Published on in Vol 18, No 2 (2016): February

Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research, Infodemiology and Digital Disease Detection

Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research, Infodemiology and Digital Disease Detection

Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research, Infodemiology and Digital Disease Detection

Authors of this article:

Yoonsang Kim1 Author Orcid Image ;   Jidong Huang1 Author Orcid Image ;   Sherry Emery1 Author Orcid Image

JMIR: Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Da... https://t.co/Ld9RGUG6Qz

3:17 PM · Feb 26, 2016

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RT @JMedInternetRes: JMIR: Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Da... http…

3:18 PM · Feb 26, 2016

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Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in… https://t.co/D59NeWpQMz

3:18 PM · Feb 26, 2016

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Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in … https://t.co/Xm9EytEJ9P

3:19 PM · Feb 26, 2016

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RT @JMedInternetRes: JMIR: Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Da... http…

3:23 PM · Feb 26, 2016

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RT @JMedInternetRes: JMIR: Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Da... http…

3:27 PM · Feb 26, 2016

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RT @JMedInternetRes: JMIR: Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Da... http…

4:16 PM · Feb 26, 2016

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Framework for social media data collection and quality assessment https://t.co/SGtohd6pSk #digitalhealth #hcsm

4:38 PM · Feb 26, 2016

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RT @UMASSmHealth: Framework for social media data collection and quality assessment https://t.co/SGtohd6pSk #digitalhealth #hcsm

4:43 PM · Feb 26, 2016

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RT @UMASSmHealth: Framework for social media data collection and quality assessment https://t.co/SGtohd6pSk #digitalhealth #hcsm

4:49 PM · Feb 26, 2016

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Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use.... https://t.co/DI054BPE5m

6:57 PM · Feb 26, 2016

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Garbage in, Garbage Out: Standards for Social Media Data Use in Health Research https://t.co/miRUSz6SBB

7:23 PM · Feb 26, 2016

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RT @UMASSmHealth: Framework for social media data collection and quality assessment https://t.co/SGtohd6pSk #digitalhealth #hcsm

1:05 AM · Feb 27, 2016

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Data Collection, Quality Assessment and Reporting Standards for Social Media Data #HealthResearch https://t.co/8ImZo7nt6X @JMedInternetRes

10:05 AM · Feb 27, 2016

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HOT Most tweeted: Garbage in, Garbage Out: Data Collection, Quality Assessment and Repo... https://t.co/9ZlwXLG4zI https://t.co/DPELEpEf5G

9:53 PM · Feb 27, 2016

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RT @JMedInternetRes: HOT Most tweeted: Garbage in, Garbage Out: Data Collection, Quality Assessment and Repo... https://t.co/9ZlwXLG4zI htt…

9:55 PM · Feb 27, 2016

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RT @JMedInternetRes: HOT Most tweeted: Garbage in, Garbage Out: Data Collection, Quality Assessment and Repo... https://t.co/9ZlwXLG4zI htt…

10:42 PM · Feb 27, 2016

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RT @JMedInternetRes: HOT Most tweeted: Garbage in, Garbage Out: Data Collection, Quality Assessment and Repo... https://t.co/9ZlwXLG4zI htt…

1:59 AM · Feb 28, 2016

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Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for… https://t.co/tNEhCv5B2f

11:56 AM · Feb 28, 2016

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RT @JMedInternetRes: HOT Most tweeted: Garbage in, Garbage Out: Data Collection, Quality Assessment and Repo... https://t.co/9ZlwXLG4zI htt…

1:22 PM · Feb 28, 2016

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RT @UMASSmHealth: Framework for social media data collection and quality assessment https://t.co/SGtohd6pSk #digitalhealth #hcsm

2:43 PM · Feb 28, 2016

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RT @JMedInternetRes: JMIR: Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Da... http…

4:31 PM · Feb 28, 2016

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Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research https://t.co/8zVmqKXFjr

7:50 PM · Feb 28, 2016

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JMIR | GIGO: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use In... https://t.co/STOIKkwoZ3 #epib672

11:47 AM · Feb 29, 2016

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JMIR Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research https://t.co/nMaxcFFfJh

1:00 PM · Feb 29, 2016

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RT @rsgold: JMIR | GIGO: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use In... https://t.co/STOIKkwoZ…

2:51 PM · Feb 29, 2016

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8:11 PM · Feb 29, 2016

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RT @HMCollab: Just pub'ed! Our paper by @Kimysangy @JidongHuang and @sherryemery in @JMedInternetRes. https://t.co/LX8yPdlKDz https://t.co/…

12:00 AM · Mar 01, 2016

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Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research .. https://t.co/O7188CP119

10:51 AM · Mar 01, 2016

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Garbage in, Garbage Out: Data Collection, Quality Assessment & Reporting Standards for SM Data in Health Research https://t.co/tNvU6ynKE1

1:34 PM · Mar 01, 2016

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Leaders setting standards for #socialmedia data in #hlthres! @kimysangy @jidonghuang @sherryemery @JMedInternetRes https://t.co/jFa0UR17zd

2:34 PM · Mar 01, 2016

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RT @ShyanikaRose: Leaders setting standards for #socialmedia data in #hlthres! @kimysangy @jidonghuang @sherryemery @JMedInternetRes https:…

3:55 PM · Mar 01, 2016

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Looking to use #Twitter to research #health? New study outlines a conceptual framework for filtering #social data https://t.co/PTdm4lEDZ2

9:10 AM · Mar 02, 2016

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Data Collection, QI, & Reporting Stds for Social Media Data Use in Health Res, Infodemiology & Digital Dz Detection https://t.co/sB3TE8LFrD

1:14 PM · Mar 03, 2016

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Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use https://t.co/W1vnKL8R6H #SoMe

3:31 PM · Mar 06, 2016

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RT @anetto: Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use https://t.co/W1v…

3:42 PM · Mar 06, 2016

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Garbage in, garbage out, indeed. Important paper by @HMCollab on research standards for #socialmedia #datause: https://t.co/ZnGLAaKYf7

3:01 PM · Mar 07, 2016

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RT @UICIHRP: Garbage in, garbage out, indeed. Important paper by @HMCollab on research standards for #socialmedia #datause: https://t.co/Zn…

10:34 PM · Mar 07, 2016

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RT @UICIHRP: Garbage in, garbage out, indeed. Important paper by @HMCollab on research standards for #socialmedia #datause: https://t.co/Zn…

10:55 PM · Mar 07, 2016

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"Garbage in, garbage out" -or- how to do Twitter data collection properly: https://t.co/qZ5eBWsEzF

6:40 AM · Mar 08, 2016

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Garbage in, garbage out, indeed. @HMCollab sets research standards for #socialmedia #datause: https://t.co/ZnGLAaKYf7 @UICScience

2:27 PM · Mar 11, 2016

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RT @UICIHRP: Garbage in, garbage out, indeed. @HMCollab sets research standards for #socialmedia #datause: https://t.co/ZnGLAaKYf7 @UICScie…

12:52 AM · Mar 12, 2016

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Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research... https://t.co/TZj08SWexD

12:31 AM · Apr 02, 2016

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Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research https://t.co/UaE2aI0A7b #hcsmanz

11:25 PM · Apr 25, 2016

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RT @jennibeattie: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research https://t.co/UaE…

11:59 PM · Apr 25, 2016

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Conceptual framework for the filtering and quality evaluation of social data - @Kimysangy et al: https://t.co/ZnGLAaKYf7 #datastandards

2:49 PM · May 10, 2016

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Garbage in and out. Not all social media data is good for public health. Great paper @kimysangry https://t.co/CiA2XKkBmD #ehealth

6:28 AM · Jul 21, 2016

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RT @luisluque: Garbage in and out. Not all social media data is good for public health. Great paper @kimysangry https://t.co/CiA2XKkBmD #eh…

6:30 AM · Jul 21, 2016

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RT @luisluque: Garbage in and out. Not all social media data is good for public health. Great paper @kimysangry https://t.co/CiA2XKkBmD #eh…

6:42 AM · Jul 21, 2016

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RT @luisluque: Garbage in and out. Not all social media data is good for public health. Great paper @kimysangry https://t.co/CiA2XKkBmD #eh…

11:41 AM · Jul 21, 2016

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RT @luisluque: Garbage in and out. Not all social media data is good for public health. Great paper @kimysangry https://t.co/CiA2XKkBmD #eh…

10:57 PM · Jul 21, 2016

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just came across this interesting project - a validated #searchfilter for Twitter https://t.co/k0pimgv1Fm

6:37 AM · Sep 09, 2016

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RT @FlindersFilters: just came across this interesting project - a validated #searchfilter for Twitter https://t.co/k0pimgv1Fm

7:00 AM · Sep 09, 2016

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RT @FlindersFilters: just came across this interesting project - a validated #searchfilter for Twitter https://t.co/k0pimgv1Fm

9:29 AM · Sep 19, 2016

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Garbage in, Garbage Out: #DataCollection, Quality Assessment and Reporting Standards for #SocialMedia ...more) https://t.co/dxIn6rCZdv

12:55 AM · Nov 29, 2016

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RT @marcelodagos: Garbage in, Garbage Out: #DataCollection, Quality Assessment and Reporting Standards for #SocialMedia ...more) https://t…

6:50 PM · Nov 29, 2016

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"A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.… https://t.co/8bWozaVWDA

3:20 PM · Feb 06, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

3:22 PM · Feb 06, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

3:32 PM · Feb 06, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

4:09 PM · Feb 06, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

5:09 PM · Feb 06, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

5:48 PM · Feb 06, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

6:56 PM · Feb 06, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

7:19 PM · Feb 06, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

7:21 PM · Feb 06, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

1:28 AM · Feb 07, 2017

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JMedInternetRes: "RT JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, … https://t.co/SfEGv8ebRl

1:31 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

1:35 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

1:38 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

1:50 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

3:14 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

6:05 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

6:48 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

7:13 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

7:20 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

8:35 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

9:12 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

11:11 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

11:33 AM · Feb 07, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

3:28 PM · Feb 07, 2017

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Uso de los datos de los RRSS en la investigación en salud https://t.co/LlZC52O33y Basura va basura viene La cantida… https://t.co/OcyYkHI0Mc

8:10 AM · Feb 08, 2017

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RT @EnferEvidente: Uso de los datos de los RRSS en la investigación en salud https://t.co/LlZC52O33y Basura va basura viene La cantidad no…

8:13 AM · Feb 08, 2017

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RT @EnferEvidente: Uso de los datos de los RRSS en la investigación en salud https://t.co/LlZC52O33y Basura va basura viene La cantidad no…

8:18 AM · Feb 08, 2017

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RT @EnferEvidente: Uso de los datos de los RRSS en la investigación en salud https://t.co/LlZC52O33y Basura va basura viene La cantidad no…

3:43 PM · Feb 11, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

5:52 AM · Feb 17, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

6:02 AM · Feb 17, 2017

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RT @JohnTorousMD: "A large quantity of data does not assure valid and reliable results. In fact, biases may scale up w/ the quantity.“ http…

7:06 AM · Feb 17, 2017

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Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in H… https://t.co/Q8OrtVUjnE

12:45 PM · Dec 05, 2017

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