Statistical Methods in Brave Enterprises

Brave Enterprises, founded by Crista Samaras, uses a series of surveys to gage people’s self-interpretation of bravery from multiple demographics. Through statistical analysis and programs coordination, the company accomplishes their mission goal of helping people “get more brave”. For this project, multiple datasets were provided by Brave Enterprises with the purpose of exploring how bravery impacts people and why. Advance statistical methods were applied to determine what characteristics have a larger impact on a participant’s bravery. Based on these impacts, a new model of bravery scores can be created. For further analysis, regression techniques can be used to predict a participant’s demographic based on their preferences in the surveys

Orbital Evolution of Dust Size Particles Released From Catastrophic Asteroid Disruption

Infrared satellite detectors, such as IRAS (Infrared Astronomical Satellite) and WISE (Wide Field Infrared Survey Explorer), provide observational evidence of catastrophic asteroid disruptions in the form of zodiacal cloud dust bands. With observations of these bands, the asteroid parents and their families (fragments of disruptions) are studied to better understand the zodiacal cloud prior to disruption, as well as how asteroids contribute to the debris disk of the solar system\u27s zodiacal cloud. Before creating models that can be compared to satellite data, the dynamical evolutions of small particles resulting from different disruptions of different ages as they evolve into the inner solar system are tracked. The dynamical evolution code, written in IDL, simulates the orbital elements of small particles during disruption. It takes into consideration the gravitational and radiative forces affecting small particle orbits for specific families within their unique epochs of disruptions. Through plots of temporal variations of numerous orbital elements of the resulting disruptions, this team has begun comparing the dynamical evolution of small particles from different asteroidal disruptions, as they reach Near-Earth Space. Understanding the particles in this region is important for many reasons, including determining potential threats for spacecraft in future missions

Advancing the Promise of Educational Equity in Belize: A Case Study

A new high school on a remote inland in Belize offers important educational opportunities to students who previously only had access to primary education. This qualitative case study applied Patterson\u27s (2000) Culture of Poverty to understand challenges that exist that keep students from achieving their academic potential despite new opportunities available to them. Findings indicate strong cultural and structural barriers exist for these students that significantly interfere with their educational process. Despite these findings, benefits of the academy\u27s efforts are slowly emerging. This study informs practice by offering important discussion for actions/activities that could, potentially, reduce the influence of these barriers, and it furthers understandings about the significant influence of transmitted and modified cultural barriers and structural barriers to education

Ultra-processed foods, adiposity and risk of head and neck cancer and oesophageal adenocarcinoma in the European Prospective Investigation into Cancer and Nutrition study: a mediation analysis

PURPOSE: To investigate the role of adiposity in the associations between ultra-processed food (UPF) consumption and head and neck cancer (HNC) and oesophageal adenocarcinoma (OAC) in the European Prospective Investigation into Cancer and Nutrition (EPIC) cohort.METHODS: Our study included 450,111 EPIC participants. We used Cox regressions to investigate the associations between the consumption of UPFs and HNC and OAC risk. A mediation analysis was performed to assess the role of body mass index (BMI) and waist-to-hip ratio (WHR) in these associations. In sensitivity analyses, we investigated accidental death as a negative control outcome.RESULTS: During a mean follow-up of 14.13 ± 3.98 years, 910 and 215 participants developed HNC and OAC, respectively. A 10% g/d higher consumption of UPFs was associated with an increased risk of HNC (hazard ratio [HR] = 1.23, 95% confidence interval [CI] 1.14-1.34) and OAC (HR = 1.24, 95% CI 1.05-1.47). WHR mediated 5% (95% CI 3-10%) of the association between the consumption of UPFs and HNC risk, while BMI and WHR, respectively, mediated 13% (95% CI 6-53%) and 15% (95% CI 8-72%) of the association between the consumption of UPFs and OAC risk. UPF consumption was positively associated with accidental death in the negative control analysis.CONCLUSIONS: We reaffirmed that higher UPF consumption is associated with greater risk of HNC and OAC in EPIC. The proportion mediated via adiposity was small. Further research is required to investigate other mechanisms that may be at play (if there is indeed any causal effect of UPF consumption on these cancers)

Efficacy and safety of two neutralising monoclonal antibody therapies, sotrovimab and BRII-196 plus BRII-198, for adults hospitalised with COVID-19 (TICO): a randomised controlled trial

We aimed to assess the efficacy and safety of two neutralising monoclonal antibody therapies (sotrovimab [Vir Biotechnology and GlaxoSmithKline] and BRII-196 plus BRII-198 [Brii Biosciences]) for adults admitted to hospital for COVID-19 (hereafter referred to as hospitalised) with COVID-19. In this multinational, double-blind, randomised, placebo-controlled, clinical trial (Therapeutics for Inpatients with COVID-19 [TICO]), adults (aged ≥18 years) hospitalised with COVID-19 at 43 hospitals in the USA, Denmark, Switzerland, and Poland were recruited. Patients were eligible if they had laboratory-confirmed SARS-CoV-2 infection and COVID-19 symptoms for up to 12 days. Using a web-based application, participants were randomly assigned (2:1:2:1), stratified by trial site pharmacy, to sotrovimab 500 mg, matching placebo for sotrovimab, BRII-196 1000 mg plus BRII-198 1000 mg, or matching placebo for BRII-196 plus BRII-198, in addition to standard of care. Each study product was administered as a single dose given intravenously over 60 min. The concurrent placebo groups were pooled for analyses. The primary outcome was time to sustained clinical recovery, defined as discharge from the hospital to home and remaining at home for 14 consecutive days, up to day 90 after randomisation. Interim futility analyses were based on two seven-category ordinal outcome scales on day 5 that measured pulmonary status and extrapulmonary complications of COVID-19. The safety outcome was a composite of death, serious adverse events, incident organ failure, and serious coinfection up to day 90 after randomisation. Efficacy and safety outcomes were assessed in the modified intention-to-treat population, defined as all patients randomly assigned to treatment who started the study infusion. This study is registered with ClinicalTrials.gov, NCT04501978. Between Dec 16, 2020, and March 1, 2021, 546 patients were enrolled and randomly assigned to sotrovimab (n=184), BRII-196 plus BRII-198 (n=183), or placebo (n=179), of whom 536 received part or all of their assigned study drug (sotrovimab n=182, BRII-196 plus BRII-198 n=176, or placebo n=178; median age of 60 years [IQR 50–72], 228 [43%] patients were female and 308 [57%] were male). At this point, enrolment was halted on the basis of the interim futility analysis. At day 5, neither the sotrovimab group nor the BRII-196 plus BRII-198 group had significantly higher odds of more favourable outcomes than the placebo group on either the pulmonary scale (adjusted odds ratio sotrovimab 1·07 [95% CI 0·74–1·56]; BRII-196 plus BRII-198 0·98 [95% CI 0·67–1·43]) or the pulmonary-plus complications scale (sotrovimab 1·08 [0·74–1·58]; BRII-196 plus BRII-198 1·00 [0·68–1·46]). By day 90, sustained clinical recovery was seen in 151 (85%) patients in the placebo group compared with 160 (88%) in the sotrovimab group (adjusted rate ratio 1·12 [95% CI 0·91–1·37]) and 155 (88%) in the BRII-196 plus BRII-198 group (1·08 [0·88–1·32]). The composite safety outcome up to day 90 was met by 48 (27%) patients in the placebo group, 42 (23%) in the sotrovimab group, and 45 (26%) in the BRII-196 plus BRII-198 group. 13 (7%) patients in the placebo group, 14 (8%) in the sotrovimab group, and 15 (9%) in the BRII-196 plus BRII-198 group died up to day 90. Neither sotrovimab nor BRII-196 plus BRII-198 showed efficacy for improving clinical outcomes among adults hospitalised with COVID-19. US National Institutes of Health and Operation Warp Spee