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Tracking infectious disease on Twitter
January 10th, 2012
10:34 AM ET

Tracking infectious disease on Twitter

Haitians started dying of cholera just 10 months after the country's devastating earthquake. Researchers say health ministries might have responded more quickly had they seen evidence of the unfolding epidemic in an unlikely place: Twitter.

Putting all publicly-available tweets with the word "cholera" and the hashtag "#cholera" on a timeline, researchers at Harvard Medical School were able to show a surge in cholera-related tweets early in the epidemic. The timeline correlates closely with later health-ministry tallies.

The researchers used tweets from around the world - 65,728 total with the word "cholera" - that were sent between October 20 and November 3, 2010, including those that came from aid organizations and/or media outlets in Haiti and elsewhere.

The goal is to someday harness the immediacy of social media and use it to make better decisions early on about where to deploy public health resources, said Professor John Brownstein of Children's Hospital Boston and co-founder of HealthMap.org, which aggregates global information about infectious diseases.

"You don't have a lot of data about what's happening in the population early on -  even in the best of situations, even in the U.S., but especially in Haiti. So the idea is what other health information can you draw on to make assessments of the impact of the disease?" said Brownstein.

"So in this case, what we were able to show -  and this is retrospectively of course -  is that utilizing this data that's coming out from these news and social media we can begin to understand the impact. Depending on how transmissible the strain is, it impacts what types of prevention that you do."

So far, there's no replacement for the traditional chain-of-command structure of public health that tallies and reports case numbers in an epidemic, but social media could be another tool in the toolbox for decision makers.

The next step is figuring out how it could work in real-time, instead of in hindsight.

"We found that there was better correlation between the social media and the official case numbers early on," said Rumi Chunara, a research fellow at HealthMap.

The tweets didn't coincide uniformly to official health numbers, but there were periods of time when they corresponded best - such as the first incident of the outbreak and then a hurricane which passed by Haiti a few weeks after the cholera epidemic began.

Cholera brings about a painful death, as quickly as within two to three hours, because of the amount of fluid and electrolytes that are lost. Symptoms are watery diarrhea, dehydration, nausea and vomiting.

The bacterial disease  spreads through contaminated water. While it has largely been eradicated in the West, it has been known to come back during war or natural disasters when people are forced to live in crowded places without proper sanitation and clean water.

As of mid-December 2011, cholera had killed 7,000 people and infected 520,000 in Haiti, according to the Pan American Health Organization.

Medical workers continue to encounter about 200 new cases everyday, said Dr. Jon Andrus, deputy director of PAHO, which is part of the World Health Organization.

The best way to prevent cholera is to get clean water and better sanitation. Immediate treatment for the disease is necessary through re-hydration, intravenous fluids, antibiotics and zinc supplements.


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  37. Arnulfo Nothnagel

    Los mecanizados CNC en Sevilla se ajustan a las habilidades de los trabajadores modernos. En la producción de muebles de la empresa Riedinger se han utilizado tanto una chapadora de cantos AURIGA 1308XL, como un centro de mecanizado CNC de 5 ejes PRO-MASTER 7225.

    http://www.chenjiagou.net/home.php?mod=space&uid=95598

    February 5, 2021 at 08:11 | Report abuse | Reply
  38. Mel Saye

    Generador de ozono – desodorización y purificación Salveco Proyectos S.L. empresa creada en 199 y con mas de 25 años de experiencia e investigación de nuevas tecnologias especializada en generador de ozono, produce equipos generadores de ozono comercial y ozono industrial que ayudan a una esterilización, desodorización de ambientes y purificación de aguas.

    https://fabnews.faith/wiki/Fontanero_desague_lavabo_in_english

    February 5, 2021 at 12:23 | Report abuse | Reply
  39. Ray Fauteux

    Lo sentimos pero lo consideramos un problema con el distribuidor y deberías ponerte en contacto con su servicio de atención al cliente, sentimos que te haya causado molestias y esperamos que puedas esperar para disfrutar de un auténtico espresso. Normalmente, si pruebas con diferentes aprietes” del café, sea llenándolo más menos, apretándolo más menos, deberás encontrar el punto justo para dar lo mejor de la cafetera. Hola, de nuevo, Constan, para poder gestionar adecuadamente tu consulta necesitamos saber cuál de los servicios técnicos de Albacete es el que has utilizado, el de Blasco Ibañez, el de Franciscanos, el que está en Villarobledo. El Servicio de Atención Técnica (SAT) de Antonio Segovia se corresponde con la antigua Moka.

    http://www.theezentrepreneur.com/members/pinkquill22/activity/192727/

    February 5, 2021 at 16:06 | Report abuse | Reply
  40. Onie Mcelheny

    Con la implantación de la nueva máquina CNC (Computer Numerical Control) de tecnología italiana, buscamos posicionarnos en un segmento de mercado importante para nuestra compañia, y abrir nuevas lineas de negocio que contribuyan a potenciar nuestro crecimiento como empresa. Gran experiencia en el desarrollo de procesos de producción, diseño y fabricación de utillajes con integración de poka yoke, siempre con maquinaria de última generación. le informa que los datos de carácter personal que proporcione rellenando el presente formulario serán tratados por Talleres Robles Hernandez S.L. como responsable de esta web.

    http://forum.giderosmobile.com/profile/thingstick82

    February 5, 2021 at 17:05 | Report abuse | Reply
  41. Dee Saile

    Respecto al split que me hablas, es una pena haber comprado un aparato sin marca conocida porque ni su calidad ni su Servicio Técnico quedan garantizados. Durante unos años mi empresa llevó la asistencia técnica no solo de los electrodomésticos de esta marca, sino también del aire acondicionado. Mira a ver si se puede aprovechar la instalación antigua (si es del mismo tipo de gas refrigerante), pues te ahorrarías dinero en el montaje. Segun tengo entendido Haier es un electrodomestico que se monta en china, pero es de Liebherr.

    http://www.zhuming.cc/home.php?mod=space&uid=313873

    February 5, 2021 at 17:22 | Report abuse | Reply
  42. Russ Coltrain

    Earn 3000 a Month With Our Passive Income System – Best Autopilot income system 2021

    https://tjgroup.wixsite.com/100kblueprint

    February 5, 2021 at 20:09 | Report abuse | Reply
  43. Karyl Trider

    Tanto la maquinaria como las herramientas que utilizamos en todos los procesos de mecanizados son de calidad y se revisan continuamente, además de tener un mantenimiento exhaustivo con tal de estar siempre listas para proceder a la fabricación de cualquier tipo de pieza de precisión que requiera el cliente.

    http://www.vvdy.com/home.php?mod=space&uid=118396

    February 6, 2021 at 03:53 | Report abuse | Reply
  44. vuasongbac

    Nice recipe

    http://clients1.google.com/url?q=https://www.vuasongbac.com.com

    February 6, 2021 at 05:37 | Report abuse | Reply
  45. Quintin Abaja

    También conocido como electroerosión por corte de hilo, electroerosión por corte de alambre electroerosión por hilo móvil, este proceso usa erosión por chispa para mecanizar eliminar material de cualquier material eléctricamente conductor, utilizando un electrodo de alambre móvil.

    https://curvejoin97.werite.net/post/2020/12/19/fontanero-alcobendas-espana-cani

    February 6, 2021 at 07:00 | Report abuse | Reply
  46. Ranae Tellio

    Alta calidad Made in Germany significa seguridad en la asistencia técnica también una vez hecha la compra. Grupo de empresas ubicado en Murcia con 15 años de experiencia en servicios industriales. Contamos con grandes profesionales en su ramo, pudiendo ofrecer desde servicios de venta y mantenimiento de maquinaria hasta servicios de informatica y comunicaciones orientados a profesionales de la industria. Empresa dedicada a la reparación de Maquinaria de Lavandería, Hostelería y Aire Acondicionado.

    http://lawyerbuzz.com/board/member.php?action=profile&uid=31392

    February 6, 2021 at 08:19 | Report abuse | Reply
  47. Nona Olivarria

    Earn $200/Day With Our Last Passive Income System – Best Autopilot income system 2021

    https://warriorplus.com/o2/a/db1dj/0

    February 6, 2021 at 09:50 | Report abuse | Reply
  48. grado medio de auxiliar de enfermeria

    Defenderse como un gato panza arriba...

    https://www.escuelacienciassalud.com/curso/tecnico-cuidados-auxiliares-enfermeria/

    February 6, 2021 at 10:53 | Report abuse | Reply
  49. Woodrow Carlson

    Recambios de aire acondicionado SAUNIER DUVAL en BarcelonaRecambios de aire acondicionado SAUNIER DUVAL en Barcelona... Recambios de Aire Acondicionado, repuestos , accesorios, filtros, termostatos,, Home. Epígrafe 113.2.- Preparación de lignito pardo en factoría independiente fuera del perímetro de la concesión explotación minera. No realizamos intervenciones en Electrodomésticos Bosch Mallorca en Garantia de Fábrica.

    https://trade-britanica.trade/wiki/Electrodomesticos_de_baixo_consumo_de_energia

    February 6, 2021 at 19:03 | Report abuse | Reply
  50. Quinn Sadlon

    Cualquier profesional que se precie, sabe que cuando se compra un repuesto para un electrodoméstico en un comercio y te lo instalas tú por tu cuenta, por muy profesional que seas, no se da ningún tipo de garantía. Conozco la trayectoria de esa marca italiana, perteneciente primero al grupo MERLONI ELETTRODOMESTICI, junto con las otras marcas del grupo: HOT POINT, ARISTON y la francesa SCHOLTES. Me refiero a la venta del KNOW HOW , sea, le vendió aparatos completos, tecnología y fabricación de los mismos e incluso las cadenas de montaje. Y finalmente, MONTSE, tu tercer error fue no informarte bien del Servicio de la marca INDESIT. Me da la impresión por tu comentario que te estás dirigiendo a INDESIT, reclamando por la actuación de su Servicio Técnico.

    http://www.shinagawa-hojinkai.or.jp/userinfo.php?uid=5649527

    February 6, 2021 at 19:15 | Report abuse | Reply
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Get a behind-the-scenes look at the latest stories from CNN Chief Medical Correspondent, Dr. Sanjay Gupta, Senior Medical Correspondent Elizabeth Cohen and the CNN Medical Unit producers. They'll share news and views on health and medical trends - info that will help you take better care of yourself and the people you love.