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More than one, always more than one to address the real uncertainty.

The OHDSI study-a-thon group has a pre-print An international characterisation of patients hospitalised with COVID-19 and a comparison with those previously hospitalised with influenza. What is encouraging with this one over yesterday’s study, is multiple data sources and almost too many co-authors to count (take that Nature’s editors). So an opportunity to see the variation […]




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Coronavirus: the cathedral or the bazaar, or the cathedral and the bazaar?

Raghu Parthasarathy writes: I’ve been frustrated by Covid-19 pandemic models, for the opposite reason that I’m usually frustrated by models in science—they seem too simple, when the usual problem with models is over-complexity. Instead of doing more useful things, I wrote this up here. In his post, Parthasarathy writes: Perhaps the models we’re seeing are […]




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Best econ story evah

Someone who wishes to remain anonymous writes: Here’s a joke we used to tell about someone in econ grad school, a few decades ago. Two economists were walking down the street. The first one says: “Isn’t that a $20 bill?” The second one says: “Can’t be. If it were, somebody would have picked it up […]




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Reverse-engineering priors in coronavirus discourse

Last week we discussed the Santa Clara county study, in which 1.5% of the people tested positive for coronavirus. The authors of the study performed some statistical adjustments and summarized with a range of 2.5% to 4.2% for infection rates in the county as a whole, leading to an estimated infection fatality rate of 0.12% […]




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Coronavirus Quickies

This post is by Phil Price, not Andrew. There a couple of things that some people who comment here already know, but some do not, leading to lots of discussion in the comments that keeps rehashing these issues. I’m hoping that by just putting these here I can save some effort. 1. The ‘infection fatality […]




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My talk Wednesday at the Columbia coronavirus seminar

The talk will be sometime the morning of Wed 6 May in this seminar. Title: Some statistical issues in the fight against coronavirus. Abstract: To be a good citizen, you sometimes have to be a bit of a scientist. To be a good scientist, you sometimes have to be a bit of a statistician. And […]




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Resolving the cathedral/bazaar problem in coronavirus research (and science more generally): Could we follow the model of genetics research (as suggested by some psychology researchers)?

The other day I wrote about the challenge in addressing the pandemic—a worldwide science/engineering problem—using our existing science and engineering infrastructure, which is some mix of government labs and regulatory agencies, private mega-companies, smaller companies, university researchers, and media entities and rich people who can direct attention and resources. The current system might be the […]




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Updated Imperial College coronavirus model, including estimated effects on transmissibility of lockdown, social distancing, etc.

Seth Flaxman et al. have an updated version of their model of coronavirus progression. Flaxman writes: Countries with successful control strategies (for example, Greece) never got above small numbers thanks to early, drastic action. Or put another way: if we did China and showed % of population infected (or death rate), we’d erroneously conclude that […]




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Updated Santa Clara coronavirus report

Joseph Candelora in comments pointed to this updated report on the Santa Clara study we discussed last week. The new report is an improvement on the first version. Here’s what I noticed in a quick look: 1. The summary conclusion, “The estimated population prevalence of SARS-CoV-2 antibodies in Santa Clara County implies that the infection […]




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Hey, you. Yeah, you! Stop what you’re doing RIGHT NOW and read this Stigler article on the history of robust statistics

I originally gave this post the title, “Stigler: The Changing History of Robustness,” but then I was afraid nobody would read it. In the current environment of Move Fast and Break Things, not so many people care about robustness. Also, the widespread use of robustness checks to paper over brittle conclusions has given robustness a […]




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Simple Bayesian analysis inference of coronavirus infection rate from the Stanford study in Santa Clara county

tl;dr: Their 95% interval for the infection rate, given the data available, is [0.7%, 1.8%]. My Bayesian interval is [0.3%, 2.4%]. Most of what makes my interval wider is the possibility that the specificity and sensitivity of the tests can vary across labs. To get a narrower interval, you’d need additional assumptions regarding the specificity […]




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How scientists perceive advancement of knowledge from conflicting review reports

Kevin Lewis pointed me to this article. It seemed kinda familiar, I took a look at the abstract, and I realized . . . I reviewed this article for the journal! Here was my referee report: The paper seems fine to me. I have only two minor comments, both relating to the abstract. 1. I […]




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NPR’s gonna NPR (special coronavirus junk science edition)

1. The news! Zad’s cat, pictured above, is not impressed by this bit of cargo-cult science that two people sent to me: No vaccine or effective treatment has yet been found for people suffering from COVID-19. Under the circumstances, a physician in Kansas City wonders whether prayer might make a difference, and he has launched […]




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“Curing Coronavirus Isn’t a Job for Social Scientists”

Anthony Fowler wrote a wonderful op-ed. You have to read the whole thing, but let me start with his most important point, about “the temptation to overclaim” in social science: One study estimated the economic value of the people spared through social-distancing efforts. Essentially, the authors took estimates from epidemiologists about the number of lives […]




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Imperial College report on Italy is now up

See here. Please share your reactions and suggestions in comments. I’ll be talking with Seth Flaxman tomorrow, and we’d appreciate all your criticisms and suggestions. All this is important not just for Italy but for making sensible models to inform policy all over the world, including here.




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Calibration and recalibration. And more recalibration. IHME forecasts by publication date

Carlos Ungil writes: The IHME released an update to their model yesterday. Using now a better model and taking into account the relaxation of mitigation measures their forecast for US deaths has almost doubled to 134k (95% uncertainty range 95k-243k). My [Ungil’s] charts of the evolution of forecasts across time can be found here. I […]




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New Within-Chain Parallelisation in Stan 2.23: This One‘s Easy for Everyone!

What’s new? The new and shiny reduce_sum facility released with Stan 2.23 is far more user-friendly and makes it easier to scale Stan programs with more CPU cores than it was before. While Stan is awesome for writing models, as the size of the data or complexity of the model increases it can become impractical […]




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University of Washington biostatistician unhappy with ever-changing University of Washington coronavirus projections

The University of Washington in Seattle is a big place. It includes the Institute for Health Metrics and Evaluation (IHME), which has produced a widely-circulated and widely-criticized coronavirus model. As we’ve discussed, the IHME model is essentially a curve-fitting exercise that makes projections using the second derivative of the time trend on the log scale. […]




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We need better default plots for regression.

Robin Lee writes: To check for linearity and homoscedasticity, we are taught to plot residuals against y fitted value in many statistics classes. However, plotting residuals against y fitted value has always been a confusing practice that I know that I should use but can’t quite explain why. It is not until this week I […]




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Standard deviation, standard error, whatever!

Ivan Oransky points us to this amusing retraction of a meta-analysis. The problem: “Standard errors were used instead of standard deviations when using data from one of the studies”! Actually, I saw something similar happen in a consulting case once. The other side had a report with estimates and standard errors . . . the […]




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DFL congressional endorsements get underway




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National parks visitors should plan for 'new normal'

After closing amid the coronavirus pandemic, the National Park Service is testing public access at several parks across the nation, including two in Utah, with limited offerings and services. Visitor centers and campgrounds remain largely shuttered at Bryce Canyon and Capitol Reef, but visitors are welcome at some of the sites.




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Veteran DFL lawmakers question virtual conventions after coming up short

Two legislative stalwarts lose endorsements as a wave of younger, more liberal challengers emerges in Minneapolis.




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After 'bumpy' GOP endorsement fight, Michelle Fischbach seeks to unseat Collin Peterson

Bruising convention battle calls into question party unity behind the Peterson challenger.




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Documents show top White House officials buried CDC report

The decision to shelve detailed advice from the nation's top disease control experts for reopening communities during the coronavirus pandemic came from the highest levels of the White House, according to internal government e-mails.




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US approves new coronavirus antigen test with fast results




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Rangers, IRS volunteers lead in returns of federal workers

Returning Internal Revenue Service workers in Kansas City are being directed to a room well-stocked with face masks, while some other IRS offices were still telling staffers to buy or make their own as the Trump administration starts rolling out a location-based plan for returning more of the some 2 million federal workers to job sites.




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Orioles, Mets To Play Exhibition Game At Naval Academy

It's the first Orioles game to be played there under a long-term partnership with the Naval Academy.




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Orioles: Trey Mancini Has Malignant Tumor Removed

The fan-favorite outfielder abruptly left the team last week.




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Orioles Opening Day Delayed, Spring Training Games Canceled

The Baltimore Orioles' Opening Day will be delayed by at least two weeks after Major League Baseball announced its response to the coronavirus outbreak Thursday.




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MLB Teams Pledge $30M To Support Ballpark Employees

Major League Baseball's teams have pledged $30 million for ballpark workers who will lose income because of the delay to the season caused by the novel...




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Union Calls For 40-Game Pay For Camden Yards Employees Out Of Work

The union representing 700 hospitality workers at Camden Yards is asking for financial help on what would have been opening day.




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Former Oriole Pearce Retires, Injured Most Of 2019

The journeyman's career saw a resurgence after he joined the Orioles. He went on to be the MVP of the 2018 World Series with the Boston Red Sox.




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Orioles' Trey Mancini Undergoing Chemotherapy For Stage 3 Colon Cancer

Baltimore Orioles' Trey Mancini announced Tuesday he is undergoing chemotherapy for Stage 3 colon cancer. 




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Orioles Offer Refunds Or Credit For Tickets To Canceled Games

The announcement follows MLB's decision that refunds could be issued.




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Stephens, George

Stephens, George May 20, 1953 - Apr 30, 2020 George L. Stephens, 66, Palmetto, Fl., died April 30, 2020. George was born and raised .....




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Lynn, Coralyn

Lynn, Coralyn Sep 4, 1930 - May 2, 2020 Coralyn Lynn, 89, of Sarasota, Florida, died on May 2, 2020. Funeral arrangements by: Your .....




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Corbett Sr., Randall Joseph

Corbett, Sr., Randall Joseph May 1, 1943 - May 7, 2020 Randall Joseph Corbett, Sr., 77, of Plymouth, Massachusetts and Venice, Florida, died on .....




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Cabott, Dorothy W.

Cabott, Dorothy W. Jan 5, 1936 - May 5, 2020 Dorothy W. Cabott, 84, of Port Charlotte, FL, died on May 5, 2020. Funeral .....




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Triple Crown News Minute Presented By Kentucky Equine Research: Closer Look At Florida Derby Contenders

Saturday's 14-race Florida Derby Day card gets under way at 11:30 a.m. from Gulfstream Park in Hallandale Beach, Fla., and the Grade 1 Derby will feature a full field of 3-year-olds competing for $750,000 and 170 qualifying points for the Kentucky Derby, now scheduled for Sept. 5 (100 points to the winner, 40 to second, […]

The post Triple Crown News Minute Presented By Kentucky Equine Research: Closer Look At Florida Derby Contenders appeared first on Horse Racing News | Paulick Report.




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I Am Horse Racing Helps Answer The Common Question: What Is Colic?

The team at I am Horse Racing would like to introduce our newest endeavor, a series entitled “Vet's Corner.” This new arm of our video and social media installments will focus on delving into many of the most common ailments, issues, and physical aspects associated with horses, sport horses, and racehorses. We will gather the nation's top minds to speak […]

The post I Am Horse Racing Helps Answer The Common Question: What Is Colic? appeared first on Horse Racing News | Paulick Report.




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Elbow Room: Santana Suspended 10 Days By Oaklawn Stewards For Careless Riding

Ricardo Santana Jr., whose six-year streak as Oaklawn's leading rider was ended in 2019 by David Cohen, has been suspended the final 10 racing days of the 2020 race meeting at the Hot Springs, Ark., track for an incident involving Cohen in the stretch run of the seventh race on Sunday, April 5. Santana was […]

The post Elbow Room: Santana Suspended 10 Days By Oaklawn Stewards For Careless Riding appeared first on Horse Racing News | Paulick Report.




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Introducing Ask Ray: Impertinent Answers To Important Questions

In a new video feature being introduced today, Paulick Report publisher Ray Paulick tries to answer questions that readers have submitted using the “Ask Ray” button at the top of the horse racing website's home page. Many recent “Ask Ray” questions have focused on re-scheduling of major races and the resumption of the sport in […]

The post Introducing Ask Ray: Impertinent Answers To Important Questions appeared first on Horse Racing News | Paulick Report.




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Parx Has Several Hurdles To Clear Before Racing Can Resume

There is no firm timeline in place for the resumption of racing at Parx, but when it does happen, it's going to look quite different. That's the word from Sal DeBunda, president of the Pennsylvania Thoroughbred Horsemen's Association in a video update posted on the group's Facebook page last week. DeBunda explained that Pennsylvania Gov. […]

The post Parx Has Several Hurdles To Clear Before Racing Can Resume appeared first on Horse Racing News | Paulick Report.




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Ask Ray: Workout Designations, DRF Mystery, Arizona ADW And Edgar Prado

In the latest installment of Ask Ray, Paulick Report publisher Ray Paulick answers questions from readers on several topics, and it's apparent from his responses that he's a little edgy after being in isolation since mid-March. A question about why California workouts are almost all designated as “handily” while the rest of the country's workouts […]

The post Ask Ray: Workout Designations, DRF Mystery, Arizona ADW And Edgar Prado appeared first on Horse Racing News | Paulick Report.




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11 Most Essential WordPress Widgets Empowering Your WP Website

It doesn’t matter if you are a newcomer or you are in the path of becoming a Developers for Plugin Development, WordPress widgets are those magical powers that provide with the right spell to everyone for creating a website in WordPress. “WordPress Widgets comes in the form of a handy tool that tends to make...




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11 of the Best Gutenberg Plugins for Designing Websites

Now that the early concerns surrounding Gutenberg have subsided it is clear that the new editor for WordPress is actually an excellent resource for web designers. Especially if you are not the most confident coder. Gutenberg and its block plugins are an intuitive way to build your website and ensure it looks as good as...




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4 Must-Have Plugins For Your New WordPress Site

Looking for the right plugins to install on your new WordPress site? The flexibility to use plugins to improve and enhance your site is undoubtedly one of WordPress’s best features. But, it can be quite overwhelming to just get started. At the last count, there were over 54,000 WordPress plugins available on WordPress.org and thousands...




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Why One-Third of the Top 10 Million Websites Choose WordPress?

Did you know that WordPress CMS powers around 26% of all the websites?  This CMS has always been a favourite among the web-savvy users and start-ups because of its simple yet powerful features. If you have plans to start a small business website using any CMS platform, then WordPress is worth choosing because it comes...




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8 Best SEO Plugins For Your WordPress Website

WordPress is one of the most popular websites in use today, WordPress is powering one-third of the top 10 million websites. The primary reason being its accessibility and open source feature. Apart from that the ease of customization, the search engine friendliness and security, etc contribute to its fame. But only launching a WordPress website is...