Tag: Data

This City In Alaska Is Warming So Fast, Algorithms Removed The Data Because It Seemed Unreal

Last week, scientists were pulling together the latest data for the National Oceanic and Atmospheric Administration’s monthly report on the climate when they noticed something strange: One of their key climate monitoring stations had fallen off the map.

All of the data for Barrow, Alaska — the northernmost city in the United States — was missing.

No, Barrow hadn’t literally been vanquished by the pounding waves of the Arctic Sea (although it does sit precipitously close).




The missing station was just the result of rapid, man-made climate change, with a runaway effect on the Arctic.

The temperature in Barrow had been warming so fast this year, the data was automatically flagged as unreal and removed from the climate database.

It was done by algorithms that were put in place to ensure that only the best data gets included in NOAA’s reports.

They’re handy to keep the data sets clean, but this kind of quality-control algorithm is good only in “average” situations, with no outliers. The situation in Barrow, however, is anything but average.

If climate change is a fiery coal-mine disaster, then Barrow is our canary. The Arctic is warming faster than any other place on Earth, and Barrow is in the thick of it.

With less and less sea ice to reflect sunlight, the temperature around the North Pole is speeding upward.

The missing data obviously confused meteorologists and researchers, since it’s a record they’ve been watching closely, according to Deke Arndt, the chief of NOAA’s Climate Monitoring Branch.

He described it as “an ironic exclamation point to swift regional climate change in and near the Arctic.

Just this week, scientists reported that the Arctic had its second-warmest year — behind 2016 — with the lowest sea ice ever recorded.

The announcement came at the annual meeting of the American Geophysical Union, and the report is topped with an alarming headline: “Arctic shows no sign of returning to reliably frozen region of recent past decades.

Changes in the Arctic extend beyond sea ice. Vast expanses of former permafrost have been reduced to mud. Nonnative species of plants, types that grow only in warmer climates, are spreading into what used to be the tundra.

Nowhere is this greening of the Arctic happening faster than the North Slope of Alaska, observable with high-resolution clarity on NOAA satellite imagery.

The current observed rate of sea ice decline and warming temperatures are higher than at any other time in the last 1,500 years, and likely longer than that,” the NOAA report says.

At no place is this more blatantly obvious than Barrow itself, which recently changed its name to the traditional native Alaskan name Utqiagvik.

In just the 17 years since 2000, the average October temperature in Barrow has climbed 7.8 degrees. The November temperature is up 6.9 degrees.

The December average has warmed 4.7 degrees. No wonder the data was flagged.

The Barrow temperatures are now safely back in the climate-monitoring data sets. Statisticians will have to come up with a new algorithm to prevent legitimate temperatures from being removed in the future.

New algorithms for a new normal.

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Pass it on: Popular Science

Too Much Big Data May Not Be Enough

In the quest to mine and analyze meaningful, reliable, and useful data from the burgeoning plethora of electronic and online sources, healthcare organizations can allow the big picture to overshadow many underlying and valuable components contributing to patient care improvement.

The clinical data and diagnostic images in radiology information systems (RIS) and picture archiving and communication systems (PACS) remain two examples.

For clinical imaging and radiology executives, these visual clues and cues are necessary for effective, efficient decision support.

Certainly a growing number of manufacturers and information technology companies recognize this – even if many healthcare providers have not yet reached the point where they can tackle the necessary underlying infrastructure beyond the planning and strategic stages.

As a result, they’re offering providers a light at the end of the tunnel.




The latest generation of reporting capabilities can help improve the utilization of imaging data for diagnostic decision making,” says Cristine Kao, Global Marketing Director for Healthcare Information Solutions, Carestream.

An NIH study concluded that oncologists and radiologists prefer quantitative reports that include measurements as well as hyperlinks to annotated images with tumor measurements, for example.

A report by Emory and ACR shows eight out of 10 physicians will send more referrals to facilities that can offer interactive multimedia reporting – citing the ability to better collaborate with radiologists.

Connecting all of the technology and tools remains important, too, for a visually rich information view, according to Todd Winey, Senior Advisor, Strategic Markets, InterSystems.

For the clinical and diagnostic data to play a more valuable role in patient care improvement, these trends need to be accelerated, Winey insists, which isn’t without challenges.

VNAs remain only marginally deployed,” he laments. “Many of the advances in radiology information systems and PACS have been focused on productivity improvements for radiologists and are not yet fully supporting advanced interoperability.

Kao agrees with the foundational importance of a VNA but adds that it shouldn’t stop there.

Depending on an organization’s capabilities, imaging data must be accessible to more than just one clinical segment to be included as part of the decision support process, according to Winey.

Kao says she fully anticipates future reporting functions may include “more intuitive searching capabilities that will link pertinent patient information for a specific condition or disease, even if previous reports did not include the specific word involved in the search command.”

“The goal for enhancing the entire diagnostic process is to provide clinically relevant information when and where it’s needed.”

“New advanced reporting techniques provide information that can lead to improved decision support and diagnostic outcomes.

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Pass it on: New Scientist