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1.
Am J Ind Med ; 2024 May 13.
Article in English | MEDLINE | ID: mdl-38738969

ABSTRACT

BACKGROUND: Hospital patient-care workers have high occupational injury rates. While physical hazards within hospital work environments are established determinants of injury, social exposures may also contribute. This study examined how reports of unfair treatment at work, a dimension of work-related experiences of discrimination, were associated with injury among hospital-based patient-care workers. METHODS: We used data from the Boston Hospital Workers Health Study, a longitudinal cohort of nurses and nursing assistants at two Boston-area hospitals. In 2018, we conducted a worker survey asking about three types of unfair treatment at work and occupational injuries during the past year. We used mixed-effects logistic regression models to evaluate associations between specific types, total load, and high-frequency exposure of unfair treatment with injury, adjusting for age, gender, race and ethnicity, job title, and unit type. RESULTS: Among 1001 respondents, 21% reported being humiliated in front of others at work, 28% reported being watched more closely than other workers, and 47% reported having to work twice as hard as others for the same treatment. For each type of unfair treatment, we observed a monotonic relationship with occupational injury wherein increasing frequency of exposure was associated with increased odds of injury. We also observed monotonic relationships between total load and high-frequency exposure to unfair treatment and odds of injury. CONCLUSIONS: Work-related unfair treatment is associated with injury among hospital workers. Programs and policies that focus on preventing unfair treatment may lessen injury burden in hospital workers.

2.
Article in English | MEDLINE | ID: mdl-37720934

ABSTRACT

INTRODUCTION: The interpersonal theory of suicide (IPTS) is used to evaluate suicide risk. Yet, it has not been sufficiently tested with ethnoracially minoritized youth. This study aimed to test whether thwarted belongingness (TB) and perceived burdensomeness (PB) were associated with passive suicide ideation (SI) among Latinx and Black youth. METHODS: Data were obtained from a cross-sectional study. Some youth participants were recruited from an ongoing NIMH study of depressed Black youth in schools (N = 20). The rest were participants in a supplemental study of non-depressed Latinx and Black youth in community agencies (N = 61). Multivariate logistic regression analyses were conducted to examine the relationships between passive SI and the IPTS constructs. RESULTS: Most participants identified as male (63.5%) and Latinx (59.5%), mean age 15.23 (SD = 1.4). Only TB remained significant when adjusting for age and gender, even after adding a measure of depression symptoms as a covariate. Notably, the interaction term (TBXPB) was not significantly associated with increased odds of passive SI in this sample. CONCLUSION: These findings confirm the importance of examining the IPTS constructs and their relationship to passive SI in diverse populations. The relationship between TB and SI in Latinx and Black youth suggests it may be an important target for suicide prevention.

3.
J Hosp Palliat Nurs ; 25(5): E85-E93, 2023 10 01.
Article in English | MEDLINE | ID: mdl-37402212

ABSTRACT

Palliative care teams are increasingly called up to manage chronic pain in cancer survivors. Chronic pain is common in cancer survivors and is heavily influenced by biopsychosocial factors. This study aimed to determine the relative contribution of unique cancer-specific psychosocial factors, pain catastrophizing, and multisite pain to the pain experience in 41 cancer survivors who completed curative cancer treatment. To test the research hypotheses, a series of nested linear regression models were used with likelihood ratio testing to test the individual and collective contribution of cancer-specific psychosocial factors (fear of cancer recurrence, cancer distress, cancer-related trauma), pain catastrophizing, and the number of pain sites on the pain experience. The results indicate pain catastrophizing and multisite pain explained a significant degree of variance in pain interference scores ( P < .001) and pain severity ( P = .005). Cancer-specific psychosocial factors did not significantly predict variability in pain interference ( P = .313) or pain severity ( P = .668) over and above pain catastrophizing and the number of sites of pain. In summary, pain catastrophizing and multisite pain contribute to the chronic cancer-related pain experienced by cancer survivors. Palliative care nurses are well positioned to improve chronic pain among cancer survivors by assessing and treating pain catastrophizing and multisite pain.


Subject(s)
Cancer Survivors , Chronic Pain , Neoplasms , Humans , Catastrophization/etiology , Catastrophization/psychology , Neoplasms/complications
4.
J Palliat Med ; 26(8): 1090-1099, 2023 08.
Article in English | MEDLINE | ID: mdl-36944115

ABSTRACT

Background: For many cancer survivors post-cure, chronic pain is a devastating complication of cancer treatment. The prevalence of chronic pain among cancer survivors is double that of the general population. However, little is known about the pain experience of cancer survivors who may have a different perspective than people with advanced cancer or people with noncancer pain. Objective: To understand the lived experience of chronic cancer-related pain in cancer survivors. Methods: We used a qualitative design with a descriptive phenomenological method to conduct in-depth interviews of 13 cancer survivors residing in the United States who completed curative cancer therapy, were at least three months from treatment, and experienced pain attributable to cancer. Data collection was focused on the lived experience and management of chronic cancer-related pain and a deep understanding of how the experience of chronic cancer-related pain shapes pain management choices. Results: The participants had a variety of primary cancer types and cancer pain syndromes. Three essential themes epitomized the experience of living with chronic cancer-related pain: invisible suffering at the cost of survival, an opioid paradox, and a lack of answers on what to expect and what might help. Conclusion and Implications: The results highlight an opportunity for pain self-management, education, and psychosocial interventions to optimize pain in cancer. Participants' experiences identify several opportunities to improve chronic cancer-related pain. Future efforts should prioritize access to multimodal pain treatments, high-quality communication, and expand clinicians' knowledge and skills to manage chronic pain.


Subject(s)
Cancer Pain , Cancer Survivors , Chronic Pain , Neoplasms , Humans , Chronic Pain/etiology , Chronic Pain/therapy , Cancer Pain/therapy , Pain Management/methods , Analgesics, Opioid , Neoplasms/complications
5.
J Marital Fam Ther ; 49(2): 317-332, 2023 Apr.
Article in English | MEDLINE | ID: mdl-36478392

ABSTRACT

Relationship health has a strong influence on physical and emotional health, and with reported rates of divorce at 40-50%, relationship health is a critical public health issue. Thus, it is important to identify mechanisms that encourage healthy relationship functioning. This study measures the impact of engaging in discussions of challenging relationship patterns, or Relationship Pattern Labeling (RPL). Such discussions are embedded in existing interventions, and yet there is no literature, to our knowledge, that examines the impact of these discussions independently. Our results indicate significant small increases in intimacy (p = 0.002), acceptance (p < 0.001), and relationship satisfaction (p = 0.003) when participants engaged in RPL. We present preliminary evidence that supports the current applications of RPL and indicates that it may be successfully extended into independent online interventions.


Subject(s)
Sexual Behavior , Sexual Partners , Humans , Sexual Behavior/psychology , Sexual Partners/psychology , Emotions , Personal Satisfaction , Mental Health , Interpersonal Relations
6.
Behav Med ; 49(2): 151-161, 2023.
Article in English | MEDLINE | ID: mdl-34791992

ABSTRACT

Although infants' sleep behaviors are shaped by their interactions with parents at bedtime, few tools exist to capture parents' sleep parenting practices. This study developed a Sleep Parenting Scale for Infants (SPS-I) and aimed to (1) explore and validate its factorial structure, (2) examine its measurement invariance across mothers and fathers, and (3) investigate its reliability and concurrent and convergent validity. SPS-I was developed via a combination of items modified from existing scales and the development of novel items. Participants included 188 mothers and 152 mother-father dyads resulting in 340 mothers and 152 fathers; about half were non-Hispanic white. Mothers and fathers completed a 14-item SPS-I for their 12-month-old infant. Exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) were used to explore and validate SPS-I's underlying structure. Multigroup CFA was used to examine measurement invariance across mothers and fathers. Reliability was examined using Cronbach's alpha. Concurrent validity was assessed using linear regressions examining associations between SPS-I factors and parent-reported infants nighttime sleep duration. Convergent validity was assessed using paired-sample t-tests to test whether the SPS-I subscale scores were similar between mothers and fathers in the same household. EFA and CFA confirmed a 3-factor, 12-item model: sleep routines, sleep autonomy, and screen media in the sleep environment. SPS-I was invariant across mothers and fathers and was reliable. Concurrent and convergent validity were established. SPS-I has good psychometric properties, supporting its use for characterizing sleep routines, sleep autonomy, and screen media in the sleep environment by mothers and fathers.Supplemental data for this article is available online at https://doi.org/10.1080/08964289.2021.2002799 .


Subject(s)
Parenting , Parents , Female , Humans , Infant , Male , Fathers , Mothers , Psychometrics/methods , Reproducibility of Results , Sleep , Surveys and Questionnaires
7.
Int J Nurs Sci ; 9(3): 321-327, 2022 Jul.
Article in English | MEDLINE | ID: mdl-35891914

ABSTRACT

Objective: To examine the resilience of parents of children with congenital heart disease and to investigate socio-demographic factors that may influence parents' resilience. Methods: This is a web-based survey study using a cross-sectional design. A purposive sampling method was utilized to recruit 515 parents who care for children with congenital heart disease. Resilience was assessed using the Dispositional Resilience Scale-Ⅱ. Based on expert-interviews, a questionnaire was designed to collect socio-demographic data. Descriptive statistics, factor analysis, and linear regressions were used to analyze data. Results: A total of 413 parents completed the survey study. The mean resilience score was 3.75 (SD = 0.61; range = 1.89-4.89) with higher scores indicating higher resilience. The linear regression models demonstrated that parents who had lower education levels and lower gross household income had lower resilience (P < 0.05). Conclusions: Parents reported resilience that reflected their ability to cope with stressful events and mitigate stressors associated with having and caring for children with congenital heart disease. Lower education levels and lower gross household income are associated with lower resilience. To increase parents' resilience, nursing practice and nurse-led interventions should target screening and providing support for parents at-risk for lower resilience. As lower education level and financial hardship are factors that are difficult to modify through personal efforts, charitable foundations, federal and state governments should consider programs that would provide financial and health literacy support for parents at-risk for lower resilience.

8.
Integr Cancer Ther ; 21: 15347354221089605, 2022.
Article in English | MEDLINE | ID: mdl-35446180

ABSTRACT

BACKGROUND: Fatigue and lymphatic pain are the most common and debilitating long-term adverse effects of breast cancer treatment. Fatigue and pain independently have negative effects on quality of life, physical functions, and cancer recurrence-free survival. The interactions between fatigue and pain may aggravate their negative effects. OBJECTIVES: Examine the effects of co-occurring fatigue and lymphatic pain on activities of daily living (ADLs), emotional distress, and overall health of breast cancer patients. METHODS: A cross-sectional and observational design was used to enroll 354 breast cancer patients. Valid and reliable instruments were used to assess fatigue, lymphatic pain, ADLs, emotional distress, and overall health. Descriptive statistics and multivariable regression models were used for data analysis. RESULTS: After controlling for demographic and clinical factors, patients with co-occurring fatigue and lymphatic pain had higher odds of having impaired ADLs (OR = 24.43, CI = [5.44-109.67], P < .001) and emotional distress (OR = 26.52, CI = [9.64-72.90], P < .001) compared to patients with only fatigue and only lymphatic pain. Patients with co-occurring fatigue and lymphatic pain had 179% increase in impaired ADL scores (B = 8.06, CI = [5.54-10.59]) and 211% increase in emotional distress scores (B = 9.17, CI = [5.52-12.83]) compared to those without co-occurring fatigue and lymphatic pain. Patients with co-occurring fatigue and lymphatic pain had a 34% decrease (B = -26.29, CI = [-31.90 to -20.69]) and patients with only fatigue had a 33% decrease in overall health scores (B = -25.74, 95% CI = [-34.14 to -17.33]), indicating poor overall health. CONCLUSIONS: Fatigue and lymphatic pain affected 66.4% of breast cancer patients. Findings from this study suggest that co-occurring fatigue and lymphatic pain have negative effects on breast cancer patients' ADLs, emotional distress, and overall health. The synergistic interactions between fatigue and lymphatic pain incrementally aggravated their negative effects on ADLs and emotional distress. Findings of the study highlight the need to evaluate the underlying mechanisms for co-occurring fatigue and lymphatic pain and develop interventions that target both fatigue and lymphatic pain to improve breast cancer patients' the quality of life.


Subject(s)
Breast Neoplasms , Psychological Distress , Activities of Daily Living , Breast Neoplasms/complications , Breast Neoplasms/psychology , Cross-Sectional Studies , Fatigue/etiology , Fatigue/therapy , Female , Humans , Pain , Quality of Life/psychology
9.
Lymphat Res Biol ; 20(5): 525-532, 2022 10.
Article in English | MEDLINE | ID: mdl-35089817

ABSTRACT

Background: Breast cancer survivors who report chronic pain in the affected ipsilateral upper limb or body are nearly twice as likely to develop lymphedema. Little is known about lymphatic pain, defined as co-occurring pain and swelling in the affected ipsilateral upper limb or body. The study aimed to examine the predictors and effects of lymphatic pain on breast cancer survivors' activities of daily living (ADLs). Materials and Methods: A sample of 568 patients was recruited in a metropolitan cancer center in the United States. Demographic and clinical data were collected. Body mass index (BMI) and limb volume were measured using infra-red perometer. Lymphatic pain and ADLs were measured by the Lymphedema and Breast Cancer Symptom Experience Index. Parametric and nonparametric tests and generalized linear models were used to analyze data. Results: Lymphatic pain affected 33% of survivors. Significant predictors of lymphatic pain included younger age, higher BMI, financial hardship, and a diagnosis of lymphedema. Patients with a diagnosis of lymphedema had 9.68 odds (confidence interval [CI]: 5.78-16.63; p < 0.001) and those with financial hardship had 4.64 odds (CI: 1.99-11.32; p = 0.001) of experiencing lymphatic pain. Patients with lymphatic pain had more impairments in ADLs (p < 0.001) compared to patients with only pain, only swelling, and no symptoms. Significantly more patients with lymphatic pain had a limb volume difference of >5% and >10% compared to patients with only pain and no symptom. Conclusion: This study is the first to report that in a large sample of patients, 33.1% experienced lymphatic pain and that lymphatic pain was associated with significant impairments in ADLs. Findings suggest that lymphatic pain may be due to abnormal accumulation of lymph fluid. Research is needed to ascertain the physiological mechanisms that underlie lymphatic pain and determine whether strategies to prevent and treat lymphedema can decrease lymphatic pain.


Subject(s)
Breast Neoplasms , Cancer Survivors , Lymphedema , Humans , Female , Breast Neoplasms/complications , Breast Neoplasms/therapy , Activities of Daily Living , Quality of Life , Lymphedema/diagnosis , Lymphedema/epidemiology , Lymphedema/etiology , Survivors , Pain/diagnosis , Pain/etiology
10.
JMIR Cancer ; 8(1): e29485, 2022 Jan 17.
Article in English | MEDLINE | ID: mdl-35037883

ABSTRACT

BACKGROUND: The-Optimal-Lymph-Flow (TOLF) is a patient-centered, web- and mobile-based mHealth system that delivers safe, easy, and feasible digital therapy of lymphatic exercises and limb mobility exercises. OBJECTIVE: The purpose of this randomized clinical trial (RCT) was to evaluate the effectiveness of the web- and mobile-based TOLF system for managing chronic pain and symptoms related to lymphedema. The primary outcome includes pain reduction, and the secondary outcomes focus on symptom relief, limb volume difference measured by infrared perometer, BMI, and quality of life (QOL) related to pain. We hypothesized that participants in the intervention group would have improved pain and symptom experiences, limb volume difference, BMI, and QOL. METHODS: A parallel RCT with a control-experimental, pre- and posttest, and repeated-measures design were used. A total of 120 patients were recruited face-to-face at the point of care during clinical visits. Patients were randomized according to pain in a 1:1 ratio into either the arm precaution (AP) control group to improve limb mobility and arm protection or The-Optimal-Lymph flow (TOLF) intervention group to promote lymph flow and limb mobility. Trial outcomes were evaluated at baseline and at week 12 after the intervention. Descriptive statistics, Fisher exact tests, Wilcoxon rank-sum tests, t test, and generalized linear mixed effects models were performed for data analysis. RESULTS: At the study endpoint of 12 weeks, significantly fewer patients in the TOLF intervention group compared with the AP control group reported chronic pain (45% [27/60] vs 70% [42/60]; odds ratio [OR] 0.39, 95% CI 0.17-0.90; P=.02). Patients who received the TOLF intervention were significantly more likely to achieve a complete reduction in pain (50% [23/46] vs 22% [11/51]; OR 3.56, 95% CI 1.39-9.76; P=.005) and soreness (43% [21/49] vs 22% [11/51]; OR 2.60, 95% CI 1.03-6.81; P=.03). Significantly lower median severity scores were found in the TOLF group for chronic pain (MedTOLF=0, IQR 0-1 vs MedAP=1, IQR 0-2; P=.02) and general bodily pain (MedTOLF=1, IQR=0-1.5 vs MedAP=1, IQR 1-3; P=.04). Compared with the AP control group, significantly fewer patients in the TOLF group reported arm/hand swelling (P=.04), heaviness (P=.03), redness (P=.03), and limited movement in shoulder (P=.02) and arm (P=.03). No significant differences between the TOLF and AP groups were found in complete reduction of aching (P=.12) and tenderness (P=.65), mean numbers of lymphedema symptom reported (P=.11), ≥5% limb volume differences (P=.48), and BMI (P=.12). CONCLUSIONS: The TOLF intervention had significant benefits for breast cancer survivors to manage chronic pain, soreness, general bodily pain, arm/hand swelling, heaviness, and impaired limb mobility. The intervention resulted in a 13% reduction (from 40% [24/60] to 27% [16/60]) in proportions of patients who took pain medications compared with the AP control group, which had a 5% increase (from 40% [24/60] to 45% [27/60]). A 12% reduction (from 27% [16/60] to 15% [9/60]) in proportions of patients with ≥5% limb volume differences was found in the TOLF intervention, while a 5% increase in the AP control group (from 40% [24/60] to 45% [27/60]) was found. In conclusion, the TOLF intervention can be a better choice for breast cancer survivors to reduce chronic pain and limb volume. TRIAL REGISTRATION: Clinicaltrials.gov NCT02462226; https://clinicaltrials.gov/ct2/show/NCT02462226. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.2196/resprot.5104.

11.
Biomedicines ; 9(7)2021 Jul 14.
Article in English | MEDLINE | ID: mdl-34356882

ABSTRACT

Lymphatic pain and swelling due to lymph fluid accumulation are the most common and debilitating long-term adverse effects of cancer treatment. This study aimed to quantify the effects of obesity on lymphatic pain, arm, and truncal swelling. Methods: A sample of 554 breast cancer patients were enrolled in the study. Body mass index (BMI), body fat percentage, and body fat mass were measured using a bioimpedance device. Obesity was defined as a BMI ≥ 30 kg/m2. The Breast Cancer and Lymphedema Symptom Experience Index was used to measure lymphatic pain, arm, and truncal swelling. Multivariable logistic regression models were used to estimate the odds ratio (OR) with 95% confidence interval (CI) to quantify the effects of obesity. Results: Controlling for clinical and demographic characteristics as well as body fat percentage, obesity had the greatest effects on lymphatic pain (OR 3.49, 95% CI 1.87-6.50; p < 0.001) and arm swelling (OR 3.98, 95% CI 1.82-4.43; p < 0.001). Conclusions: Obesity is a significant risk factor for lymphatic pain and arm swelling in breast cancer patients. Obesity, lymphatic pain, and swelling are inflammatory conditions. Future study should explore the inflammatory pathways and understand the molecular mechanisms to find a cure.

12.
Integr Cancer Ther ; 20: 15347354211026757, 2021.
Article in English | MEDLINE | ID: mdl-34160294

ABSTRACT

BACKGROUND: The-Optimal-Lymph-Flow (TOLF) intervention aims to promote lymph flow through therapeutic lymphatic exercises to relieve lymphatic pain, swelling, lymphedema symptoms, and to decrease lymph fluid levels among breast cancer survivors. To enhance the efficacy of the TOLF intervention, an innovative, intelligent, Kinect-enhanced lymphatic exercise intervention (Kinect-TOLF) was developed to teach patients to perform the lymphatic exercises correctly. OBJECTIVES: This feasibility trial aimed to determine the feasibility, usability, and effects of the Kinect-TOLF on lymphatic pain, swelling, lymphedema symptoms, and lymph fluid levels. METHODS: A single-arm feasibility trial with a pre- and post-test design was employed to recruit 30 breast cancer survivors with persistent lymphatic pain or swelling. Patients received a single training session to learn how to perform the lymphatic exercises using the Kinect-TOLF program. Descriptive statistics, Wilcoxon signed-rank tests, t-test, Spearman's rank correlation coefficients, linear regressions, and Cohen's d were performed for data analysis. Qualitative data were assessed for common themes. RESULTS: The Kinect-TOLF was effective in training patients to perform the lymphatic exercises correctly with high user satisfaction. Significant reductions were found in scores of lymphatic pain (MedΔ = -1.00, CI = [-1.5, -0.1], P = .004), arm/hand swelling (MedΔ = -1.00, CI = [-1.5, -0.5], P = .004), total swelling (MedΔ = -1.5, CI = [-2.0, -1.0], P = .003), number of lymphedema symptoms (MΔ = -3.8, CI = [-5.5, -2.1], P < .001), and lymphedema symptom severity (MΔ = -5.3, CI = [-9.5, -1.1], P = .016). A significant reduction in lymph fluid levels was found in mean L-Dex scores (MΔ = -2.68, CI = [-4.67, -0.69], P = .010). Greater decrease in mean L-Dex scores were found in patients with abnormal lymph fluid levels (L-Dex ≥ 7.1) (MΔ = -5.19, CI = [-1.75, -8.63], P = .008). Patients' qualitative feedback supported the results of the study. CONCLUSIONS: The Kinect-TOLF is safe, feasible, and effective in reducing lymphatic pain, swelling, lymphedema symptoms, and in decreasing lymph fluid levels. Future research should focus on a randomized clinical trial to confirm the unique or synergistic efficacy of the Kinect-TOLF in comparison with current lymphedema treatment and other forms of exercises or movement therapy. This study was registered in ClinicalTrials.gov with US ClinicalTrials.gov Identifier: NCT03999177.


Subject(s)
Breast Neoplasms , Lymphedema , Edema , Exercise Therapy , Female , Humans , Lymphedema/therapy , Pain
13.
Ann Plast Surg ; 84(5S Suppl 4): S323-S328, 2020 05.
Article in English | MEDLINE | ID: mdl-32032108

ABSTRACT

BACKGROUND: Increasingly more nonbinary patients are obtaining better access for gender-affirming chest surgery (top surgery), representing an important subset of patients who undergo such surgery. OBJECTIVE: We review our experience at gender-affirming chest surgery in nonbinary versus transmasculine patients in an integrated health care setting. METHODS: We performed a retrospective study of nonbinary and transmasculine patients who underwent gender-affirming chest surgery from May 1, 2012, to December 27, 2017. RESULTS: There were 111 nonbinary patients and 665 transmasculine patients included in the final analyses. Nonbinary patients were more likely to seek more than 1 surgical consultations than transmasculine patients (24.3% vs 1.7%, respectively, P < 0.0001). More nonbinary patients (17.3%) indicated nipple sensation to be important relative to their transmasculine counterparts (0.4%, P < 0.0001). Fewer nonbinary patients were on testosterone before surgery (33.64%) in comparison to transmasculine patients (86.14%, P < 0.0001). When only prior reduction mammaplasty or top surgery were considered, nonbinary patients (8.1%) were more likely than transmasculine patients (3.5%) to have had a prior chest surgery. When evaluating patients who did not have prior chest surgery before undergoing top surgery at our institution (n = 721), rates of major complications, minor complications, as well as revisions, were comparable between nonbinary and transmasculine patients. CONCLUSIONS: This study demonstrated that more nonbinary patients requested nonflat chests relative to their transmasculine counterparts. Both groups in our sample displayed comparable rates of complications after top surgery.


Subject(s)
Mammaplasty , Sex Reassignment Surgery , Female , Humans , Nipples , Retrospective Studies , Thorax
14.
Behav Res Methods ; 52(5): 1836-1847, 2020 10.
Article in English | MEDLINE | ID: mdl-32043225

ABSTRACT

Longitudinal time use data afford the opportunity to study within- and between-individual differences, but can present challenges in data analysis. Often the response set includes a large number of zeros representing those who did not engage in the target behavior. Coupled with this is a continuous measure of time use for those who did engage. The latter is strictly positive and skewed to the right if relatively few individuals engage in the behavior to a greater extent. Data analysis is further complicated for repeated measures, because within-individual responses are typically correlated, and some respondents may have missing data. This combination of zeros and positive responses is characteristic of a type of semicontinuous data in which the response is equal to a discrete value and is otherwise continuous. Two-part models have been successfully applied to cross-sectional time use data when the research goals distinguish between a respondent's likelihood to engage in a behavior and the time spent conditional on any time being spent, as these models allow different covariates to relate to each distinct aspect of a behavior. Two-part mixed-effects models extend two-part models for analysis of longitudinal semicontinuous data to simultaneously address longitudinal decisions to engage in a behavior and time spent conditional on any time spent. Heterogeneity between and within individuals can be studied in unique ways. This paper presents applications of these models to daily diary data to study individual differences in time spent relaxing or engaged in leisure activities for an adult sample.


Subject(s)
Models, Statistical , Research Design , Adult , Behavior , Cross-Sectional Studies , Humans
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