal onset of disorders showed that it was the initiation of alcohol or drug use that predicted the progression to nicotine dependence. For low-risk youths, oppositional defiant disorder was the single psychiatric risk factor that predicted the transition to nicotine dependence. CONCLUSIONS This study adds to the accumulating evidence that has implicated comorbid psychiatric disorders in the etiology and subsequent course of nicotine dependence. In addition, family history may represent an important indicator of an increased risk for nicotine dependence.
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Affiliation(s)
- L C Dierker
- Wesleyan University, Department of Psychology, Middletown, CT 06459, USA.
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Abstract
Patterns of time use are tangible representations of individual identity and the meaning of age groups in the life course. How do young people allocate their time to multiple domains of involvement, including the school, workplace, family, and peer group? Drawing on longitudinal data from the Youth Development Study (N = 1,010), a person-centered analytic strategy was used to describe configurations of time use through the high school years. Over half of the students were engaged in many domains, although a substantial percentage of students focused their time on one or two domains outside the school. Students who were highly engaged in multiple domains tended to remain so across grade levels, whereas students focused on one or two domains frequently changed their commitments. Plans for school, grade point average, future orientations that emphasize marriage and good citizenship, and gender significantly predicted time-use patterns. These findings elucidate connections among school, work, and other contexts through the high school years.
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Affiliation(s)
- M J Shanahan
- Human Development & Family Studies, Pennsylvania State University, University Park 16802-6504, USA.
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Abstract
OBJECTIVE To examine the relation between metabolic control and self-assessed quality of life in adolescents with IDDM. RESEARCH DESIGN AND METHODS The Diabetes Quality of Life (DQOL) questionnaire for youths was given to 69 subjects with IDDM aged 10-20 years at the time of their outpatient visit. Subjects with IDDM of < 1 year's duration or with documented psychotic disorder or mental retardation were excluded. Metabolic control was assessed by the mean HbA1c during the preceding year (long-term), by a single HbA1c at the time of the visit (short-term), and by the number of acute events related to IDDM in the preceding year. RESULTS The DQOL score correlated with mean HbA1c (beta = 6.13, R2 = 0.22, P = 0.0122) and single HbA1c (beta = 3.94, R2 = 0.18, P = 0.05). Self-health assessment was the best predictor of DQOL score (beta = -44.42, R2 = 0.45, P < 0.0001). The Worries subscale score on DQOL correlated with the occurrence of acute events (beta = 6.97, R2 = 0.2, P = 0.006), but did not correlate with either HbA1c level. Correlations of mean HbA1c with the predictors were stronger than the correlations of single HbA1c with the same predictors. CONCLUSIONS Metabolic control and quality of life are two important outcomes of IDDM care. In our study, adolescents in better metabolic control report better quality of life. Both components need to be addressed in developing successful diabetes treatment strategies for adolescents with IDDM.
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Affiliation(s)
- I Guttmann-Bauman
- Division of Pediatric Endocrinology and Diabetes, Mount Sinai School of Medicine, New York, New York 10029, USA
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Abstract
The present article provides an alternative framework for evaluating mediated relationships. From this perspective. a mediated process is a chain reaction, beginning with an independent variable that affects a mediator that in turn affects an outcome. The definition of mediation offered here, presented for stage sequences, states three conditions for establishing mediation: (a) the independent variable affects the probability of the sequence no mediator to mediator to outcome; (b) the independent variable affects the probability of a transition into the mediator stage; (c) the mediator affects the probability of a transition into the outcome stage at every level of the independent variable. This definition of mediation is compared and contrasted with the well-known definition of mediation for continuous variables discussed in Baron and Kenny (1986), Judd and Kenny (1981), and Kenny, Kashy, and Bolger (1997). The definition presented in this article emphasizes the intraindividual, time-ordered nature of mediation.
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Corcos DM, Agarwal GC, Flaherty BP, Gottlieb GL. Organizing principles for single-joint movements. IV. Implications for isometric contractions. J Neurophysiol 1990; 64:1033-42. [PMID: 2230915 DOI: 10.1152/jn.1990.64.3.1033] [Citation(s) in RCA: 51] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
1. Normal human subjects made isometric pulse and step contractions about the elbow to visually defined target torques of different amplitudes and at different rates. We measured joint torque and electromyograms (EMG) from two agonist and two antagonist muscles. 2. When the task specification requires that the subject explicitly alter the rate at which torque is increased, the rates of rise of the agonist and antagonist EMG bursts covary with the rate of rise of the torque. For pulses of torque the duration of motoneuron excitation varies with the duration of the task-defined contractile event. 3. When a subject is asked to generate torques of different amplitudes without specifying a time interval, torque amplitude is positively correlated with how long, and therefore how high, the EMG rose. Subjects usually proportionately covary the strength of the agonist and antagonist contractions but are not constrained to do so. Some subjects use a strategy of varying the antagonist inversely with the agonist contraction. 4. We extend the organizing principles for the control of movement about a single joint to the control of isometric torque. These rules state that control of torque about a single joint is exercised by one of two strategies: the speed-sensitive strategy modulates the rate at which contraction rises by varying the intensity of motoneuron-pool excitation. The speed-insensitive strategy varies the duration over which contraction rises but does not change the rate. These two respective patterns of torque emerge from pulse-height and pulse-width modulation of motoneuron-pool excitation. 5. The rules defining speed-sensitive and speed-insensitive strategies for movements are broadened for isometric contractions because of the wider range of torque patterns that we observe under these conditions. We propose a step-excitation component for prolonged isometric step contractions and slowly rising ramp patterns of excitation for contractions that develop over several hundreds of milliseconds. 6. The choice of strategies is based on task-specific torque requirements. The same two strategies that control torque to produce movement apply to the control of isometric torque. Unlike movements, however, isometric tasks are more often controlled by a blending of the two patterns. Possible reasons for this are discussed.
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Affiliation(s)
- D M Corcos
- Department of Physical Education, University of Illinois, Chicago 60680
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