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2 changes: 1 addition & 1 deletion content/about/_index.md
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Expand Up @@ -32,7 +32,7 @@ Public health authorities (federal, state, local), the healthcare industry, the

### Delphi's milestones

- Since 2013, we've supported U.S. CDC's Influenza Division in advancing and growing a [scientific community around flu forecasting](https://www.cdc.gov/flu/weekly/flusight/index.html). We've been perennial leaders in forecasting accuracy.
- Since 2013, we've supported U.S. CDC's Influenza Division in advancing and growing a [scientific community around flu forecasting](https://www.cdc.gov/flu/weekly/flusight/index.html). We've been [perennial leaders in forecasting accuracy](https://www.cs.cmu.edu/~roni/CDC%20Flu%20Challenge%202014-2018%20Results.pdf).

- Since 2016, we've developed the [Delphi Epidata API]({{< apiref "/" >}}), which provides real-time access to epidemiological surveillance data.

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2 changes: 1 addition & 1 deletion content/about/news/headless/2016_12.md
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Expand Up @@ -4,4 +4,4 @@ title: Top
category: accomplishment
---

[system took the top spot in the 2015-2016 flu forecasting challenge](https://www.cdc.gov/flu/spotlights/flu-activity-forecasts-2016-2017.htm). ([Results summary](http://www.cs.cmu.edu/~roni/CDC%20Flu%20Challenge%202015-2016%20Results.pdf).)
[system took the top spot in the 2015-2016 flu forecasting challenge](https://www.cdc.gov/flu/spotlights/flu-activity-forecasts-2016-2017.htm). ([Results summary](https://www.cs.cmu.edu/~roni/CDC%20Flu%20Challenge%202015-2016%20Results.pdf).)
2 changes: 1 addition & 1 deletion content/about/news/headless/2017_10.md
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We did it again! [Our
two systems took the top two spots in the 2016-2017 flu forecasting
challenge (out of 28 submissions).](https://www.cmu.edu/news/stories/archives/2017/september/flu-forecasts.html)
([Results summary](http://www.cs.cmu.edu/~roni/CDC%20Flu%20Challenge%202016-2017%20Results.pdf).)
([Results summary](https://www.cs.cmu.edu/~roni/CDC%20Flu%20Challenge%202016-2017%20Results.pdf).)
2 changes: 1 addition & 1 deletion content/about/news/headless/2018_11.md
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and yet again! Our forecasting systems took the top
spot each of the three separate flu forecasting challenges of
2017-2018 (out of up to 30 submissions).
([Results summary](http://www.cs.cmu.edu/~roni/CDC%20Flu%20Challenge%202017-2018%20Results.pdf).)
([Results summary](https://www.cs.cmu.edu/~roni/CDC%20Flu%20Challenge%202017-2018%20Results.pdf).)
2 changes: 1 addition & 1 deletion content/about/publications/index.md
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Expand Up @@ -52,7 +52,7 @@ papers:
- title: "A proposal for standardized evaluation of epidemiological models"
image: evaluation.jpg
authors: Rosenfeld, Grefenstette, Burke
link: http://www.cs.cmu.edu/~roni/standardized-evaluation-of-epi-models-rev-09nov2012.pdf
link: https://www.cs.cmu.edu/~roni/standardized-evaluation-of-epi-models-rev-09nov2012.pdf
journal: White paper
year: 2012
---
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4 changes: 2 additions & 2 deletions content/flu/_index.md
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## Activities

We have participated, and [have done very well](http://www.cs.cmu.edu/~roni/CDC%20Flu%20Challenge%202014-2018%20Results.pdf), in all epidemiological forecasting challenges organized by the US government to date:
We have participated, and [have done very well](https://www.cs.cmu.edu/~roni/CDC%20Flu%20Challenge%202014-2018%20Results.pdf), in all epidemiological forecasting challenges organized by the US government to date:

<!-- : 2013--2014, 2014--2015 (winner),
<a target="_blank" rel="noopener" href="https://www.cdc.gov/flu/spotlights/flu-activity-forecasts-2016-2017.htm">2015--2016 (winner)</a>
Expand All @@ -27,7 +27,7 @@ by the [White House](https://www.whitehouse.gov/) [OSTP](https://www.whitehouse.

### [Forecasting the Chikungunya invasion of the Americas](https://www.innocentive.com/ar/challenge/9933617")

by [DARPA](http://www.darpa.mil/)
by [DARPA](https://www.darpa.mil/)

## Publicly Available Tools

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4 changes: 2 additions & 2 deletions content/people/index.md
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Expand Up @@ -198,7 +198,7 @@ people:
lastName: Ventura
image: valerie-ventura-500x500-min.jpg
affiliation: CMU/Stat
link: http://www.stat.cmu.edu/~vventura/
link: https://www.stat.cmu.edu/~vventura/
description: is a Professor in the Department of Statistics & Data Science at CMU and a member of Delphi.
team:
- core
Expand All @@ -208,7 +208,7 @@ people:
lastName: Wasserman
image: larry-wasserman-500x500-min.jpg
affiliation: CMU/Stat
link: http://www.stat.cmu.edu/~larry/
link: https://www.stat.cmu.edu/~larry/
description: is a Professor in the Department of Statistics & Data Science at CMU as well as in the Machine Learning Department and is a member of Delphi.
team:
- core
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