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1.
Prev Med Rep ; 36: 102507, 2023 Dec.
Article in English | MEDLINE | ID: mdl-38116260

ABSTRACT

Weight loss is critical to reduce diabetes risk. Diabetes Prevention Programs (DPPs) are effective for weight loss, although less is known about digital DPPs. This study explores the association between Brook+, a 52-week digital DPP, and weight loss. This longitudinal observational study uses a sample of 5,516 private, Medicare, and Medicaid health insurance members from Western New York enrolled into Brook+ between December 2020 and December 2022. We used multivariable generalized linear regression models to estimate the association between completion of the Brook+ program, overall and stratified by health insurance type, and 5% weight loss using odds ratios (OR) and 95% confidence intervals (CI), adjusted for age and gender. We also estimated average weight loss from baseline associated with high engagement with the program using adjusted linear regression models. In the pooled sample, those who completed the Brook + program had 21% increased odds of 5% weight loss (OR = 1.21 95% CI: (1.02 - 1.44)). Among users enrolled in private, Medicare, and Medicaid health insurance, program completion was associated with 21%, 33%, and 13% increased odds of 5% weight loss, compared to those who did not complete Brook+. Interacting with health coaches, increased physical activity, and meal logging were all significant predictors of weight loss. Our results suggest that digital DPPs are promising for large-scale diabetes prevention via weight loss and lifestyle change.

2.
Psychiatr Rehabil J ; 40(3): 266-275, 2017 09.
Article in English | MEDLINE | ID: mdl-28368138

ABSTRACT

OBJECTIVE: This purpose of this study was to describe and demonstrate CrossCheck, a multimodal data collection system designed to aid in continuous remote monitoring and identification of subjective and objective indicators of psychotic relapse. METHOD: Individuals with schizophrenia-spectrum disorders received a smartphone with the monitoring system installed along with unlimited data plan for 12 months. Participants were instructed to carry the device with them and to complete brief self-reports multiple times a week. Multimodal behavioral sensing (i.e., physical activity, geospatials activity, speech frequency, and duration) and device use data (i.e., call and text activity, app use) were captured automatically. Five individuals who experienced psychiatric hospitalization were selected and described for instructive purposes. RESULTS: Participants had unique digital indicators of their psychotic relapse. For some, self-reports provided clear and potentially actionable description of symptom exacerbation prior to hospitalization. Others had behavioral sensing data trends (e.g., shifts in geolocation patterns, declines in physical activity) or device use patterns (e.g., increased nighttime app use, discontinuation of all smartphone use) that reflected the changes they experienced more effectively. CONCLUSION: Advancements in mobile technology are enabling collection of an abundance of information that until recently was largely inaccessible to clinical research and practice. However, remote monitoring and relapse detection is in its nascence. Development and evaluation of innovative data management, modeling, and signal-detection techniques that can identify changes within an individual over time (i.e., unique relapse signatures) will be essential if we are to capitalize on these data to improve treatment and prevention. (PsycINFO Database Record


Subject(s)
Medical Informatics Applications , Monitoring, Ambulatory/methods , Psychotic Disorders/diagnosis , Schizophrenia/diagnosis , Smartphone , Telemedicine/methods , Adult , Female , Hospitalization , Humans , Male , Monitoring, Ambulatory/instrumentation , Motor Activity/physiology , Psychotic Disorders/therapy , Recurrence , Schizophrenia/therapy , Spatial Analysis , Speech/physiology , Telemedicine/instrumentation , Young Adult
3.
Am J Emerg Med ; 34(6): 975-9, 2016 Jun.
Article in English | MEDLINE | ID: mdl-26994681

ABSTRACT

BACKGROUND: Recent advances in post-cardiac arrest (CA) care including therapeutic hypothermia (TH) have improved survival and favorable neurologic outcomes for survivors of CA. Survivors often present with deep coma and lack of brainstem reflexes, which are generally associated with adverse outcomes in many disease processes. Little is known regarding the role of initial emergency department (ED) neurological examination and its potential for prognostication. OBJECTIVES: The purpose of this study is to determine if components of a standardized neurologic examination are reliable prognosticators in patients recently resuscitated from CA. We hypothesize that lack of neurologic function does not reliably predict an adverse outcome and, therefore, should not be used to determine eligibility for TH. METHODS: A standardized neurologic examination was performed in the ED on a prospective, convenience cohort of post-CA patients presenting to a CA resuscitation center who would undergo a comprehensive postarrest care pathway that included TH. Data such as prior sedation or active neuromuscular blockade were documented to evaluate for the presence of possible confounders. Examination findings were then compared with hospital survival and neurologic outcome at discharge as defined by the cerebral performance category (CPC) score as documented in the institutional TH registry. RESULTS: Forty-nine subjects were enrolled, most of whom presented comatose with a Glasgow Coma Scale of 3 (n=41, 83.7%). Nineteen subjects (38.8%) had absence of all examination findings, of which 4 of 19 (21.1%) survived to hospital discharge. Of those with at least 1 positive examination finding, 13 of 30 subjects (43.3%) survived to hospital discharge. Subgroup analysis showed that 9 of the 19 patients with absence of brainstem reflexes did not have evidence of active neuromuscular blockade at the time of the examination; 2 of 9 (22.1%) survived to hospital discharge. Eight of these subjects in this group had not received any prior sedation; 1 of 8 (12.5%) survived to hospital discharge. Only 1 of the 17 subjects who survived was discharged with poor neurologic function with a CPC score=3, whereas all others who survived had good neurologic function, CPC score=1. CONCLUSION: In this cohort of patients treated in a comprehensive postarrest care pathway that included TH, absence of neurologic function on initial ED presentation was not reliable for prognostication. Given these findings, clinicians should refrain from using the initial ED neurological examination to guide the aggressiveness of care or in counseling of family members regarding anticipated outcome.


Subject(s)
Heart Arrest/complications , Heart Arrest/therapy , Hypothermia, Induced , Neurologic Examination , Aged , Cohort Studies , Emergency Service, Hospital , Female , Glasgow Coma Scale , Heart Arrest/mortality , Hospitalization , Humans , Male , Middle Aged , Reproducibility of Results , Treatment Outcome
4.
J Am Coll Health ; 59(3): 224-7, 2010.
Article in English | MEDLINE | ID: mdl-21186454

ABSTRACT

UNLABELLED: Collegiate American football players may be at risk for cardiovascular disease. OBJECTIVE: to compare cardiovascular disease risk factors and cardiovascular structure and function parameters of football players, stratified by position, to a group of sedentary, nonathletes. PARTICIPANTS: twenty-six collegiate football players and 13 nonathletes participated in this study. METHODS: blood pressures, anthropometrics, and blood chemistries were obtained and analyzed using standardized procedures. Resting echocardiography was used to evaluate cardiac morphology and function. Brachial artery flow-mediated dilation was assessed using high-resolution ultrasonography. RESULTS: the prevalence of the metabolic syndrome was significantly higher amongst the linemen compared to the skill-position players (46% versus 0%, p < .05). Mildly abnormal wall thickness was noted in 20% of the football players. No significant differences in vascular function were observed between the groups. CONCLUSIONS: the increased prevalence of the metabolic syndrome and its components in the collegiate linemen may increase cardiovascular disease risk.


Subject(s)
Cardiovascular Diseases/epidemiology , Football , Metabolic Syndrome/epidemiology , Universities , Brachial Artery , Cardiovascular Diseases/diagnostic imaging , Cross-Sectional Studies , Humans , Male , Metabolic Syndrome/diagnostic imaging , Overweight/complications , Overweight/epidemiology , Risk Assessment , Risk Factors , Students , Ultrasonography , United States/epidemiology , Young Adult
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