In this paper, we study the problem of federated learning (FL) over a wireless channel, modeled by a Gaussian multiple access channel (MAC), subject to local differential privacy (LDP) constraints. We show that the superposition nature of the wireless channel provides a dual benefit of bandwidth efficient gradient aggregation, in conjunction with strong LDP guarantees for the users. We propose a private wireless gradient aggregation scheme, which shows that when aggregating gradients from K users, the privacy leakage per user scales as O 1 √ K compared to orthogonal transmission in which the privacy leakage scales as a constant. We also present analysis for the convergence rate of the proposed private FL aggregation algorithm and study the tradeoffs between wireless resources, convergence, and privacy.
Background Cancer-related changes in sexual function (SF) negatively impact quality of life and intimate partner relationships. There is a lack of data regarding SF among patients who underwent radical cystectomy (RC). Aim To comparatively evaluate perioperative SF among patients who underwent RC. Methods A prospective cohort of 150 patients undergoing RC for bladder cancer and participating in an internal validation study at a single institution from 2016 to 2019 were eligible for analysis. The European Organization for Research and Treatment of Cancer Quality of Life Core Questionnaire–Bladder Cancer Muscle Invasive (EORTC QLQ–BLM 30) and Functional Assessment of Cancer Therapy–Bladder were administered; those completing the SF subscale of the EORTC QLQ–BLM 30 were included in final analysis. Analysis was performed using descriptive statistics and generalized linear modeling. Outcomes The primary outcome was interest or engagement in sexual activity within 4 weeks of survey completion, whereas the secondary outcome was a mean score on the EORTC QLQ–BLM 30 SF subscale. Results Overall, 132 of 150 (88%) of patients were eligible, of whom 82% were male, and the median age was 68.5 years. 53% reported at least a little interest in sexual activity, and 40% endorsed sexual activity within the last 4 weeks. The mean SF subscale score was 61.5 ± 25.2. Women had significantly worse mean scores of 72.9 ± 27.1 versus 59.1 ± 24.2 for men (P = .02). On multivariate analysis, both age and female gender were independently associated with higher SF domain scores. Clinical Implications A substantial portion of patients who underwent RC endorse being sexually active or express interest in sexually activity in the perioperative period. Given the recent increase in attention given to SF outcomes and quality of life, this work supports further efforts to explore this area and develop novel interventions to improve outcomes. Strengths and Limitations Strengths include rigorously collected, cross-sectional data using standardized methodology. Limitations include a relatively small sample size of female patients and unknown meaningful clinical difference. Conclusions A substantial portion of patients report sexual interest and activity in the perioperative period; however, female gender is associated with worse SF domain scores. These findings support further inquiry into this topic.
The SARS-Cov-2 virus (COVID-19) has had a global social and economic impact. Despite the growing evidence, its effects on access and delivery of maternal and child health services in low-income countries are still unclear. This cross-sectional case study was conducted in Mjini Magharibi, Chake Chake, and Ilala districts in Tanzania to help fill this gap. The study combined qualitative and quantitative data collection methods, providing an account of the evolution of the pandemic and the associated control measures in Tanzania. We drew from 34 in-depth interviews, 60 semi-structured interviews, and 14 focus group discussions with key informants, patients, and health providers, and complemented the findings with a review of pandemic reports and health facility records. We followed the Standards for Reporting Qualitative Research (SRQR) to provide an account of the findings. Our account of the pandemic shows that there was at times an inconsistent policy response in Tanzania, with diverse control measures adopted at various stages of the epidemic. There was a perception that COVID-19 services were prioritized during the epidemic at the expense of regular ones. There were reports of reorganisation of health facilities, reallocation of staff, rescheduled antenatal and postnatal clinics, and reduced time for health education and child monitoring. Scarcity of essential commodities was reported, such as vaccines, equipment, and medical supplies. Such perceptions were in part supported by the routine utilization evidence in the three districts, showing a lower uptake of antenatal, postnatal, family planning, and immunization services, as well as fewer institutional deliveries. Our findings suggest that, although the policy response in Tanzania was erratic, it was rather fear of the pandemic itself and diversion of resources to control COVID-19, that may have contributed most to lower the utilization of mother and child services. For future emergencies, it will be crucial to ensure the policy response does not weaken the population’s demand for services.
These results suggest that ERAS practice significantly reduced immediate postoperative symptom burden in bladder cancer patients recovering from radical cystectomy, supporting the use of patient-reported symptom burden as an outcome measure in perioperative care.
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