BACKGROUND: Germline cancer genetic testing has become a standard evidence-based practice, with established risk reduction and screening guidelines for genetic carriers. Access to genetic services is limited in many places, which leaves many genetic carriers unidentified and at risk for late diagnosis of cancers and poor outcomes. This poses a problem for childhood cancer survivors, as this is a population with an increased risk for subsequent malignant neoplasms (SMN) due to cancer therapy or inherited cancer predisposition. The ENGaging and Activating cancer survivors in Genetic services (ENGAGE) study evaluates the effectiveness of an in-home, collaborative PCP model of remote telegenetic services to increase uptake of cancer genetic testing in childhood cancer survivors compared to usual care options for genetic testing.
METHODS: The ENGAGE study is a 3-arm randomized hybrid type 1 effectiveness and implementation study within the Childhood Cancer Survivor Study population which tests a clinical intervention while gathering information on its delivery during the effectiveness trial and its potential for future implementation among 360 participants. Participants are randomized into three arms. Those randomized to Arm A receive genetic services via videoconferencing, those in Arm B receive these services by phone, and those randomized to Arm C will receive usual care services.
CONCLUSIONS: With many barriers to accessing genetic services, innovative delivery models are needed to address this gap and increase uptake of genetic services. The ENGAGE study evaluates the effectiveness of an adapted model of remote delivery of genetic services to increase the uptake of recommended genetic testing in childhood cancer survivors. This study assesses the uptake in remote genetic services and identify barriers to uptake to inform future recommendations and a theoretically-informed process evaluation which can inform modifications to enhance dissemination beyond this study population and to realize the benefits of precision medicine.
BACKGROUND: This protocol was registered at clinicaltrials.gov (NCT04455698) on July 2, 2020.

Sensor Data Fusion (SDT) algorithms and models have been widely used in diverse applications. One of the main challenges of SDT includes how to deal with heterogeneous and complex datasets with different formats. The present work utilised both homogenous and heterogeneous datasets to propose a novel SDT framework. It compares data mining-based fusion software packages such as RapidMiner Studio, Anaconda, Weka, and Orange, and proposes a data fusion framework suitable for in-home applications. A total of 574 privacy-friendly (binary) images and 1722 datasets gleaned from thermal and Radar sensing solutions, respectively, were fused using the software packages on instances of homogeneous and heterogeneous data aggregation. Experimental results indicated that the proposed fusion framework achieved an average Classification Accuracy of 84.7% and 95.7% on homogeneous and heterogeneous datasets, respectively, with the help of data mining and machine learning models such as Naïve Bayes, Decision Tree, Neural Network, Random Forest, Stochastic Gradient Descent, Support Vector Machine, and CN2 Induction. Further evaluation of the Sensor Data Fusion framework based on cross-validation of features indicated average values of 94.4% for Classification Accuracy, 95.7% for Precision, and 96.4% for Recall. The novelty of the proposed framework includes cost and timesaving advantages for data labelling and preparation, and feature extraction.

UNASSIGNED: Access to in-home palliative and end-of-life care (PELC), qualified professionals, and high-quality nursing care and services in rural areas is limited and unequal, thus leading to an increase in unmet needs across the care trajectory of cancer patients.
UNASSIGNED: A qualitative descriptive study was carried out to gain a better understanding of the needs of rural cancer patients receiving in-home PELC and to describe the nursing care and services available to them.
UNASSIGNED: Five rural cancer patients requiring PELC reported a variety of needs, especially those arising from limited information resources and multiple time- and energy-consuming back-and-forth trips to urban centres. Seven nurses who provide in-home care and services to rural inhabitants outlined the challenges they face in addressing these needs. These are related primarily to the long distances they are called upon to travel, the limited number of specialized professional resources available, transfers to emergency departments, the dearth of PELC training and the lack of a dedicated PELC team.
UNASSIGNED: These findings helped gain a better understanding of the specific needs of rural cancer patients requiring in-home PELC, as well as the challenges that nurses must confront to help their patients remain in their own homes.

BACKGROUND: Innovative digital technology systems that support and monitor real-time medication intake are now available commercially; however, there is limited knowledge of the use of such technology in patients\' homes. One such smart medication dispenser, spencer, provides alerts to patients to take their medications and allows for tracking and reporting real-time medication adherence data.
OBJECTIVE: The objectives of this study were to examine the use of a smart medication dispenser as a medication adherence and self-management support tool for community dwelling adults over a 6-month period, in addition to usability, usefulness, satisfaction, and impact on caregiver support.
METHODS: This prospective, observational study invited community-dwelling adults aged 45 years and older taking at least one chronic medication and their caregivers to use this smart medication dispenser for their medication administration for 6 months. Adherence was defined as a dose intake within 2 hours post scheduled time. Real-time adherence data were collected using the smart medication dispenser and the AdhereNet platform. Usability, usefulness, and satisfaction were measured using the System Usability Scale and the Usefulness, Satisfaction, and Ease of Use questionnaire, respectively. Caregiver burden was measured on a visual analog scale at baseline and at the end of the 6-month study period.
RESULTS: A total of 58 participants were recruited, of which 55% (32/58) were female with a mean age of 66.36 (SD 11.28; range 48-90) years. Eleven caregiver participants were recruited, of whom 91% (10/11) were female. The average monthly adherence over 6 months was 98% (SD 3.1%; range 76.5%-100%). The average System Usability score was 85.74 (n=47; SD 12.7; range 47.5-100). Of the 46 participants who provided data, 44 (96%) rated the product as easy, 43 (93%) as simple to use, and 43 (93%) were satisfied with the product. Caregiver burden prior to and following smart medication dispenser use for 6 months was found to be statistically significantly different (P<.001; CI 2.11-5.98).
CONCLUSIONS: Smart medication adherence products such as spencer, when connected and clinically monitored, can be a useful solution for medication management and have the potential to improve caregiver burden.

Older adults\' preference to age in place and health systems\' commitment to cost-effective quality care has set the stage for a growing interest in home-based primary care (HBPC). The objective of this study was to explore what patients and caregivers value about HBPC and what modifications could improve its value. Semi-structured individual interviews (n = 20) were audio-recorded, transcribed, and coded for themes. Four themes emerged: (a) HBPC offers peace of mind because patients can access care without leaving the home and can reach the primary care team at all hours, (b) HBPC supports aging in place by providing in-home care, (c) HBPC supports provider rapport building because of the intimate setting and continuity of care, (d) HBPC patients and caregivers have significant nonmedical needs. Findings suggest that teams developing or expanding on HBPC programs should prioritize access to providers, rapport building with patients and families, and supporting patients\' and caregivers\' nonmedical needs.

OBJECTIVE: To assess the validity of sleep architecture and sleep continuity biomarkers obtained from a portable, multichannel forehead electroencephalography (EEG) recorder.
METHODS: Forty-seven subjects simultaneously underwent polysomnography (PSG) while wearing a multichannel frontopolar EEG recording device (Sleep Profiler). The PSG recordings independently staged by 5 registered polysomnographic technologists were compared for agreement with the autoscored sleep EEG before and after expert review. To assess the night-to-night variability and first night bias, 2 nights of self-applied, in-home EEG recordings obtained from a clinical cohort of 63 patients were used (41% with a diagnosis of insomnia/depression, 35% with insomnia/obstructive sleep apnea, and 17.5% with all three). The between-night stability of abnormal sleep biomarkers was determined by comparing each night\'s data to normative reference values.
RESULTS: The mean overall interscorer agreements between the 5 technologists were 75.9%, and the mean kappa score was 0.70. After visual review, the mean kappa score between the autostaging and five raters was 0.67, and staging agreed with a majority of scorers in at least 80% of the epochs for all stages except stage N1. Sleep spindles, autonomic activation, and stage N3 exhibited the least between-night variability (P < .0001) and strongest between-night stability. Antihypertensive medications were found to have a significant effect on sleep quality biomarkers (P < .02).
CONCLUSIONS: A strong agreement was observed between the automated sleep staging and human-scored PSG. One night\'s recording appeared sufficient to characterize abnormal slow wave sleep, sleep spindle activity, and heart rate variability in patients, but a 2-night average improved the assessment of all other sleep biomarkers.
CONCLUSIONS: Two commentaries on this article appear in this issue on pages 771 and 773.

This study evaluated the Boys Town In-Home Family Services model with families referred by child welfare for issues related to maltreatment. Participants were 135 parents (mean age = 32.15 years, SD = 9.13) who completed intake and discharge assessments. The target child ranged in age from one month to 17 years (M = 4.54, SD = 4.38). We had a high-risk sample (e.g., 57% and 41% of parents reported being victims of physical and sexual abuse, respectively; 24% of parents reported attempting suicide in their lifetimes). The intervention was implemented with a degree of fidelity consistent with model standards. Reduced levels of perceived stressors were found for several domains of functioning with the largest effects observed for family safety, parental capabilities, and environmental factors. Results serve as an important step in building the evidence base of a widely disseminated intervention.

BACKGROUND: There is a growing need for home-based palliative care services, especially for seriously ill individuals who want to avoid hospitalizations and remain with their regular outside care providers.
OBJECTIVE: To evaluate the effectiveness of Care Choices, a new in-home palliative care program provided by the Visiting Nurse Services of Northeastern New York and Ellis Medicine\'s community hospital serving New York\'s Capital District.
METHODS: This prospective cohort study assessed patient outcomes over the course of 1 year for 123 patients (49 men and 74 women) with serious illnesses who were new enrollees in the program. Quality of life was assessed at baseline and after 1 month on service. Satisfaction with care was measured after 1 and 3 months on service. The number of emergency department visits and inpatient hospitalizations pre- and postenrollment was measured for all enrollees.
RESULTS: Patients were highly satisfied (72.7%-100%) with their initial care and reported greater satisfaction ( P < .05) and stable symptom management over time. Fewer emergency department ( P < .001) and inpatient hospital admissions ( P < .001) occurred among enrollees while on the palliative care service.
CONCLUSIONS: An in-home palliative care program offered jointly through a visiting nurse service and community hospital may be a successful model for providing quality care that satisfies chronically ill patients\' desire to remain at home and avoid hospital admissions.