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Efficient estimation in single index models through smoothing splines

Arun K. Kuchibhotla, Rohit K. Patra.

Source: Bernoulli, Volume 26, Number 2, 1587--1618.

Abstract:
We consider estimation and inference in a single index regression model with an unknown but smooth link function. In contrast to the standard approach of using kernels or regression splines, we use smoothing splines to estimate the smooth link function. We develop a method to compute the penalized least squares estimators (PLSEs) of the parametric and the nonparametric components given independent and identically distributed (i.i.d.) data. We prove the consistency and find the rates of convergence of the estimators. We establish asymptotic normality under mild assumption and prove asymptotic efficiency of the parametric component under homoscedastic errors. A finite sample simulation corroborates our asymptotic theory. We also analyze a car mileage data set and a Ozone concentration data set. The identifiability and existence of the PLSEs are also investigated.




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Art Around the Library - Zentangles

Discover the enjoyment of a meandering line with decoration and zentangle your way into the holidays!




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Data Denoising and Post-Denoising Corrections in Single Cell RNA Sequencing

Divyansh Agarwal, Jingshu Wang, Nancy R. Zhang.

Source: Statistical Science, Volume 35, Number 1, 112--128.

Abstract:
Single cell sequencing technologies are transforming biomedical research. However, due to the inherent nature of the data, single cell RNA sequencing analysis poses new computational and statistical challenges. We begin with a survey of a selection of topics in this field, with a gentle introduction to the biology and a more detailed exploration of the technical noise. We consider in detail the problem of single cell data denoising, sometimes referred to as “imputation” in the relevant literature. We discuss why this is not a typical statistical imputation problem, and review current approaches to this problem. We then explore why the use of denoised values in downstream analyses invites novel statistical insights, and how denoising uncertainty should be accounted for to yield valid statistical inference. The utilization of denoised or imputed matrices in statistical inference is not unique to single cell genomics, and arises in many other fields. We describe the challenges in this type of analysis, discuss some preliminary solutions, and highlight unresolved issues.




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Statistical Methodology in Single-Molecule Experiments

Chao Du, S. C. Kou.

Source: Statistical Science, Volume 35, Number 1, 75--91.

Abstract:
Toward the last quarter of the 20th century, the emergence of single-molecule experiments enabled scientists to track and study individual molecules’ dynamic properties in real time. Unlike macroscopic systems’ dynamics, those of single molecules can only be properly described by stochastic models even in the absence of external noise. Consequently, statistical methods have played a key role in extracting hidden information about molecular dynamics from data obtained through single-molecule experiments. In this article, we survey the major statistical methodologies used to analyze single-molecule experimental data. Our discussion is organized according to the types of stochastic models used to describe single-molecule systems as well as major experimental data collection techniques. We also highlight challenges and future directions in the application of statistical methodologies to single-molecule experiments.




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Model-Based Approach to the Joint Analysis of Single-Cell Data on Chromatin Accessibility and Gene Expression

Zhixiang Lin, Mahdi Zamanighomi, Timothy Daley, Shining Ma, Wing Hung Wong.

Source: Statistical Science, Volume 35, Number 1, 2--13.

Abstract:
Unsupervised methods, including clustering methods, are essential to the analysis of single-cell genomic data. Model-based clustering methods are under-explored in the area of single-cell genomics, and have the advantage of quantifying the uncertainty of the clustering result. Here we develop a model-based approach for the integrative analysis of single-cell chromatin accessibility and gene expression data. We show that combining these two types of data, we can achieve a better separation of the underlying cell types. An efficient Markov chain Monte Carlo algorithm is also developed.




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A Conversation with Peter Diggle

Peter M. Atkinson, Jorge Mateu.

Source: Statistical Science, Volume 34, Number 3, 504--521.

Abstract:
Peter John Diggle was born on February 24, 1950, in Lancashire, England. Peter went to school in Scotland, and it was at the end of his school years that he found that he was good at maths and actually enjoyed it. Peter went to Edinburgh to do a maths degree, but transferred halfway through to Liverpool where he completed his degree. Peter studied for a year at Oxford and was then appointed in 1974 as a lecturer in statistics at the University of Newcastle-upon-Tyne where he gained his PhD, and was promoted to Reader in 1983. A sabbatical at the Swedish Royal College of Forestry gave him his first exposure to real scientific data and problems, prompting a move to CSIRO, Australia. After five years with CSIRO where he was Senior, then Principal, then Chief Research Scientist and Chief of the Division of Mathematics and Statistics, he returned to the UK in 1988, to a Chair at Lancaster University. Since 2011 Peter has held appointments at Lancaster and Liverpool, together with honorary appointments at Johns Hopkins, Columbia and Yale. At Lancaster, Peter was the founder and Director of the Medical Statistics Unit (1995–2001), University Dean for Research (1998–2001), EPSRC Senior Fellow (2004–2008), Associate Dean for Research at the School of Health and Medicine (2007–2011), Distinguished University Professor, and leader of the CHICAS Research Group (2007–2017). A Fellow of the Royal Statistical Society since 1974, he was a Member of Council (1983–1985), Joint Editor of JRSSB (1984–1987), Honorary Secretary (1990–1996), awarded the Guy Medal in Silver (1997) and the Barnett Award (2018), Associate Editor of Applied Statistics (1998–2000), Chair of the Research Section Committee (1998–2000), and President (2014–2016). Away from work, Peter enjoys music, playing folk-blues guitar and tenor recorder, and listening to jazz. His running days are behind him, but he can just about hold his own in mixed-doubles badminton with his family. His boyhoood hero was Stirling Moss, and he retains an enthusiasm for classic cars, not least his 1988 Porsche 924S. His favorite authors are George Orwell, Primo Levi and Nigel Slater. This interview was done prior to the fourth Spatial Statistics conference held in Lancaster, July 2017 where a session was dedicated to Peter celebrating his contributions to statistics.




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Effects of Attention on Orientation-Tuning Functions of Single Neurons in Macaque Cortical Area V4

Carrie J. McAdams
Jan 1, 1999; 19:431-441
Articles




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Broadband Shifts in Local Field Potential Power Spectra Are Correlated with Single-Neuron Spiking in Humans

Jeremy R. Manning
Oct 28, 2009; 29:13613-13620
BehavioralSystemsCognitive




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Le Comité de Bâle finalise sa revue du traitement réglementaire des expositions aux actifs souverains sans modifier les règles existantes et publie un document de discussion

French translation of the press release about the Basel Committee publishing a discussion paper on "The regulatory treatment of sovereign exposures" (7 December 2017)




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Le Communiqué de Bâle finalise les principes relatifs aux tests de résistance, passe en revue les moyens pour mettre fin aux comportements d'arbitrage réglementaire, s'accorde sur la liste annuelle des G-SIB et discute du ratio

French translation of press release - the Basel Committee on Banking Supervision is finalising stress-testing principles, reviews ways to stop regulatory arbitrage behaviour, agrees on annual G-SIB list, discusses leverage ratio, crypto-assets, market risk framework and implementation, 20 September 2018.




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friday night lights vs. glee




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jiggled again - :jeb:




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UK Rejects Apple-Google Contact Tracing Approach

The UK's plans to launch a smartphone application to track potential COVID-19 infections won't include Apple and Google. The country's National Health Service has designed its own mobile software to do contact tracing of people exposed to the coronavirus. The NHS reportedly found that its own tech works "sufficiently well." The NHS chose a centralized model for its data collection and storage.




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Merchants Now Can List Products on Google Shopping for Free

Merchants soon will be able to sell products on Google Shopping at no charge. Previously, they had to pay per click, but the cost was not fixed. There was no minimum, but they had to set a maximum for ad spend and Google would stop displaying their ads once the maximum was reached. Starting next week, search results on the Google Shopping tab will consist primarily of free product listings.




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Health Insurance, Banking, Oil Industries Met with Koch, Chamber, Glenn Beck to Plot 2010 Election




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Impairment of Pattern Separation of Ambiguous Scenes by Single Units in the CA3 in the Absence of the Dentate Gyrus

Theoretical models and experimental evidence have suggested that connections from the dentate gyrus (DG) to CA3 play important roles in representing orthogonal information (i.e., pattern separation) in the hippocampus. However, the effects of eliminating the DG on neural firing patterns in the CA3 have rarely been tested in a goal-directed memory task that requires both the DG and CA3. In this study, selective lesions in the DG were made using colchicine in male Long–Evans rats, and single units from the CA3 were recorded as the rats performed visual scene memory tasks. The original scenes used in training were altered during testing by blurring to varying degrees or by using visual masks, resulting in maximal recruitment of the DG–CA3 circuits. Compared with controls, the performance of rats with DG lesions was particularly impaired when blurred scenes were used in the task. In addition, the firing rate modulation associated with visual scenes in these rats was significantly reduced in the single units recorded from the CA3 when ambiguous scenes were presented, largely because DG-deprived CA3 cells did not show stepwise, categorical rate changes across varying degrees of scene ambiguity compared with controls. These findings suggest that the DG plays key roles not only during the acquisition of scene memories but also during retrieval when modified visual scenes are processed in conjunction with the CA3 by making the CA3 network respond orthogonally to ambiguous scenes.

SIGNIFICANCE STATEMENT Despite the behavioral evidence supporting the role of the dentate gyrus in pattern separation in the hippocampus, the underlying neural mechanisms are largely unknown. By recording single units from the CA3 in DG-lesioned rats performing a visual scene memory task, we report that the scene-related modulation of neural firing was significantly reduced in the DG-lesion rats compared with controls, especially when the original scene stimuli were ambiguously altered. Our findings suggest that the dentate gyrus plays an essential role during memory retrieval and performs a critical computation to make categorical rate modulation occur in the CA3 between different scenes, especially when ambiguity is present in the environment.




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Bald Eagles Found Nesting in Arizona Saguaro Cactus for First Time in Decades

The prickly perch is an exciting sign of success for the birds, which came off the endangered species list in 2007




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200-Million-Year-Old Fossil Captures Squid Viciously Entangled With Its Prey

The specimen may be the earliest known example of a squid-like creature on the attack




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Triangle

A woman is going up stairs.




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Visita a una iglesia subterránea

Este año en el mes en que se llevó a cabo el mantenimiento anual de Logos Hope en Uruguay, la tripulante Cecilia* de Argentina se unió a un pequeño equipo que sirve en Asia Central. Mientras estuvo allí, pudo asistir a dos iglesias subterráneas que desbordaban de esperanza y fe.




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Identifying regions at risk with Google Trends: the impact of Covid-19 on US labour markets

BIS Bulletin No 8, April 2020. Information on local labour markets and Google searches can be used to construct a measure of the vulnerability of employment in different regions of the United States to the Covid-19 shock. Regional exposure to Covid-19 varies significantly, ranging from a low of 2% to a high of 98% of total local employment. We test for the usefulness of the Covid-19 exposure measure by showing that areas with higher exposure report more Google search queries related to the pandemic and unemployment benefits.




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Fifty Years Ago, Fed Up With the City’s Neglect, a San Diego Community Rose Up to Create Chicano Park

Making Tierra Mía, says the director of the Smithsonian Latino Center, proved transformative in giving voice to the people




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Merchants Now Can List Products on Google Shopping for Free

Merchants soon will be able to sell products on Google Shopping at no charge. Previously, they had to pay per click, but the cost was not fixed. There was no minimum, but they had to set a maximum for ad spend and Google would stop displaying their ads once the maximum was reached. Starting next week, search results on the Google Shopping tab will consist primarily of free product listings.




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Google Tightens Reins on Advertisers

Google soon will require all advertisers to prove their legitimacy, regardless of the advertising content. All advertisers will have to verify their identity, submit personal IDs and business verification documents, said John Canfield, Google's director of product management for ads integrity. Google began requiring political advertisers to verify their identity in the runup to the 2018 elections.




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Google Meet Aims to Head Off Zoom

Google is integrating its Google Meet videoconferencing application with Gmail, and it already appears as an option in some users' accounts. It is making the service available to everyone for free in the coming weeks, on the Web and through mobile apps for iOS and Android. Users will be able to start or join Meet videoconferences from within Google Calendar as well.




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The Unpopular Opinions of Glenn Gould or “How Mozart Became a Bad Composer”

The following is a guest post from Music Reference Specialist James Wintle. Let me begin with a personal anecdote. My parents are or were both musicians – my father was a composer – and so my appreciation for classical music was probably equal parts nature and nurture. So, when I entered graduate school as a […]




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It's a play about being young, gay and single AF...so of course it's on Zoom

Watch a recording of the physically distant performance of The Gay Card.




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Long before Google, Winnipeggers found answers in library's Where File

There's a wonderfully quirky — and little known — information archive in downtown Winnipeg that predates Google and probably has more hidden secrets than the search engine giant.



  • News/Canada/Manitoba

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Rachel Homan curling team announces parting of ways with star lead Lisa Weagle

Team Homan, Canada’s 2018 Olympic women’s curling team and the 2017 World Women’s Curling Champions have announced that the team has parted ways with lead Lisa Weagle. 



  • Sports/Olympics/Winter Sports/Curling

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Weagle shocked at Team Homan decision to part ways after successful 11-year run

Team Homan's decision to part ways with Lisa Weagle dramatically changed the look of one of the country's top rinks and put the all-star lead at the top of curling's free agent list.



  • Sports/Olympics/Winter Sports/Curling

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Team Jennifer Jones adds free-agent all-star lead Lisa Weagle

Let go last week after a decade-long run with skip Rachel Homan's Ottawa-based rink, lead Lisa Weagle has joined Team Jennifer Jones, which will operate with five members.



  • Sports/Olympics/Winter Sports/Curling

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Jennifer Jones was ready to pounce when Lisa Weagle suddenly became star free agent

The time was right for Lisa Weagle to join forces with Olympic champion Jennifer Jones. Jones told CBC Sports' Anastasia Bucsis that the latest addition to her five-person rink "was like the clouds parted and the sun came out."



  • Sports/Olympics/Winter Sports/Curling

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NHS contact tracing team reportedly mulls switch to Apple-Google API



In what could herald a course reversal for the UK's National Health Service, health officials in that country have reportedly asked a team of developers to "investigate" switching its contact tracing app to a cross-platform API provided by Apple and Google.




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16" MacBook Pro deals: save up to $450 on every single model with coupon



AppleInsider has rounded up the best 16-inch MacBook Pro deals going on right now, with coupon savings knocking up to $450 off every single model. Whether you're in the market for a standard config or looking for a loaded Core i9 model, it pays to check out the cash discounts.




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Can You Handle a Single Source of Product Truth?

To improve communication, everyone in your company must get their information from the same source. Sounds reasonable, right?

Author information

Mohit Daga

Mohit is a Senior Product Portfolio Manager for ENOVIAWORKS. Sports enthusiast, Vegetarian foodie and likes bourbon!

The post Can You Handle a Single Source of Product Truth? appeared first on The SOLIDWORKS Blog.




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Buju Banton calls new single with John Legend 'special'

LOS ANGELES (AP) — It's been over a decade since reggae king Buju Banton and R&B star John Legend collaborated on a song, and the Grammy winners have reunited for a new track.Banton and Legend released the easy-going love song Memories on yesterday. It is the first single from Banton's upcoming album Upside Down, his first studio project since 2010's Before the Dawn.




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Coronavirus: 'Low inherent risk' anglers fish for a way back onto Scottish waters

SCOTLAND's foremost angling organisation has set out a bid to allow people to take part in the sport as lockdown measures are eased saying it carries a "low inherent potential" for Covid-19 transmission.




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Teaching Students to Wrangle 'Big Data'

In a labor market hungry for employees who can work with data, some high schools have begun to offer a new breed of classes in data science.




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Using Amazon Echo, Google Home to Learn: Skill of the Future or Bad Idea?

The growing popularity of voice-activated technologies is forcing educators to think about the role such tools play in preparing students for the jobs of the future.




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Google Maps Celebrates 15 Years With New AR, Commuter Options

To celebrate 15 years of Google Maps, the popular mapping program gets a redesign, a host of new features, and an installation in New York's Madison Square Park.




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'Freedom' Lovers Need to Leave Google Alone

Lots of companies do business in foreign countries, even Communist countries, but Google is getting singled out for its China plans as if it could bring down PRC all by itself.




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Fetal and Maternal Candidate Single Nucleotide Polymorphism Associations With Cerebral Palsy: A Case-Control Study

Candidate genes involved in thrombophilia, inflammation, and preterm birth have previously been associated with cerebral palsy. Most studies to date have included small cohorts, did not allow for multiple testing, and require replication.

This study of children with cerebral palsy and their mothers did not confirm previously reported candidate gene associations. Prothrombin gene mutation was associated with hemiplegia in children born at term to mothers with a reported infection during pregnancy. (Read the full article)




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Effect of a Single Inhalation of Laninamivir Octanoate in Children With Influenza

A single inhalation of laninamivir octanoate has previously been shown to be as effective as repeated doses of zanamivir in vitro and in vivo, but it is not known whether this is also the case for children.

Median time to fever resolution was not significantly different between laninamivir octanoate and zanamivir for pediatric patients with influenza. The severity of influenza symptoms and the frequency of complications were similar in the 2 groups. (Read the full article)




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Cerebral Palsy and Neonatal Death in Term Singletons Born Small for Gestational Age

Children born small for gestational age (SGA) have increased risk of perinatal morbidity and mortality, neonatal death, and cerebral palsy (CP). Causes of SGA, such as congenital malformations, intrauterine infections, and preeclampsia, are also risk factors for the same outcomes.

In 90% of singletons born SGA, CP is apparently of prenatal origin. Low proportions of intrapartum events leading to CP could not be fully explained by a higher neonatal mortality rate in SGA than in non-SGA children. (Read the full article)




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Single ABCA3 Mutations Increase Risk for Neonatal Respiratory Distress Syndrome

Neonatal respiratory distress syndrome is the most common respiratory cause of mortality and morbidity among US infants aged <1 year. Although neonatal respiratory distress syndrome is a heritable disorder, common genetic variants do not fully explain disease heritability.

Single ABCA3 mutations are overrepresented among term and late preterm (≥34 weeks’ gestation) European-descent infants with RDS. Although ABCA3 mutations are individually rare, they are collectively common in the European- and African-descent general population, present in ~4% of individuals. (Read the full article)




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Teen Birth Rates in Sexually Abused and Neglected Females

Despite downward trends, the US teen birth rate remains among the highest of developed nations. Childhood maltreatment may place teens at higher risk, but inferences are weak given a lack of prospective study and control for alternative explanations.

Results from the first controlled, prospective study of nulliparous teenagers confirm that victims of maltreatment are more than twice as likely as their nonmaltreated peers to experience a teen childbirth after controlling for demographic confounds and other known risk factors. (Read the full article)




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Neonatal End-of-Life Care: A Single-Center NICU Experience in Israel Over a Decade

Neonatal mortality rate and causes of death have been relatively stable in recent years. Decision-making practices preceding death of sick neonates affect the circumstances of death. These practices vary worldwide according to the team approach and local population background.

Although our population is mostly religious, we observed a decline in maximal intensive care along with increasing redirection of care over a decade. Changes in the team approach and increasing level of parental involvement influence type and duration of treatment. (Read the full article)




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Serum Tocopherol Levels in Very Preterm Infants After a Single Dose of Vitamin E at Birth

Preterm infants are born with low serum levels and low body stores of tocopherol. Serum levels ≥0.5 mg/dL are required for protection against lipid peroxidation. Previous studies have shown good intestinal absorption of vitamin E given intragastrically to preterm infants.

Serum α-tocopherol increases after a single 50-IU/kg dose of vitamin E as dl-α-tocopheryl acetate given intragastrically to very preterm infants soon after birth; however, 30% of infants still have serum α-tocopherol level <0.5 mg/dL 24 hours after dosing. (Read the full article)




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Validity of a Single Item Food Security Questionnaire in Arctic Canada

Food insecurity is best measured by comprehensive assessments. However, rapid assessments can be useful in certain circumstances, but their validity is not characterized.

Rapid assessment of food insecurity is feasible among Inuit adults and children. (Read the full article)




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Single-Family Room Care and Neurobehavioral and Medical Outcomes in Preterm Infants

The single-family room (SFR) NICU is a major response to improve care and reduce developmental morbidity in preterm infants. However, no studies have examined how and why this model is associated with changes in medical and neurobehavioral outcome.

This study shows improved medical and neurodevelopmental outcome in infants hospitalized in the SFR model of care. More important, improvements occurred specifically in relation to increases in maternal involvement and developmental support afforded by the SFR environment. (Read the full article)