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1.
J Anim Sci ; 1022024 Jan 03.
Article in English | MEDLINE | ID: mdl-38902885

ABSTRACT

Breeding for phenotype in herding dogs (HDs) mainly relies on their performance in national field trial competitions, which has been shown to be inadequate for identifying HDs suited for real livestock farming conditions. In this study, a different field trial with a new scoring system consisting of 28 items to consider was designed to assess young HDs, the results of which culminated in a statement of adequate phenotype (AP) or non-adequate phenotype (NAP). An AP HD was defined as being able: to control the direction of a flock, to keep it grouped close to a handler when needed, to confront animals it is dealing with in a respectful manner, and able to create movement of the flock without excessive disturbance, threatening or attacking it through chasing, or uncontrolled biting. This innovative trial is composed of a pre-test (PT) and a test (T) phase. To evaluate its efficiency in detecting AP/NAP, 460 French Border Collies aged between 8 and 24 mo, underwent the trial. Its average duration (PT + T) was 3 min and 16 s (SD = 26 s). According to experts' assessments (Gold Standard), 16.5% of tested HD reached an AP score, and the Idele scoring system correctly identified 93.3% of them (sensitivity). Specificity and accuracy values were of 96.1% and 95.7%, respectively (P value < 0.0004). Recursive feature elimination identified 25 of the 118 features (categories of items) from the scoring system as significant predictors of AP/NAP. An AP HD was statistically defined as a dog who completed the PT and T phases, showed keenness, correct position in relation to the handler, and absence of prey drive. Four environmental effects significantly influenced AP/NAP: the field trial session, the owner's experience with HDs, the conditions of the HD's first contact with livestock, and the type of livestock with which the HD is accustomed to working (P-values <0.0005, <0.05, <0.05, and <0.007, respectively). Inter-evaluator agreement was substantial (0.70). The field trial proved to be a short, easily implemented, standardized, reproducible method for detecting AP/NAP. Hence, the field trial and its scoring system could provide a basis for a breeding program based on phenotype pending additional testing of HDs and genetic analyses.


Herding dogs are extremely useful in handling all types of livestock. They are selectively bred for success in herding dog competitions, but the abilities which that to success in these are not always the same as those needed on a farm. To produce efficient herding dogs, other abilities therefore needed to be tested, via new trials. So, a new field trial, with a specific scoring system, was set up and tried out using 460 young French Border Collies, with the aim of correctly assessing herding dogs that would be fully adapted to French farmers' needs. This corresponded to an "Adequate Phenotype". A herding dog with an adequate phenotype was defined as being able: to control the direction of a flock, to keep it grouped close to the handler when needed, to confront the animals it is dealing with in a respectful manner, and able to create movement of the flock without excessive disturbance, threatening or attacking through chasing or uncontrolled biting. The new protocol was found efficient in detecting such herding dogs. Moreover, it was easy to set up, short, standardized, and reproducible.


Subject(s)
Behavior, Animal , Animals , Dogs , Female , Male , Phenotype , Animal Husbandry/methods , Breeding
2.
Crit Care Explor ; 6(5): e1090, 2024 May.
Article in English | MEDLINE | ID: mdl-38736901

ABSTRACT

OBJECTIVES: To determine the impact of telementoring on caregiver performance during a high-fidelity medical simulation model (HFMSM) of a critically ill patient in a resource-limited setting. DESIGN: A two-center, randomized, controlled study using a HFMSM of a patient with community-acquired pneumonia complicated by acute respiratory distress syndrome. SETTING: A notional clinic in a remote location staffed by a single clinician and nonmedical assistant. PARTICIPANTS: Clinicians with limited experience managing critically ill patients. INTERVENTIONS: Telemedicine (TM) support. MEASUREMENTS: The primary outcome was clinical performance as measured by accuracy, reliability, and efficiency of care. Secondary outcomes were patient survival, procedural quality, subjective assessment of the HFMSM, and perceived workload. MAIN RESULTS: TM participants (N = 11) performed better than non-TM (NTM, N = 12) in providing expected care (accuracy), delivering care more consistently (reliability), and without consistent differences in efficiency (timeliness of care). Accuracy: TM completed 91% and NTM 42% of expected tasks and procedures. Efficiency: groups did not differ in the mean (± sd) minutes it took to obtain an advanced airway successfully (TM 15.2 ± 10.5 vs. NTM 22.8 ± 8.4, p = 0.10) or decompress a tension pneumothorax with a needle (TM 0.7 ± 0.5 vs. NTM 0.6 ± 0.9, p = 0.65). TM was slower than NTM in completing thoracostomy (22.3 ± 10.2 vs. 12.3 ± 4.8, p = 0.03). Reliability: TM performed 13 of 17 (76%) tasks with more consistent timing than NTM. TM completed 68% and NTM 29% of procedural quality metrics. Eighty-two percent of the TM participants versus 17% of the NTM participants simulated patients survived (p = 0.003). The groups similarly perceived the HFMSM as realistic, managed their patients with personal ownership, and experienced comparable workload and stress. CONCLUSIONS: Remote expertise provided with TM to caregivers in resource-limited settings improves caregiver performance, quality of care, and potentially real patient survival. HFMSM can be used to study interventions in ways not possible with real patients.


Subject(s)
Caregivers , Telemedicine , Humans , Telemedicine/methods , Caregivers/education , Caregivers/psychology , Male , Female , Adult , Clinical Competence , Respiratory Distress Syndrome/therapy , Middle Aged , Critical Illness , Reproducibility of Results , Pneumonia/therapy
3.
Sci Rep ; 14(1): 3375, 2024 02 09.
Article in English | MEDLINE | ID: mdl-38336943

ABSTRACT

Mobile phone applications ("apps") are potentially an effective, low-burden method to collect patient-reported outcomes outside the clinical setting. Using such apps consistently and in a timely way is critical for complete and accurate data capture, but no studies of concurrent reporting by cancer patient-caregiver dyads have been published in the peer-reviewed literature. This study assessed app engagement, defined as adherence, timing, and attrition with two smartphone applications, one for adult cancer patients and one for their informal caregivers. This was a single-arm, pilot study in which adult cancer patients undergoing IV chemotherapy or immunotherapy used the DigiBioMarC app, and their caregivers used the TOGETHERCare app, for approximately one month to report weekly on the patients' symptoms and wellbeing. Using app timestamp metadata, we assessed user adherence, overall and by participant characteristics. Fifty patient-caregiver dyads completed the study. Within the one-month study period, both adult cancer patients and their informal caregivers were highly adherent, with app activity completion at 86% for cancer patients and 84% for caregivers. Caregivers completed 86% of symptom reports, while cancer patients completed 89% of symptom reports. Cancer patients and their caregivers completed most activities within 48 h of availability on the app. These results suggest that the DigiBioMarC and TOGETHERCare apps can be used to collect patient- and caregiver-reported outcomes data during intensive treatment. From our research, we conclude that metadata from mobile apps can be used to inform clinical teams about study participants' engagement and wellbeing outside the clinical setting.


Subject(s)
Cell Phone , Mobile Applications , Neoplasms , Adult , Humans , Caregivers , Pilot Projects , Neoplasms/therapy
5.
J Med Internet Res ; 25: e49100, 2023 11 21.
Article in English | MEDLINE | ID: mdl-37988151

ABSTRACT

BACKGROUND: Timely collection of patient-reported outcomes (PROs) decreases emergency department visits and hospitalizations and increases survival. However, little is known about the outcome predictivity of unpaid informal caregivers' reporting using similar clinical outcome assessments. OBJECTIVE: The aim of this study is to assess whether caregivers and adults with cancer adhered to a planned schedule for electronically collecting patient-reported outcomes (PROs) and if PROs were associated with future clinical events. METHODS: We developed 2 iPhone apps to collect PROs, one for patients with cancer and another for caregivers. We enrolled 52 patient-caregiver dyads from Kaiser Permanente Northern California in a nonrandomized study. Participants used the apps independently for 4 weeks. Specific clinical events were obtained from the patients' electronic health records up to 6 months following the study. We used logistic and quasi-Poisson regression analyses to test associations between PROs and clinical events. RESULTS: Participants completed 97% (251/260) of the planned Patient-Reported Outcomes Common Terminology Criteria for Adverse Events (PRO-CTCAE) surveys and 98% (254/260) of the Patient-Reported Outcomes Measurement Information System (PROMIS) surveys. PRO-CTCAE surveys completed by caregivers were associated with patients' hospitalizations or emergency department visits, grade 3-4 treatment-related adverse events, dose reductions (P<.05), and hospice referrals (P=.03). PROMIS surveys completed by caregivers were associated with hospice referrals (P=.02). PRO-CTCAE surveys completed by patients were not associated with any clinical events, but their baseline PROMIS surveys were associated with mortality (P=.03), while their antecedent or final PROMIS surveys were associated with all clinical events examined except for total days of treatment breaks. CONCLUSIONS: In this study, caregivers and patients completed PROs using smartphone apps as requested. The association of caregiver PRO-CTCAE surveys with patient clinical events suggests that this is a feasible approach to reducing patient burden in clinical trial data collection and may help provide early information about increasing symptom severity.


Subject(s)
Caregivers , Neoplasms , Adult , Humans , Electronic Health Records , Emergency Service, Hospital , Hospitalization , Neoplasms/therapy
6.
Digit Health ; 9: 20552076231186515, 2023.
Article in English | MEDLINE | ID: mdl-37456127

ABSTRACT

Background: By eliminating the requirement for participants to make frequent visits to research sites, mobile phone applications ("apps") may help to decentralize clinical trials. Apps may also be an effective mechanism for capturing patient-reported outcomes and other endpoints, helping to optimize patient care during and outside of clinical trials. Objectives: We report on the usability of Digital BioMarkers for Clinical Impact (DigiBioMarC™ (DBM)), a novel smartphone-based app used by cancer patients in conjunction with a wearable device (Apple Watch®). DBM is designed to collect patient-reported outcomes and record physical functions. Methods: In a fully decentralized "bring-your-own-device" smartphone study, we enrolled 54 cancer patient and caregiver dyads from Kaiser Permanente Northern California (KPNC) from October 2020 through March 2021. Patients used the app for at least 28 days, completed weekly questionnaires about their symptoms, physical functions, and mood, and performed timed physical tasks. Usability was determined through a subset of the Mobile App Rating Scale (MARS), the full System Usability Scale (SUS), the Net Promoter Score (NPS), and semi-structured interviews. Results: We obtained usability survey data from 50 of 54 patients. Median responses to the selected MARS questions and the mean SUS scores indicated above average usability. The NPS from the semi-structured interviews at the end of the study was 24, indicating a favorable score. Conclusions: Cancer patients reported above average usability for the DBM app. Qualitative analyses indicated that the app was easy to use and helpful. Future work will emphasize implementing further patient recommendations and evaluating the app's clinical efficacy in multiple settings.

7.
PLOS Digit Health ; 2(3): e0000173, 2023 Mar.
Article in English | MEDLINE | ID: mdl-36867639

ABSTRACT

Informal caregivers are a critical source of support for cancer patients. However, their perspectives are not routinely collected, despite health impacts related to the burden of caregiving. We created the TOGETHERCare smartphone application (app) to collect observer-reported outcomes regarding the cancer patient's health and caregiver's perceptions of their own mental and physical health, and to provide tips and resources for self-care and patient care. We enrolled 54 caregivers between October 2020 and March 2021 from Kaiser Permanente Northern California (KPNC), an integrated healthcare system. Fifty caregivers used the app for approximately 28 days. Usability and acceptability were assessed using questions from the Mobile App Rating Scale (MARS), the System Usability Scale (SUS), the Net Promoter Score (NPS), and semi-structured interviews. The caregivers' mean age was 54.4 years, 38% were female and 36% were non-White. The SUS total mean score was 83.4 (SD = 14.2), for a percentile rank of 90-95 ("excellent"). Median MARS responses to the functionality questions were also high. The NPS score of 30 at the end of the study indicated that most caregivers would recommend the app. Themes from semi-structured interviews were consistent across the study period and indicated that the app was easy to use and helpful. Caregivers indicated a need for feedback from the app, suggested some changes to the wording of questions, the app's visuals, and timing of notifications. This study demonstrated that caregivers are willing to complete frequent surveys about themselves and their patients. The app is unique because it provides a remote method to collect caregivers' observations about the patient that may be useful for clinical care. To our knowledge, TOGETHERCare is the first mobile app developed specifically to capture adult cancer patient symptoms from the informal caregiver's perspective. Future research will examine whether use of this app can help improve patient outcomes.

8.
JAMA Ophthalmol ; 141(4): 366-375, 2023 04 01.
Article in English | MEDLINE | ID: mdl-36892822

ABSTRACT

Importance: Estimates of diabetic retinopathy (DR) incidence and progression in American Indian and Alaska Native individuals are based on data from before 1992 and may not be informative for strategizing resources and practice patterns. Objective: To examine incidence and progression of DR in American Indian and Alaska Native individuals. Design, Setting, and Participants: This was a retrospective cohort study conducted from January 1, 2015, to December 31, 2019, and included adults with diabetes and no evidence of DR or mild nonproliferative DR (NPDR) in 2015 who were reexamined at least 1 time during the 2016 to 2019 period. The study setting was the Indian Health Service (IHS) teleophthalmology program for diabetic eye disease. Exposure: Development of new DR or worsening of mild NPDR in American Indian and Alaska Native individuals with diabetes. Main Outcomes and Measures: Outcomes were any increase in DR, 2 or more (2+) step increases, and overall change in DR severity. Patients were evaluated with nonmydriatic ultra-widefield imaging (UWFI) or nonmydriatic fundus photography (NMFP). Standard risk factors were included. Results: The total cohort of 8374 individuals had a mean (SD) age of 53.2 (12.2) years and a mean (SD) hemoglobin A1c level of 8.3% (2.2%) in 2015, and 4775 were female (57.0%). Of patients with no DR in 2015, 18.0% (1280 of 7097) had mild NPDR or worse in 2016 to 2019, and 0.1% (10 of 7097) had PDR. The incidence rate from no DR to any DR was 69.6 cases per 1000 person-years at risk. A total of 6.2% of participants (441 of 7097) progressed from no DR to moderate NPDR or worse (ie, 2+ step increase; 24.0 cases per 1000 person-years at risk). Of patients with mild NPDR in 2015, 27.2% (347 of 1277) progressed to moderate NPDR or worse in 2016 to 2019, and 2.3% (30 of 1277) progressed to severe NPDR or worse (ie, 2+ step progression). Incidence and progression were associated with expected risk factors and evaluation with UWFI. Conclusions and Relevance: In this cohort study, the estimates of DR incidence and progression were lower than those previously reported for American Indian and Alaska Native individuals. The results suggest extending the time between DR re-evaluations for certain patients in this population, if follow-up compliance and visual acuity outcomes are not jeopardized.


Subject(s)
Diabetes Mellitus , Diabetic Retinopathy , Ophthalmology , Telemedicine , Adult , United States/epidemiology , Humans , Female , Middle Aged , Male , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/epidemiology , Diabetic Retinopathy/physiopathology , Cohort Studies , Incidence , American Indian or Alaska Native , Retrospective Studies , United States Indian Health Service
10.
Ophthalmic Epidemiol ; 29(6): 672-680, 2022 12.
Article in English | MEDLINE | ID: mdl-34726132

ABSTRACT

PURPOSE: Estimates of diabetic eye disease in American Indian and Alaska Natives (AI/AN) vary over time, region, and methods. This article reports recent prevalence of diabetic retinopathy (DR) and diabetic macular edema (DME) in AI/AN served by the Indian Health Services' (IHS) teleophthalmology program, as identified using ultrawide field imaging (UWFI). METHODS: This was a retrospective analysis of 2016-2019 clinical data (n = 53,900). UWF images were acquired by certified imagers using a validated protocol, and graded by licensed, certified optometrists supervised by an ophthalmologist. Graders evaluated the extent/severity of retinal lesions in comparison to standard photographs. DR lesions predominantly in any peripheral field were considered "predominantly peripheral lesions" (PPL). The analyses calculated prevalence of any DR, any DME, DR and DME severity, sight-threatening disease, and PPL. RESULTS: Patients averaged 56 years of age with a 68 mmol/mol A1c and 55% had had diabetes for 5+ years. Prevalence of any DR, any DME, and sight-threatening disease was 28.6%, 3.0%, and 3.0%. In patients with mild nonproliferative DR, PPL was seen in 25.3%. PPL suggested a more severe level of DR in 8.7% of patients. DR increased with age. DME decreased with age. Males and patients in the Nashville IHS area had more diabetic eye disease. CONCLUSION: AI/AN have a high burden of diabetes and its complications. The IHS is resource-constrained, making accurate disease estimates necessary for resource allocation and budget justifications to Congress. These data update the estimates of diabetic eye disease in Indian Country and suggest that UWFI identifies early DR.


Subject(s)
Diabetes Mellitus , Diabetic Retinopathy , Macular Edema , Ophthalmology , Telemedicine , Humans , Male , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/epidemiology , Photography/methods , Prevalence , Retrospective Studies , United States/epidemiology , United States Indian Health Service , Female
11.
Telemed J E Health ; 26(10): 1226-1233, 2020 10.
Article in English | MEDLINE | ID: mdl-32456560

ABSTRACT

Background: Coronavirus disease 2019 (COVID-19) has led to a national health care emergency in the United States and exposed resource shortages, particularly of health care providers trained to provide critical or intensive care. This article describes how digital health technologies are being or could be used for COVID-19 mitigation. It then proposes the National Emergency Tele-Critical Care Network (NETCCN), which would combine digital health technologies to address this and future crises. Methods: Subject matter experts from the Society of Critical Care Medicine and the Telemedicine and Advanced Technology Research Center examined the peer-reviewed literature and science/technology news to see what digital health technologies have already been or could be implemented to (1) support patients while limiting COVID-19 transmission, (2) increase health care providers' capability and capacity, and (3) predict/prevent future outbreaks. Results: Major technologies identified included telemedicine and mobile care (for COVID-19 as well as routine care), tiered telementoring, telecritical care, robotics, and artificial intelligence for monitoring. Several of these could be assimilated to form an interoperable scalable NETCCN. NETCCN would assist health care providers, wherever they are located, by obtaining real-time patient and supplies data and disseminating critical care expertise. NETCCN capabilities should be maintained between disasters and regularly tested to ensure continual readiness. Conclusions: COVID-19 has demonstrated the impact of a large-scale health emergency on the existing infrastructures. Short term, an approach to meeting this challenge is to adopt existing digital health technologies. Long term, developing a NETCCN may ensure that the necessary ecosystem is available to respond to future emergencies.


Subject(s)
Biomedical Technology/trends , Civil Defense/methods , Coronavirus Infections/prevention & control , Critical Care/organization & administration , Pandemics/prevention & control , Pneumonia, Viral/prevention & control , Telemedicine/instrumentation , COVID-19 , Coronavirus Infections/epidemiology , Emergencies , Female , Forecasting , Global Health , Humans , Male , Pandemics/statistics & numerical data , Pneumonia, Viral/epidemiology , Telemedicine/methods , United States
12.
Telemed J E Health ; 26(12): 1466-1474, 2020 12.
Article in English | MEDLINE | ID: mdl-32004436

ABSTRACT

Background: Historically, fewer than half of American Indians and Alaska Natives (AI/AN) with diabetes received the annual diabetic retinopathy (DR) examination that is considered the minimum standard of care; this rate is similar to that of the general United States (U.S.) population with diabetes. Solution: The Indian Health Service-Joslin Vision Network (IHS-JVN) Teleophthalmology Program in 2000 to increase compliance with DR standards of care among AI/AN through validated, primary care-based telemedicine. The IHS-JVN provides remote diagnosis of DR severity, with a report including management recommendations that is returned to the patient's primary care provider. The program conforms with the American Telemedicine Association (ATA) Practice Guidelines for Ocular Telehealth-Diabetic Retinopathy. Outcomes: The IHS-JVN has been expanding incrementally since the first patients were recruited in 2000; this expansion coincides with large improvements in the annual DR examination rates reported as part of local, regional, and national regulatory compliance under the Government Performance and Results Act (GPRA). Currently, with 99 clinical implementations in 23 states, IHS-JVN is the largest primary care-based ATA validation category three telemedicine program in the U.S. Summary: This article describes the program's workflow, imaging and reading technologies, diagnostic protocols, reports to providers, training, quality assurance processes, and geographical distribution. In addition to its clinical use, the program has been utilized in research on utilization of diabetic eye care, cost-effectiveness, technology development, and DR epidemiology of the AI/AN population. Potential next steps for this program are discussed.


Subject(s)
Diabetes Mellitus , Diabetic Retinopathy , Ophthalmology , Telemedicine , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/epidemiology , Diabetic Retinopathy/therapy , Humans , Primary Health Care , United States , United States Indian Health Service
13.
PLoS One ; 13(6): e0198551, 2018.
Article in English | MEDLINE | ID: mdl-29924846

ABSTRACT

BACKGROUND: Diabetes and its complications are more common in American Indians and Alaska Natives (AI/AN) than other US racial/ethnic populations. Prior reports of diabetic retinopathy (DR) prevalence in AI/AN are dated, and research on diabetic macular edema (DME) is limited. This study characterizes the recent prevalence of DR and DME in AI/AN using primary care-based teleophthalmology surveillance. METHODS: This is a multi-site, clinic-based, cross-sectional study of DR and DME. The sample is composed of AI /AN patients with diabetes (n = 53,998), served by the nationally distributed Indian Health Service-Joslin Vision Network Teleophthalmology Program (IHS-JVN) in primary care clinics of US Indian Health Service (IHS), Tribal, and Urban Indian health care facilities (I/T/U) from 1 November 2011 to 31 October 2016. Patients were recruited opportunistically for a retinal examination using the IHS-JVN during their regular diabetes care. The IHS-JVN used clinically validated, non-mydriatic, retinal imaging and retinopathy assessment protocols to identify the severity levels of non-proliferative diabetic retinopathy (NPDR), proliferative diabetic retinopathy (PDR), DME, and sight threatening retinopathy (STR; a composite measure). Key social-demographic (age, gender, IHS area), diabetes-related health (diabetes therapy, duration of diabetes, A1c), and imaging technology variables were examined. The analysis calculated frequencies and percentages of severity levels of disease. RESULTS: Prevalence of any NPDR, PDR, DME, and STR among AI/AN patients undergoing DR teleophthalmology surveillance by IHS-JVN was 17.7%, 2.3%, 2.3%, and 4.2%, respectively. Prevalence was lowest in Alaska and highest among patients with A1c >/ = 8%, duration of diabetes > 10 years, or using insulin. CONCLUSIONS: Prevalence of DR in this cohort was approximately half that in previous reports for AI/AN, and prevalence of DME was less than that reported in non-AI/AN populations. A similar reduction in diabetes related end-stage renal disease in the same population and time period has been reported by other researchers. Since these two diabetic complications share a common microvasculopathic mechanism, this coincident change in prevalence may also share a common basis, possibly related to improved diabetes management.


Subject(s)
Diabetic Retinopathy/epidemiology , Macular Edema/epidemiology , Ophthalmology/organization & administration , Primary Health Care/organization & administration , Telemedicine/organization & administration , Adult , Age Factors , Aged , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/ethnology , Diabetic Retinopathy/ethnology , Female , Fundus Oculi , Genetic Predisposition to Disease , Glycated Hemoglobin/analysis , Humans , Indians, North American , Lasers , Macular Edema/ethnology , Male , Middle Aged , Ophthalmoscopy/methods , Photography/methods , Population Surveillance , Prevalence , Retrospective Studies , Selection Bias , United States/epidemiology
14.
Mil Med ; 183(3-4): e148-e156, 2018 03 01.
Article in English | MEDLINE | ID: mdl-29514344

ABSTRACT

Introduction: Research has shown that mobile phones can help with management of numerous health problems. As an adjunct to care management provided to injured service members rehabilitating in their communities, particularly those with mild traumatic brain injury (mTBI), post-traumatic stress (PTS), and/or behavioral health problems, the Army developed a mobile phone application called "mCare." This study examined whether service members who received mCare had higher well-being, were more satisfied with their care, and viewed mCare as a valuable part of their care management as compared with their counterparts who received standard care management alone, and whether those with mTBI, PTS, and/or behavioral health problems benefited differently from mCare. Materials and Methods: In-processing service members at four community-based warrior transition units were recruited for participation in a 36-wk, randomized, controlled trial and allocated to receive standard care management plus mCare (n = 95) or standard care management alone (n = 87). Participants in the mCare group received daily questionnaires, tips, and appointment reminders. All participants were asked to complete the General Well-being Schedule (GWS) at baseline, 12, 24, and 36 wk, and the Case Management Quality Questionnaire (CMQQ) at 12, 24, and 36 wk. All participants and care managers were approached to complete interviews about the usability/likeability of mCare or standard care management. The analyses tested for group differences in completion of the intervention, graphed means for the GWS and CMQQ by group/subgroup, and statistically compared the longitudinal trends in these outcomes using mixed models in which group, time, and group*time were included as regression variables. The analyses also tallied interview responses and identified thematic quotes. The study protocol was reviewed and approved by the Walter Reed National Military Medical Center's Institutional Review Board. Results: Estimated rate of change in GWS scores was -2.2 (standard error = 1.0; t = -2.1; p = 0.0382). Estimated rate of change in CMQQ scores was -0.8 (standard error = 0.5; t = -1.52; p = 0.1299). Neither change was meaningful. Rates of change in the GWS and CMQQ scores did not differ by group or by behavioral health, mTBI, and PTS subgroups within the groups. The interviews found that 83% of mCare participants liked the communication with their care managers versus 73% of standard care management participants. Participants in both the mCare group and the care managers said that they liked the application's appointment tracking and reminders. Care managers thought mCare was particularly useful for people with mTBI, PTS, and cognitive problems. Conclusion: mCare did not result in differences in general well-being and satisfaction with care management among service members rehabilitating in their communities, some with mTBI, PTS, and/or behavioral health problems. But participants and care managers who used mCare said that they found it useful. Study limitations included the diversity of clinical issues of the participants, greater missing data among mCare participants, and the high baseline quality of care management in the settings observed. The fact that patients and care managers liked mCare, apart from no changes in outcomes, is important because health care is increasingly adopting mobile solutions.


Subject(s)
Community Health Services/standards , Mobile Applications/standards , Patient Satisfaction , Quality of Life/psychology , Veterans/psychology , Adult , Community Health Services/methods , Community Health Services/statistics & numerical data , Female , Humans , Interviews as Topic/methods , Male , Middle Aged , Mobile Applications/statistics & numerical data , Psychometrics/instrumentation , Psychometrics/methods , Qualitative Research , Surveys and Questionnaires , Veterans/statistics & numerical data
15.
J Diabetes Sci Technol ; 10(4): 898-904, 2016 07.
Article in English | MEDLINE | ID: mdl-26843480

ABSTRACT

BACKGROUND: This analysis models the cost-effectiveness of real-time continuous glucose monitoring (RT-CGM) using evidence from a randomized controlled trial (RCT) that demonstrated RT-CGM reduced A1C, for up to 9 months after using the technology, among patients with type 2 diabetes not on prandial insulin. RT-CGM was offered short-term and intermittently as a self-care tool to inform patients' behavior. METHOD: The analyses projected lifetime clinical and economic outcomes for RT-CGM versus self-monitoring of blood glucose by fingerstick only. The base-case analysis was consistent with the RCT (RT-CGM for 2 weeks on/1 week off over 3 months). A scenario analysis simulated outcomes of an RT-CGM "refresher" after the active intervention of the RCT. Analyses used the IMS CORE Diabetes Model and were conducted from a US third-party payer perspective, including direct costs obtained from published sources and inflated to 2011 US dollars. Costs and health outcomes were discounted at 3% per annum. RESULTS: Life expectancy (LE) and quality-adjusted life expectancy (QALE) from RT-CGM were 0.10 and 0.07, with a cost of $653/patient over a lifetime. Incremental LE and QALE from a "refresher" were 0.14 and 0.10, with a cost of $1312/patient over a lifetime, and incremental cost-effectiveness ratios were $9319 and $13 030 per LY and QALY gained. CONCLUSIONS: RT-CGM, as a self-care tool, is a cost-effective disease management option in the US for people with type 2 diabetes not on prandial insulin. Repeated use of RT-CGM may result in additional cost-effectiveness.


Subject(s)
Blood Glucose/analysis , Cost-Benefit Analysis , Diabetes Mellitus, Type 2/blood , Adult , Aged , Blood Glucose Self-Monitoring/economics , Computer Simulation , Female , Humans , Male , Middle Aged , Quality-Adjusted Life Years , Randomized Controlled Trials as Topic
16.
J Am Med Inform Assoc ; 23(1): 110-8, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26363048

ABSTRACT

OBJECTIVE: This article examines engagement with a mobile application ("mCare") for wounded Service Members rehabilitating in their communities. Many had behavioral health problems, Traumatic Brain Injury (TBI), and/or post-traumatic stress disorder (PTS). The article also examines associations between Service Members' background characteristics and their engagement with mCare. MATERIALS AND METHODS: This analysis included participants who received mCare (n = 95) in a randomized controlled trial. mCare participants received status questionnaires daily for up to 36 weeks. Participant engagement encompasses exposure to mCare, percentage of questionnaires responded to, and response time. Participants were grouped by health status-that is, presence/absence of behavioral health problems, PTS, and/or TBI. Histograms and regression analyses examined engagement by participants' health status and background characteristics. RESULTS: Exposure to mCare did not differ by health status. Participants usually responded to ≥60% of the questionnaires weekly, generally in ≤10 h; however, participants with behavioral health problems had several weeks with <50% response and the longest response times. Total questionnaires responded to and response time did not differ statistically by health status. Older age and higher General Well-Being Schedule scores were associated with greater and faster response. DISCUSSION: The sustained response to the questionnaires suggests engagement. Overall level of response surpassed trends reported for American's usage of mobile applications. With a few exceptions, Service Members engaged with mCare irrespective of health status. CONCLUSION: Mobile health has the potential to increase the quantity and quality of patient-provider communications in a community-based, rehabilitation care setting, above that of standard care.


Subject(s)
Brain Injuries/rehabilitation , Mobile Applications , Stress Disorders, Post-Traumatic/rehabilitation , Telemedicine , Adult , Female , Humans , Male , Middle Aged , Surveys and Questionnaires , United States , Veterans
17.
J Diabetes Sci Technol ; 8(5): 1042-7, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24876453

ABSTRACT

Glycemic variability (GV) is correlated with oxidative stress which may lead to increased cardiovascular risk and poor clinical outcomes in people with prediabetes and diabetes. We sought to understand whether morbidly obese persons without diabetes by standard criteria have dysglycemia as measured by GV. We performed an observational study of GV metrics and carotid intima media thickness (CIMT) in 21 morbidly obese normoglycemic and 15 morbidly obese prediabetic applicants to The Biggest Loser television show. The results were compared to previously published studies in normoglycemic nonobese and obese individuals. Glucose was measured with a masked continuous glucose monitor (CGM) over 3 to 8 days and carotid intima media thickness (CIMT) was determined by ultrasound. CGM-derived GV metrics for GV were coefficient of variation (CV), standard deviation (SD), mean amplitude of glycemic excursions (MAGE), continuous overall net glycemic action-1 hour (CONGA1), and mean of daily differences (MODD). We found that morbidly obese subjects (n = 21) who were normoglycemic by standard criteria had higher GV (CV = 22%, SD = 24.2 mg/dl and MAGE = 48.6 mg/dl) than previous reports of normoglycemic, nonobese individuals (CV = 12-18%, SD = 11.5-15.0 mg/dl, and MAGE = 26.3-28.3 mg/dl). Morbidly obese prediabetic subjects (n = 15) had GV metrics indistinguishable from those morbidly obese subjects who were normoglycemic. CIMT was higher in both morbidly obese groups compared with historical age- and sex-matched controls. Normoglycemic and prediabetic morbidly obese individuals have higher GV compared with normal weight, nondiabetic individuals. We speculate that this may increase the risk for macrovascular disease through excessive oxidative stress.


Subject(s)
Blood Glucose/analysis , Obesity, Morbid/blood , Adult , Blood Glucose Self-Monitoring , Carotid Intima-Media Thickness , Female , Humans , Male , Obesity, Morbid/pathology
18.
J Diabetes Sci Technol ; 7(1): 88-92, 2013 Jan 01.
Article in English | MEDLINE | ID: mdl-23439163

ABSTRACT

Estimation of glycemic variability requires frequent measures of glucose and is greatly aided by continuous glucose monitoring (CGM); however, under real-world conditions, missing data or "gaps" of ≥ 10 minutes can occur in CGM data, affecting the reliability of certain estimates. Thus, we determined the magnitude of the gap problem as observed in a cohort of patients with type 2 diabetes and demonstrated an approach to fill the gaps. The approach takes the difference between readings before and after a gap and distributes the difference equally across the number of missing readings, as determined by the sensor's setting for reading frequency. The approach is easy to implement, conservative, and improves estimation of variability measures that reference time, namely, mean of daily differences and continuous overlapping net glycemic action.


Subject(s)
Blood Glucose Self-Monitoring/methods , Blood Glucose/analysis , Diabetes Mellitus, Type 2/blood , Humans , Monitoring, Ambulatory/methods , Reproducibility of Results
19.
Mil Med ; 178(1): 82-7, 2013 Jan.
Article in English | MEDLINE | ID: mdl-23356124

ABSTRACT

This study evaluated whether using a web-linked accelerometer, plus mandatory physical training, is associated with various weight- and fitness-related outcomes in overweight/obese active duty soldiers. Soldiers who failed the height/weight standards of the Army Physical Fitness Test (APFT) were randomized to use a Polar FA20 accelerometer device (polar accelerometer group [PA], n = 15) or usual care (UC, n = 13) for 6 months. Both groups received 1.5 hours of lifestyle instruction. We collected data at baseline, 2, 4, and 6 months, and evaluated group differences in temporal changes in study outcomes. At 6 months, 1/28 subjects (UC) passed the APFT height/weight standards. There were no group differences in changes in weight (PA: -0.1 kg vs. UC: +0.3 kg; p = 0.9), body fat (PA: -0.9% vs. UC: -1.1%; p = 0.9), systolic blood pressure (PA: +1.3 mm Hg vs. UC: -2.1 mm Hg; p = 0.2), diastolic blood pressure (PA: +3.8 mm Hg vs. UC: -2.4 mm Hg; p = 0.3), or resting heart rate in beats per minute (bpm) (PA: +7.8 bpm vs. UC: +0.1 bpm; p = 0.2). These results suggest that using an accelerometer with web-based feedback capabilities plus mandatory physical training does not assist in significant weight loss or ability to pass the APFT height/weight standards among overweight/obese soldiers.


Subject(s)
Accelerometry/instrumentation , Feedback , Military Personnel , Obesity/therapy , Overweight/therapy , Adult , Female , Humans , Male , Physical Education and Training , Prospective Studies , United States
20.
Diabetes Care ; 36(4): 786-92, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23172975

ABSTRACT

OBJECTIVE: To characterize glucose response patterns of people who wore a real-time continuous glucose monitor (RT-CGM) as an intervention to improve glycemic control. Participants had type 2 diabetes, were not taking prandial insulin, and interpreted the RT-CGM data independently. RESEARCH DESIGN AND METHODS: Data were from the first 12 weeks of a 52-week, prospective, randomized trial comparing RT-CGM (n = 50) with self-monitoring of blood glucose (n = 50). RT-CGM was used in 8 of the first 12 weeks. A1C was collected at baseline and quarterly. This analysis included 45 participants who wore the RT-CGM ≥4 weeks. Analyses examined the RT-CGM data for common response patterns-a novel approach in this area of research. It then used multilevel models for longitudinal data, regression, and nonparametric methods to compare the patterns of A1C, mean glucose, glycemic variability, and views per day of the RT-CGM device. RESULTS: There were five patterns. For four patterns, mean glucose was lower than expected as of the first RT-CGM cycle of use given participants' baseline A1C. We named them favorable response but with high and variable glucose (n = 7); tight control (n = 14); worsening glycemia (n = 6); and incremental improvement (n = 11). The fifth was no response (n = 7). A1C, mean glucose, glycemic variability, and views per day differed across patterns at baseline and longitudinally. CONCLUSIONS: The patterns identified suggest that targeting people with higher starting A1Cs, using it short-term (e.g., 2 weeks), and monitoring for worsening glycemia that might be the result of burnout may be the best approach to using RT-CGM in people with type 2 diabetes not taking prandial insulin.


Subject(s)
Blood Glucose Self-Monitoring/methods , Diabetes Mellitus, Type 2/blood , Aged , Blood Glucose/metabolism , Female , Glycated Hemoglobin/metabolism , Humans , Male , Middle Aged
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