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An additional 13 sets of human remains were discovered Monday in Northern California, bringing the death toll from the Camp Fire to 42, making it the deadliest wildfire in the state's history, the sheriff of Butte County said.The increased death toll comes as first responders continue battling blazes on both ends of the state, bringing the statewide toll to 44.They are fighting fierce winds to contain the Woolsey Fire and save lives and homes in populous Southern California. Meanwhile, harrowing stories of nightmarish escapes from burning homes and cars are trickling out of the rural northern part of the state, where firefighters made progress Monday in containing the Camp Fire, which also is the most destructive fire in state history. 753

An artificial intelligence tool can help doctors when deciding which COVID-19 patients can be sent home, according to a study that started in May.Researchers at New York University used the AI tool to analyze thousands of COVID-19 cases. The team used data from Asia and Europe to develop the model.It uses lab results, vital signs and oxygen requirements to determine how the patient will do over the next few days.The study has found the AI tool can identify patients that will do well with 90% precision, which could help doctors prioritize care and make discharging plans for others.Doctors always make the final call, but the AI tool can help reaffirm their decisions.“It's augmenting, but it's also teaching a little bit, because you know when the physicians see a patient that looks well, but the models say they may not be well, they can look at the, the features right? The vital signs and labs and other things that are saying that this patient isn't well and then they can start to understand or create a mental model,” said Yin Aphinyanaphongs, Director of Translational Clinical Informatics for DataCore, NYU.The researchers are still running randomized trials for about another two months, looking at the average time patients spend in the hospital.The hope is the AI tool could help reduce the length of stay.“That's extremely compelling because now you don't just show oh I have a model that can predict a favorable outcome, but now you have a model, right, that actually affects the outcome,” said Aphinyanaphongs.Another team at NYU is now conducting a survey among doctors that have used the tool. One facility has already implemented it.The researchers wanted to make sure it's easy for other organizations to start -- so the software can be up and running in about half a day. 1805

An off-duty Forrest City, Arkansas police officer was shot and killed inside of his home Saturday afternoon from a gunman who sprayed dozens of bullets into the officer's home. An eyewitness told WREG-TV that Officer Oliver Johnson, Jr. was inside his home when someone in a vehicle sprayed the home with as many as 40 bullets. At least one of those bullets struck Johnson. Johnson's family attempted to perform CPR on the officer before paramedics arrived. Police told WREG that they do not believe Johnson was the target. "It was an encounter between the suspects and another group outside of the apartment," West Memphis Police Captain Joe Baker told WREG.  "This hits everyone a little close to home in law enforcement. He was a police officer, some of my officers did, in fact, know him."  847

As health officials around the world tack COVID-19 infection rates, two universities in the U.S. have partnered with Facebook to try to predict infections with real-time survey data.Dr. Alex Reinhart, an assistant teaching professor of statistics and data science at Carnegie Mellon University and a member of the Delphi Group, says that as health officials were struggling with testing capacity in the spring, they realized they might be able to predict infections by analyzing social media."They realized that if we could know when people are experiencing symptoms, they probably experience symptoms a few days before seeing a doctor. That's probably a few days before they get test results back and so that could potentially be an early indicator," Reinhart said.The Delphi Group reached out to Facebook, which agreed to help them survey its users."Every day Facebook takes a random sample of their active users that day in the United States and internationally and invites them through a little blurb at the top of their newsfeed that says, 'you can help coronavirus research' if you take this survey, which is voluntary," Reinhart said.Once Facebook users click on the survey button, it takes them to Carnegie Mellon's page for the survey. The University of Maryland also jumped on board with the project and conducted the survey for all international Facebook users.Facebook does not receive any survey data and only refers to the interested participants to the survey links. So far, more than 30 million people have taken the survey.Dr. Frauke Kreuter, who is working with the University of Maryland in Germany on the international side, says she's not aware of another global survey on COVID-19."There are two factors globally, I would say. One, is that many countries do not have good reporting systems and so they rely even more on alternative data sources. And the other one is, you want to compare yourself to other countries, but for that you need to have kind of the same measure in each country," Kreuter said. "And that's what we're lacking with a lot of measures right now because each country does there reporting slightly different."So far, Carnegie Mellon and the University of Maryland have been able to develop heat maps showing coronavirus symptoms across the country and world. Reinhart says they've been on par with COVID-19 infection rates being reported from health officials and says the survey has helped them identify patterns when it comes to mask-wearing and infection rates."In early September, we started asking questions about mask usage and we soon found that there is a striking difference in mask usage across the country," Reinhart said. "At the time, places that had lower mask usage seemed to be having a worse time in the pandemic."Reinhart says the survey results are helping them learn more about the effects of mask mandates. Researchers are hoping to continue the survey as the pandemic evolves — for example, they hope to begin gauging users on vaccine usage and skepticism in the coming months.The data is available for anyone to view and use."It's different from what you can get from cell phone mobility data that we see people use because we get to directly ask people what they're thinking, how they're feeling, what they're experiencing," Rinehart said. "We'd like as many people as possible to discover this data and use it for their own important research questions." 3430

APATUL VALLEY (CNS) - Firefighters battling the Valley Fire in rural eastern San Diego County worked to take advantage of lighter winds and higher humidity this morning in an attempt to increase containment of the blaze.The fire, southeast of Alpine, has burned 17,665 acres, destroyed 30 residences and 31 outbuildings, damaged 11 other structures, injured three firefighters and was 79% contained.At noon Friday, Cal Fire announced that all evacuations and road closures necessitated by the conflagration, dubbed the Valley Fire, had been lifted.However, Cleveland National Forest remained closed to the public until further notice ``to protect natural resources and provide for the safety of the public and firefighters,'' Cal Fire advised.``This closure will stay in place until conditions improve and we are confident that national forest visitors can recreate safely,'' according to the state agency.The blaze erupted for unknown reasons early Sept. 5 off Spirit Trail and Carveacre Road and spread rapidly through tinder-dry vegetation amid sweltering heat and high winds, Cal Fire officials said.Cal Fire cautioned those returning to the fire-ravaged area Friday to ``use extreme caution around trees, power poles and other tall objects or structures that may have been weakened'' by the blaze.The San Diego County Sheriff's Department will increased its patrols in the area to ensure public safety and prevent looting, according to Cal Fire.Officials advised that motorists in the area may face traffic disruptions due to the continued presence of firefighters, law enforcement personnel and utility workers still working there.Non-residents were asked to avoid locales in and around the burn zone if possible.About 140 San Diego Gas & Electric customers in Alpine, Barrett Lake, Dehesa, Lyons Valley and Rancho Palo Verde were without power. Electricity was restore to many customers on Friday and the rest were expected to be back online by Tuesday afternoon, the utility said.Due to smoke drifting over much of the San Diego region, the county Pollution Control District advised that the air quality may be unhealthy in some local communities and advised people to limit outdoor activities until conditions improve.Gov. Gavin Newsom declared a state of emergency for San Diego County Sunday due to the Valley Fire, a move intended to free up federal relief funds.County officials encouraged people who have lost their homes or other property to the wildfire to call for assistance at 858-715-2200 or email valleyfirerecovery.@sdcounty@ca.gov.Additionally, a county assistance center for victims of the blaze will be in operation at Rancho San Diego Library, 11555 Via Rancho San Diego, on Saturdays and Sundays from 10 a.m. to 6 p.m. and Mondays from 11 a.m. to 7 p.m. until further notice.Those who would like to help victims of the fire can make donations to a disaster-relief fund implemented by the San Diego Foundation, which can be accessed online at sdcountyrecovery.com. 3002