Current challenges and opportunities in active and passive data collection for mobile health sensing: a scoping review.

Objective: Mobile and ubiquitous devices enable health data collection "in a free-living environment" to support applications such as remote patient monitoring and adaptive digital interventions using machine learning (ML). Despite their potential, significant data collection challenges persist, including issues related to user compliance with reporting data, passive data consistency, and authorization. This scoping review identifies and analyzes these challenges, focusing on barriers to effective data collection.

Comparing the Accuracy of Different Wearable Activity Monitors in Patients With Lung Cancer and Providing Initial Recommendations: Protocol for a Pilot Validation Study.

Background: Wearable activity monitors (WAMs) provide insights into physical activity (PA) and are widely used in behavioral interventions and cancer survivorship research. However, validation studies of wearable devices in populations with cancer are scarce, and existing studies using activity monitors in patients with cancer lack standardization. This gap is particularly significant in patients with lung cancer (LC), who often experience unique mobility challenges and gait impairments that may affect device accuracy.

Monitoring Substance Use with Fitbit Biosignals: A Case Study on Training Deep Learning Models Using Ecological Momentary Assessments and Passive Sensing.

Substance use disorders affect 17.3% of Americans. Digital health solutions that use machine learning to detect substance use from wearable biosignal data can eventually pave the way for real-time digital interventions.

Fusing Wearable Biosensors with Artificial Intelligence for Mental Health Monitoring: A Systematic Review.

The development of digital instruments for mental health monitoring using biosensor data from wearable devices can enable remote, longitudinal, and objective quantitative benchmarks. To survey developments and trends in this field, we conducted a systematic review of artificial intelligence (AI) models using data from wearable biosensors to predict mental health conditions and symptoms. Following PRISMA guidelines, we identified 48 studies using a variety of wearable and smartphone biosensors including heart rate, heart rate variability (HRV), electrodermal activity/galvanic skin response (EDA/GSR), and digital proxies for biosignals such as accelerometry, location, audio, and usage metadata.

Pancreatic Cancer Patients Supportive Care Needs: A Qualitative Analysis.

Objective: Pancreatic cancer (PaCa) patients face a 5-year survival rate of just 13%. Most patients present with unresectable disease and endure aggressive treatments with significant chronic and debilitating side effects. PaCa patients also experience significant unmet supportive care needs (e.

Analysis of Physical Activity Using Wearable Health Technology in US Adults Enrolled in the All of Us Research Program: Multiyear Observational Study.

Background: To date, no studies have examined adherence to the 2018 Physical Activity Guidelines for Americans (PAGA) in real-world longitudinal settings using objectively measured activity monitoring data. This study addresses this gap by using commercial activity monitoring (Fitbit) data from the All of Us dataset.

Objective: The primary objectives were to describe the prevalence of adherence to the 2018 PAGA and identify associated sociodemographic determinants.

Design Guidelines for Improving Mobile Sensing Data Collection: Prospective Mixed Methods Study.

Background: Machine learning models often use passively recorded sensor data streams as inputs to train machine learning models that predict outcomes captured through ecological momentary assessments (EMA). Despite the growth of mobile data collection, challenges in obtaining proper authorization to send notifications, receive background events, and perform background tasks persist.

Objective: We investigated challenges faced by mobile sensing apps in real-world settings in order to develop design guidelines.

Effects of a culturally tailored patient navigation program on unmet supportive care needs in Hispanic/Latino cancer survivors: A randomized controlled trial.

Background: Patient navigation (PN) is a promising yet underused approach to address Hispanic/Latino (H/L) cancer survivors' unmet supportive care needs. The authors conducted a randomized trial to evaluate the effect of a culturally tailored PN program with the LIVESTRONG Foundation's Cancer Navigation Services (PN-LCNS) on reducing unmet needs in H/L survivors.

Methods: From 2012 to 2015 at two US sites, 288 H/L survivors diagnosed with breast, prostate, or colorectal cancer were randomized to a PN-LCNS program or to standard PN.

Testing the feasibility of mobile ecological momentary assessment for symptom burden and management among metastatic cancer patients.

Background: Individuals who have metastatic cancer experience substantial physical and psychological distress (e.g., pain, depression, anxiety) from their disease and its treatment compared to patients with less advanced disease.

Comorbidity burden and health-related quality of life in men with advanced prostate cancer.

Purpose: Identifying clinically relevant comorbidities and their effect on health-related quality of life (HRQoL) outcomes among men with advanced prostate cancer (APC) can inform patient care and improve outcomes; however, this is poorly understood. The aim of this observational study was to examine the prevalence of comorbidities, and the relationship of comorbidity burden to HRQoL and other patient-reported outcomes (PROs) among men with APC.

Methods: Participants were 192 men (average age 68.

Physical Fitness Among Adolescents Who are Hispanic With Overweight or Obesity.

Purpose: To describe cardiorespiratory, strength, muscular endurance, and flexibility fitness outcomes in a sample of adolescents who are Hispanic aged 11 to 15 years with overweight or obesity, stratified by age and sex.

Methods: The sample included 280 adolescents (mean age: 13.0 ± 0.

Impact of Acculturation on Cancer Prevention Dietary Patterns among Hispanic Families with a High Prevalence of Obesity.

This study aimed to 1) examine the relationship between dietary intake and cancer prevention nutrition recommendations among Hispanic families, 2) differences in daily dietary intake by acculturation category and nativity (US born vs non-US born) status. Baseline data was used from a randomized clinical trial evaluating the efficacy of an obesity preventive intervention in Hispanic youth. Participants were 280 Hispanic parents (11.

Who benefits from an eHealth-based stress management intervention in advanced prostate cancer? Results from a randomized controlled trial.

Objective: Conduct a secondary analysis to examine the effects of a tablet-delivered, group-based cognitive-behavioral stress management (CBSM) intervention for reducing symptom burden among men with advanced prostate cancer (APC) and elevated baseline levels of symptom burden.

Methods: A total of 192 men with APC were randomized to either a CBSM or a health promotion condition and followed for one year. Six analytical samples were included in our study, each including participants who reported elevated levels of burden for the corresponding outcome at baseline.

An Adapted Cognitive Behavioral Stress and Self-management Intervention for Sexual Minority Men Living With HIV and Cancer Using the SmartManage eHealth Platform: Protocol and Study Design.

Background: Sexual minority men are disproportionately affected by HIV. Medical advances in HIV treatment have extended life expectancy, and as this group ages, medical and psychological challenges become more prominent. Older people with HIV experience a higher incidence of cancer and other comorbidities; these burdens along with sexual minority stress can strain coping resources and diminish health-related quality of life.

Examining the impact of 12-hour day and night shifts on nurses' fatigue: A prospective cohort study.

: Fatigue is prevalent among hospital nurses and has been linked to medical errors and decreased patient safety. However, little is known regarding the relationship between occupational physical activity, sedentary behavior, and fatigue. : To assess the impact of 12-hour shifts on nurses' fatigue and its relationship to occupational physical activity and sedentary behavior.

Intergenerational Determinants of Weight Status Concordance and Discordance in Parent/Adolescent Dyads from the Family Life, Activity, Sun, Health, and Eating Study.

Studies have shown that obesity (OB) has strong intergenerational linkages and tends to cluster in families, but there is a dearth of research examining the socioecological factors predictive of weight status concordance and discordance among parents and adolescents. We ran a stepwise multinomial logistic regression to assess for sociodemographic, individual-, and family-level predictors of four dyadic weight status groups using data from 1516 parent/adolescent dyads from the National Cancer Institute's Family Life, Activity, Sun, Health, and Eating Study. We categorized parent/adolescent dyads into one of four groups based on their BMI: (1) Healthy Weight Concordance (, both parent and adolescent in the normal weight range); (2) overweight (OW)/OB Concordance (, both parent and adolescent with OW or OB); (3) Discordance-Parent OW/OB (, parent with OW/OB and adolescent in the normal weight range); or (4) Discordance-Adolescent OW/OB (, adolescent with OW/OB and parent in the normal weight range).

Acute Effects of Interrupting Sitting on Discomfort and Alertness of Office Workers.

Objective: The aim of this study was to compare the effect of 4 hours of sitting interrupted with hourly bouts of standing and/or pedaling versus uninterrupted sitting on alertness and discomfort among sedentary office workers.

Methods: Fifteen middle-aged sedentary workers were randomized to three 4-hour conditions: (1) uninterrupted sitting; (2) sitting interrupted with 10 minutes of standing/hour; and (3) sitting interrupted with 10 minutes of pedaling/hour. Self-reported measures of alertness and discomfort were collected.

Workplace Strategies to Prevent Sitting-induced Endothelial Dysfunction.

Unlabelled: Prolonged sitting induces endothelial dysfunction in healthy young adults, which has been demonstrated to be offset by intermittent fidgeting and standing. No information exists on the effect of sitting and endothelial dysfunction in sedentary middle-age adults, and whether common workplace counterinterventions (i.e.

Learning to Stand: The Acceptability and Feasibility of Introducing Standing Desks into College Classrooms.

Prolonged sedentary behavior is an independent risk factor for multiple negative health outcomes. Evidence supports introducing standing desks into K-12 classrooms and work settings to reduce sitting time, but no studies have been conducted in the college classroom environment. The present study explored the acceptability and feasibility of introducing standing desks in college classrooms.