jama_current, Twitter, 3/11/2023 12:39:16 PM, 290869


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jama_current_2023-03-11_04-09-37.xlsx
jama_current_2023-03-11_04-09-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 11, 2023
Short Description:
jama_current via NodeXL https://bit.ly/3l3t7pR
@jama_current
@erictopol
@synthige
@weselymd
@p_mcculloughmd
@alyse30651182
@kraljan
@jamanetwork
@michaelokun
@gcfmd

Top hashtags:
#covid19
#viewpoint
#acc23
#wccardio
#ivermectin
#longcovid
#stroke
#diabetes

Description:
Description
The graph represents a network of 4,348 Twitter users whose recent tweets contained "jama_current", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2199-day, 8-hour, 53-minute period from Thursday, 02 March 2017 at 16:05 UTC to Saturday, 11 March 2023 at 00:58 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4348
Unique Edges : 4512
Edges With Duplicates : 17607
Total Edges : 22119
Number of Edge Types : 9
Retweet : 2880
MentionsInRetweet : 4840
MentionsInReplyTo : 10265
Replies to : 1520
Mentions : 1607
MentionsInQuote : 175
Quote : 121
MentionsInQuoteReply : 616
Tweet : 95
Self-Loops : 522
Reciprocated Vertex Pair Ratio : 0.0288061336254107
Reciprocated Edge Ratio : 0.055999148301927
Connected Components : 3
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 4343
Maximum Edges in a Connected Component : 22108
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.881151
Graph Density : 0.00049696424841419
Modularity : 0.308377
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,348 Twitter users whose recent tweets contained "jama_current", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 March 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2199-day, 8-hour, 53-minute period from Thursday, 02 March 2017 at 16:05 UTC to Saturday, 11 March 2023 at 00:58 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : jama_current
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[85] https://jamanetwork.com/journals/jama/article-abstract/2797565
[85] https://twitter.com/CMNO_MedInt/status/1627780593973854211/photo/1
[77] https://jamanetwork.com/journals/jama/fullarticle/2802059?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030723#.ZAdgs0G-K3I.twitter
[16] https://jamanetwork.com/journals/jama/fullarticle/2801828?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022523#.Y_oz0N4FNjo.twitter
[14] https://jamanetwork.com/journals/jama/fullarticle/2802101?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022723#.Y_0rZZ7os5Q.twitter
[13] https://jamanetwork.com/journals/jama/fullarticle/2801974?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022423#.Y_jlmAdG9iU.twitter
[12] https://jamanetwork.com/journals/jama/fullarticle/2802167
[11] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.1556?guestAccessKey=47a265af-96dd-400d-9306-c270eee692e8&utm_source=twitter&utm_medium=social_jama&utm_term=8909731713&utm_campaign=article_alert&linkId=201634646
[9] https://twitter.com/GPR109A/status/1620662858936893440?t=xmpWGVYogG8F5T4YeanCow&s=19
[8] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.1556?guestAccessKey=47a265af-96dd-400d-9306-c270eee692e8&utm_source=twitter&utm_medium=social_jama&utm_term=8909438826&utm_campaign=article_alert&linkId=201629785

Top URLs in Tweet in G1:
[9] https://twitter.com/GPR109A/status/1620662858936893440?t=xmpWGVYogG8F5T4YeanCow&s=19
[8] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9167431/
[7] https://pubmed.ncbi.nlm.nih.gov/34145166/
[4] https://twitter.com/EricTopol/status/1199360210189504513/photo/1
[4] https://twitter.com/NiacinGlutamine/status/1627889021580984320
[4] https://buyivermectinforhumans.us
[4] https://twitter.com/JamaicanPattee/status/1602570327376408576?s=20
[4] https://twitter.com/GPR109A/status/1627881607745994753/photo/1
[3] https://jamanetwork.com/journals/jama/fullarticle/2801827
[3] https://www.cureus.com/articles/111851-regular-use-of-ivermectin-as-prophylaxis-for-covid-19-led-up-to-a-92-reduction-in-covid-19-mortality-rate-in-a-dose-response-manner-results-of-a-prospective-observational-study-of-a-strictly-controlled-population-of-88012-subjects#!/

Top URLs in Tweet in G2:
[82] https://jamanetwork.com/journals/jama/article-abstract/2797565
[82] https://twitter.com/CMNO_MedInt/status/1627780593973854211/photo/1
[76] https://jamanetwork.com/journals/jama/fullarticle/2802059?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030723#.ZAdgs0G-K3I.twitter
[14] https://jamanetwork.com/journals/jama/fullarticle/2802101?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022723#.Y_0rZZ7os5Q.twitter
[9] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.1556?guestAccessKey=47a265af-96dd-400d-9306-c270eee692e8&utm_source=twitter&utm_medium=social_jama&utm_term=8909731713&utm_campaign=article_alert&linkId=201634646
[7] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.1556?guestAccessKey=47a265af-96dd-400d-9306-c270eee692e8&utm_source=twitter&utm_medium=social_jama&utm_term=8909438826&utm_campaign=article_alert&linkId=201629785
[7] https://jamanetwork.com/journals/jama/fullarticle/2802248?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030323#.ZAGVgO3DjfQ.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2801673?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022423#.Y_hmrXs6kiE.twitter
[7] https://www.clinicaltrials.gov/
[6] https://aasm.org/advocacy/take-action/

Top URLs in Tweet in G3:
[16] https://jamanetwork.com/journals/jama/fullarticle/2801828?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022523#.Y_oz0N4FNjo.twitter
[13] https://jamanetwork.com/journals/jama/fullarticle/2801974?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022423#.Y_jlmAdG9iU.twitter
[6] https://jamanetwork.com/journals/jama/fullarticle/2801827?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022123#.Y_RnZ8mTKS8.twitter
[5] https://twitter.com/ThomasH71486271/status/1628193790594023427/photo/1
[4] https://jamanetwork.com/journals/jama/fullarticle/2799547?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022323#.Y_cOGhlzjWc.twitter
[4] https://twitter.com/LLP_Le_Vrai/status/1628085809386598432/photo/1
[4] https://twitter.com/WillChristen2/status/1629536796295020546/photo/1
[3] https://jamanetwork.com/journals/jama/fullarticle/2801954?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030323#.ZAIzeemOEZI.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2801827?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022023#.Y_O-3eYr-p0.twitter
[3] https://twitter.com/AngelSaveMySoul/status/1628036536162820098/photo/1

Top URLs in Tweet in G4:
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=b8a450d0-be79-11ed-9537-fa163e6ccaff
[3] https://twitter.com/SynthIge/status/1603547357143891968?s=20&t=kfipYoQ7YsgskiIUyt8odg
[3] https://jamanetwork.com/journals/jama/fullarticle/2802168?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030623#.ZAV43oUjwQ8.twitter
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=59dba690-b503-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=bf7befa0-b1de-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=e3315040-bf42-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=3ae739a0-b767-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=10c0eb40-b69e-11ed-9537-fa163e6ccaff
[2] https://www.medpagetoday.com/opinion/second-opinions/93550?trw=no
[2] https://inhalemd.com/blog/difference-eating-smoking-cannabis/?utm_sq=g3s106gytn

Top URLs in Tweet in G5:
[2] https://twitter.com/WesElyMD/status/1365289863805812745/photo/1
[2] https://twitter.com/WesElyMD/status/1631269081755054081/photo/1
[2] https://twitter.com/WesElyMD/status/1627679565886943235/photo/1
[2] https://pubmed.ncbi.nlm.nih.gov/36716043/
[2] https://jamanetwork.com/journals/jama/fullarticle/2797443?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030223#.Y_-64b17dzI.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2776688?guestAccessKey=d6214757-a324-46e6-9729-5b4cd700439a&utm_source=jps&utm_medium=email&utm_campaign=author_alert-jamanetwork&utm_content=author-author_engagement&utm_term=1m
[1] https://twitter.com/WesElyMD/status/1365289863805812745
[1] https://twitter.com/i/web/status/1631269081755054081
[1] https://twitter.com/i/web/status/1627679565886943235
[1] https://twitter.com/weselymd/status/1631269081755054081

Top URLs in Tweet in G6:
[7] https://jamanetwork.com/journals/jama/fullarticle/2802100
[6] https://doi.org/10.1001/JAMA.2023.2854
[5] https://edhub.ama-assn.org/jn-learning/audio-player/10.1001/jama.2022.22538?utm_source=twitter&utm_medium=social_jama&utm_term=8978262353&utm_campaign=article_alert&linkId=202462286
[3] https://jamanetwork.com/journals/jama/fullarticle/2802102
[2] https://jamanetwork.com/journals/jama/article-abstract/2802061
[2] https://medicalxpress.com/news/2023-02-screening-tool-primary-physicians-copd.html
[2] https://twitter.com/JAMAInternalMed/status/1631331039279718402
[2] https://twitter.com/ISMMSKidney/status/1630253119400718336/photo/1
[2] https://twitter.com/chodgsonANZICRC/status/1633271496708857857/photo/1
[2] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.1556?guestAccessKey=47a265af-96dd-400d-9306-c270eee692e8&utm_source=twitter&utm_medium=social_jama&utm_term=8909731713&utm_campaign=article_alert&linkId=201634646

Top URLs in Tweet in G7:
[1] https://twitter.com/P_McCulloughMD/status/1628811192897527809/photo/1
[1] https://twitter.com/_aussie17/status/1628673737095786498?t=TC9-fbAuq8UmJWcRtrQS_w&s=19
[1] https://twitter.com/i/web/status/1628461706048335872
[1] https://twitter.com/VigilantFox/status/1628461706048335872/video/1
[1] https://twitter.com/i/web/status/1630686806055239680
[1] https://twitter.com/VigilantFox/status/1630686806055239680/video/1
[1] https://twitter.com/VigilantFox/status/1626646818619592713/video/1
[1] https://twitter.com/facts_stick/status/1629086860843646978/photo/1
[1] https://twitter.com/mitchnicholsjr/status/1628621636579500034
[1] https://twitter.com/i/web/status/1628621636579500034

Top URLs in Tweet in G8:
[5] https://twitter.com/drkeithsiau/status/1626689195870650370/photo/1
[4] https://jamanetwork.com/journals/jama/fullarticle/2793654
[4] https://twitter.com/ScopingSundays/status/1632386045240123393/photo/1
[2] https://twitter.com/francesleemd/status/1633580063852752896/photo/1
[2] https://twitter.com/KralJan/status/1629910008333828099/photo/1
[2] https://twitter.com/KralJan/status/1630187989576892420/photo/1
[2] https://twitter.com/KralJan/status/1632776266163027974/photo/1
[1] https://www.cdc.gov/hepatitis/hcv/hcvfaq.htm#a9
[1] https://www.cochranelibrary.com/cdsr/doi/10.1002/14651858.CD012143.pub2/full
[1] https://twitter.com/GI_Pearls/status/1633594080419536898/photo/1

Top URLs in Tweet in G9:
[4] https://vetpetpedia.blogspot.com/2023/03/leptospirosis-in-dogs.html
[1] https://jamanetwork.com/journals/jama/fullarticle/2802147?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030523#.ZAT-j-9JoOc.twitter
[1] https://twitter.com/rkwadhera/status/1632753419675918337/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2802264
[1] https://jamanetwork.com/journals/jama/fullarticle/2802263?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030623#.ZAX6grUN8XU.twitter
[1] https://twitter.com/rkwadhera/status/1632753416857432065/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2802263?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030523#.ZATdfdphLA4.twitter
[1] https://twitter.com/RahulAggarwalMD/status/1632452598547505152/photo/1
[1] https://twitter.com/rahulaggarwalmd/status/1632452598547505152
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9939069/

Top URLs in Tweet in G10:
[4] https://jamanetwork.com/journals/jama/fullarticle/2802011
[3] https://twitter.com/Woodynist/status/1628815995690164224/photo/1
[2] https://jamanetwork.com/journals/jama/fullarticle/2801829?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022123#.Y_Ro0cm03Lg.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2802009?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022323#.Y_fGQUxHUc4.twitter
[2] https://twitter.com/Woodynist/status/1628818173712560128/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2802248?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030823#.ZAiSdn_thb0.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2801953?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022323#.Y_bgjTU1n6k.twitter
[1] https://jamanetwork.com/crawlprevention/governor?content=%2fjournals%2fjama%2ffullarticle%2f2802248
[1] https://jamanetwork.com/journals/jama/fullarticle/2802011?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022423#.Y_jY6jXfWT0.twitter
[1] https://jamanetwork.com/journals/jama/article-abstract/2647071

Top Domains
Top Domains in Tweet in Entire Graph:
[1011] jamanetwork.com
[647] twitter.com
[55] nih.gov
[39] paper.li
[17] ama-assn.org
[13] doi.org
[13] substack.com
[13] medicalxpress.com
[12] clinicaltrials.gov
[11] youtube.com

Top Domains in Tweet in G1:
[115] twitter.com
[20] nih.gov
[13] jamanetwork.com
[4] mdpi.com
[4] youtube.com
[4] buyivermectinforhumans.us
[3] clinicaltrials.gov
[3] cureus.com
[3] substack.com
[3] ivermectinseller.com

Top Domains in Tweet in G2:
[422] jamanetwork.com
[182] twitter.com
[11] ama-assn.org
[8] clinicaltrials.gov
[6] nih.gov
[6] aasm.org
[6] medicaldialogues.in
[5] eurekalert.org
[3] cienciaysaludnatural.com
[2] statnews.com

Top Domains in Tweet in G3:
[382] jamanetwork.com
[67] twitter.com
[4] nih.gov
[3] 1lifeivermectin.com
[2] nature.com
[2] google.com
[2] ivmmeta.com
[1] youtu.be
[1] nbcnews.com
[1] 247buyivermectin.com

Top Domains in Tweet in G4:
[47] twitter.com
[38] paper.li
[14] jamanetwork.com
[9] nih.gov
[5] substack.com
[3] nejm.org
[2] thelancet.com
[2] medpagetoday.com
[2] inhalemd.com
[2] etiopia-witten.de

Top Domains in Tweet in G5:
[13] twitter.com
[7] jamanetwork.com
[2] nih.gov
[1] amazon.com
[1] washingtonpost.com
[1] afr.com
[1] checkout-ds24.com
[1] tiktok.com

Top Domains in Tweet in G6:
[60] twitter.com
[48] jamanetwork.com
[13] doi.org
[13] medicalxpress.com
[6] ama-assn.org
[3] youtube.com
[3] youtu.be
[3] zoom.us
[2] acc.org
[1] eurekalert.org

Top Domains in Tweet in G7:
[11] twitter.com
[1] substack.com
[1] capecoralbreeze.com

Top Domains in Tweet in G8:
[30] twitter.com
[6] jamanetwork.com
[4] nih.gov
[3] gi.org
[1] cdc.gov
[1] cochranelibrary.com
[1] icer.org
[1] jmcp.org
[1] liverfellow.org
[1] journal-of-hepatology.eu

Top Domains in Tweet in G9:
[12] twitter.com
[8] jamanetwork.com
[4] blogspot.com
[1] nih.gov
[1] healthexec.com

Top Domains in Tweet in G10:
[17] jamanetwork.com
[11] twitter.com
[2] nih.gov
[1] threadreaderapp.com
[1] bjgp.org
[1] bmj.com
[1] tampabay.com
[1] embopress.org
[1] c19ivm.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[162] covid19
[63] viewpoint
[62] acc23
[45] wccardio
[40] ivermectin
[40] longcovid
[35] stroke
[30] diabetes
[29] glioblastoma
[28] study



Top Hashtags in Tweet in G1:
[6] ivermectin
[3] covid19
[3] ivermectinkills
[1] vaccines
[1] conspiracytheories
[1] antivaxxers
[1] sarscov2
[1] activ6
[1] pseudoscience
[1] magamorons

Top Hashtags in Tweet in G2:
[34] stroke
[31] viewpoint
[17] btsm
[15] longcovid
[11] hivvaccine
[11] glioblastoma
[9] medicalnews
[8] covid19
[7] ehrs
[7] phagetherapy

Top Hashtags in Tweet in G3:
[19] ivermectin
[14] acc23
[14] wccardio
[9] covid19
[5] hj23
[5] sarscov2
[5] healthcare
[5] endoflife
[4] cardiology
[4] medtwitter

Top Hashtags in Tweet in G4:
[28] study
[28] dig
[28] disseminate
[28] unbelievable
[28] itemization
[16] medicalnews
[15] covid19
[13] viewpoint
[10] tigray
[7] cannabis

Top Hashtags in Tweet in G5:
[4] longcovid
[3] greed
[2] medtwitter
[1] sepsis
[1] executives
[1] profiteering
[1] sicklecell
[1] nhs
[1] viewpoint

Top Hashtags in Tweet in G6:
[33] acc23
[28] wccardio
[13] cardiology
[11] viewpoint
[10] bethematch
[8] riskfactors
[8] youngadults
[7] hypertension
[7] aml
[6] heartdisease

Top Hashtags in Tweet in G7:
[89] covid19
[1] jama

Top Hashtags in Tweet in G8:
[13] gitwitter
[13] ebgi
[9] meded
[9] livertwitter
[8] uegambassador
[7] medtwitter
[5] 4kmeded
[4] endoscopy
[3] medical
[2] cirrhosis

Top Hashtags in Tweet in G9:
[4] acc23
[1] riskfactors
[1] youngadults
[1] young
[1] adults
[1] wcc2023
[1] healthcare
[1] obesity
[1] diabetes
[1] mypace

Top Hashtags in Tweet in G10:
[17] diagnosticerror
[3] viewpoint
[3] wellbeing
[2] research
[2] ethics
[2] allinforhealthcare
[1] healthworker
[1] burnout
[1] ivermectin
[1] inflammation

Top Words
Top Words in Tweet in Entire Graph:
[3447] jama_current
[1614] erictopol
[1143] ivermectin
[942] trial
[925] long
[904] benefit
[886] high
[878] placebo
[875] doses
[861] published

Top Words in Tweet in G1:
[1461] erictopol
[881] ivermectin
[763] jama_current
[756] benefit
[752] trial
[729] snaggie1
[728] boulware_dr
[722] long
[722] randomized
[721] placebo

Top Words in Tweet in G2:
[1050] jama_current
[143] part
[139] ivermectin
[136] covid
[133] disease
[132] study
[118] trial
[102] benefit
[101] drchrishourigan
[99] erictopol

Top Words in Tweet in G3:
[570] jama_current
[527] jamanetwork
[327] part
[119] reloadfluid
[113] covid
[88] 19
[85] ivermectin
[69] dose
[66] time
[66] higher

Top Words in Tweet in G4:
[166] jama_current
[90] nejm
[48] thelancet
[46] bmj_latest
[42] nature
[33] thanks
[29] world
[28] amermedicalassn
[28] #itemization
[28] #dig

Top Words in Tweet in G5:
[238] weselymd
[151] jama_current
[122] long
[115] steroids
[110] vit
[110] thiamine
[109] outcomes
[108] term
[108] worse
[107] anti

Top Words in Tweet in G6:
[202] jama_current
[47] jama
[45] kbibbinsdomingo
[42] chief
[37] unosnews
[35] dr
[35] optn
[33] patients
[33] #acc23
[33] care

Top Words in Tweet in G7:
[106] p_mcculloughmd
[92] endpoints
[91] risk
[90] rcts
[89] doing
[89] death
[89] primary
[89] hospitalization
[89] #covid19
[89] soft

Top Words in Tweet in G8:
[80] jama_current
[76] acg_ebgi
[71] ebgidoc
[69] jamanetwork
[68] shimaghavimimd
[68] jantchou
[68] fgomollon
[66] francesleemd
[61] amcollegegastro
[59] mahmoudzureik

Top Words in Tweet in G9:
[91] jama_current
[61] risk
[56] cardiovascular
[52] factors
[45] rkwadhera
[45] gcfmd
[42] patients
[39] study
[38] rahulaggarwalmd
[37] exercise

Top Words in Tweet in G10:
[67] jama_current
[38] burnout
[35] dx
[34] st
[32] christinesinsky
[32] ted_melnick
[29] clinician
[22] environment
[22] written
[21] preetinmalani

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[773] controlled,trial
[771] show,benefit
[771] high,doses
[770] placebo,controlled
[769] trial,high
[769] randomized,placebo
[769] fails,show
[768] long,duration
[768] ivermectin,randomized
[768] doses,long

Top Word Pairs in Tweet in G1:
[728] snaggie1,boulware_dr
[727] jama_current,snaggie1
[709] high,doses
[709] show,benefit
[708] placebo,controlled
[707] randomized,placebo
[707] fails,show
[706] duration,fails
[706] controlled,trial
[706] doses,long

Top Word Pairs in Tweet in G2:
[140] jama_current,part
[84] revista,jama_current
[84] artículo,revisión
[84] jama_current,acceso
[82] cmno_medint,artículo
[82] hipercalcemia,revista
[82] revisión,hipercalcemia
[78] residual,disease
[76] sequencing,detect
[76] detect,residual

Top Word Pairs in Tweet in G3:
[324] jama_current,part
[308] part,jamanetwork
[219] jama_current,jamanetwork
[109] reloadfluid,jama_current
[88] covid,19
[63] higher,dose
[37] vs,placebo
[37] dose,ivermectin
[36] time,sustained
[35] sustained,recovery

Top Word Pairs in Tweet in G4:
[28] #study,#dig
[28] sciences',daily
[28] #unbelievable,selected
[28] selected,#itemization
[28] #itemization,'modern
[28] world,sciences'
[28] 'modern,world
[28] #disseminate,#unbelievable
[28] #dig,#disseminate
[25] jama_current,thelancet

Top Word Pairs in Tweet in G5:
[110] thiamine,steroids
[109] vit,thiamine
[108] long,term
[107] anti,inflammatory
[106] outcomes,antioxidants
[106] effect,vit
[106] antioxidants,anti
[106] worse,outcomes
[106] steroids,long
[106] studied,effect

Top Word Pairs in Tweet in G6:
[28] #acc23,#wccardio
[26] md,mph
[26] editor,chief
[22] unosnews,optn
[21] engagement,care
[21] improving,patient
[21] sacred,foundational
[21] care,unprecedented
[21] trust,sacred
[21] patient,community

Top Word Pairs in Tweet in G7:
[89] patients,risk
[89] doing,#covid19
[89] soft,primary
[89] hospitalization,death
[89] #covid19,rcts
[89] primary,endpoints
[89] death,soft
[89] risk,hospitalization
[89] rcts,patients
[88] p_mcculloughmd,doing

Top Word Pairs in Tweet in G8:
[69] jama_current,jamanetwork
[68] ebgidoc,jama_current
[68] shimaghavimimd,fgomollon
[68] fgomollon,jantchou
[68] jamanetwork,shimaghavimimd
[63] acg_ebgi,ebgidoc
[59] mahmoudzureik,yaledigestive
[59] jantchou,mahmoudzureik
[57] brighamgi,amcollegegastro
[57] leen_alsayyedmd,stanford_gi

Top Word Pairs in Tweet in G9:
[52] risk,factors
[36] rkwadhera,jama_current
[34] patients,hfpef
[34] exercise,hr
[33] enhance,exercise
[33] response,heart
[33] rate,exertion
[33] cardiovascular,risk
[33] inadequate,response
[33] heart,rate

Top Word Pairs in Tweet in G10:
[34] dx,st
[20] diagnostic,stewardship
[18] clinician,burnout
[17] st,draw
[17] st,prevents
[17] growth,dx
[17] written,share
[17] #diagnosticerror,jama_current
[17] prevents,#diagnosticerror
[17] jama_current,written

Top Replied-To
Top Replied-To in Entire Graph:
@erictopol
@jama_current
@ltdantheman76
@climer97007
@plantbasedlift1
@reloadfluid
@weselymd
@neilmurraybce
@stereomatch2
@richardbaron17

Top Replied-To in G1:
@erictopol
@ltdantheman76
@climer97007
@plantbasedlift1
@neilmurraybce
@stereomatch2
@wbryanh
@isbozoinjail
@mynameisbeths
@socalstevetweet

Top Replied-To in G2:
@jama_current
@drchrishourigan
@a_longhurst
@beaukellymd
@jeromeadamsmd
@kevinnbass
@davidlbrownmd
@brianyzhao
@laurenschaffmd

Top Replied-To in G3:
@reloadfluid
@uzecel6
@caulfieldtim
@oliviersanstom
@astynis
@1commonreader
@monicagandhi9
@bht2412
@777antoine777
@leicestersq2

Top Replied-To in G4:
@richardbaron17
@synthige
@goldencell
@thelancet
@jtornbury
@drcaplan
@nickschurch
@ostlundollie
@tonymaganans
@cmichaelgibson

Top Replied-To in G5:
@weselymd
@dmillett
@armyofskeletons
@drjengunter
@jama_current
@signaturedoc

Top Replied-To in G6:
@jama_current
@kbibbinsdomingo
@texhern
@fumikochino
@statnews
@bowtiedbiotech
@medical_xpress
@barneyuob
@dennis_w_simon
@meera_ragavan

Top Replied-To in G7:
@p_mcculloughmd
@ladyjustice4512
@phillypharmaboy
@elonmusk
@vigilantfox

Top Replied-To in G8:
@gi_pearls
@francesleemd
@acg_ebgi
@osamakadd
@josephhabibi_md
@jhaydek
@my_ueg
@drkeithsiau
@medlineplus
@amergastroassn

Top Replied-To in G9:
@gcfmd
@rkwadhera
@slkristensen
@jama_current
@rahulaggarwalmd
@michccds
@drpchacko
@maggieinfeld
@bidmchealth
@yreddyhf

Top Replied-To in G10:
@erictopol
@christinesinsky
@bernardchangmd
@preetinmalani
@hroesch
@weselymd

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@erictopol
@boulware_dr
@snaggie1
@jamanetwork
@weselymd
@pshaniuk
@plantbasedlift1
@lawrie_dr
@drbeen_medical

Top Mentioned in G1:
@erictopol
@jama_current
@snaggie1
@boulware_dr
@pshaniuk
@plantbasedlift1
@lawrie_dr
@drbeen_medical
@alexandrosm
@drsyedhaider

Top Mentioned in G2:
@jama_current
@erictopol
@cmno_medint
@drchrishourigan
@jamanetwork
@a_longhurst
@innov_medicine
@laurenschaffmd
@mskcancercenter
@ritarubin

Top Mentioned in G3:
@jama_current
@jamanetwork
@reloadfluid
@bht2412
@geoffhanmer
@ckboughton
@carlosdelrio7
@caulfieldtim
@es_gaia

Top Mentioned in G4:
@jama_current
@nejm
@bmj_latest
@thelancet
@nature
@amermedicalassn
@sciencemagazine
@kbibbinsdomingo
@sciam
@carlhcoleman

Top Mentioned in G5:
@weselymd
@jama_current
@donberwick
@erictopol
@jamanetwork
@virusesimmunity
@joaquinlife
@theihi
@pierrekory
@covid19critical

Top Mentioned in G6:
@jama_current
@kbibbinsdomingo
@unosnews
@jamainternalmed
@medical_xpress
@nih_nhlbi
@dmohottige
@jamanetworkopen
@jamanetwork
@ebonyboulware

Top Mentioned in G7:
@p_mcculloughmd
@jama_current
@martymakary
@phillypharmaboy
@dowdedward
@mincienciasco
@arturolunat
@carolinacorcho
@ulahybeltran
@urregojuanp

Top Mentioned in G8:
@jama_current
@ebgidoc
@jamanetwork
@shimaghavimimd
@fgomollon
@jantchou
@acg_ebgi
@amcollegegastro
@mahmoudzureik
@yaledigestive

Top Mentioned in G9:
@jama_current
@rkwadhera
@gcfmd
@rahulaggarwalmd
@smithbidmc
@rwyeh
@kejoynt
@ericsecemskymd
@nih_nhlbi
@chep_iph

Top Mentioned in G10:
@jama_current
@ted_melnick
@christinesinsky
@preetinmalani
@dr_dmorgan
@kbibbinsdomingo
@bernardchangmd
@dan_diekema
@criticcaredoc
@jamanetwork

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@chidambara09
@federicoalves
@lizditz
@gojira007x
@bannerite
@marthalynneowe1
@madfall1213
@vonrosenchild
@1loriking

Top Tweeters in G1:
@federicoalves
@gojira007x
@bannerite
@marthalynneowe1
@1loriking
@netminnow
@cnbsnana
@rebellegrrl
@new_narrative
@tallyannae

Top Tweeters in G2:
@madfall1213
@mrtachilles
@kimvie
@bjcrochet
@darylgibson
@njdoc
@sharma14828
@atiqahrhm
@lorelei3112
@rattibha

Top Tweeters in G3:
@chidambara09
@vrretweeter
@mazuisake
@matbo2
@nbcnews
@sachadylan
@genevieveisgg
@agargmd
@julien0686
@nori_nyc

Top Tweeters in G4:
@tacobell
@latimes
@natricer
@ap
@drferdowsi
@doritmi
@modernworldcen
@_mamadeb
@daniel_kahssay
@travelleisure

Top Tweeters in G5:
@lizditz
@kirkmurphy
@kane007
@4evrstardancer
@syawal
@drshahrul80
@drjudystone
@alisyngayle
@chrislancashir3
@thinkalot

Top Tweeters in G6:
@vonrosenchild
@hubbucket
@monitor_ph
@usatoday
@mdaware
@jeromepandell
@physorg_health
@np_grwl
@donnayoungdc
@physorg_com

Top Tweeters in G7:
@drdaveanddee
@maegan_laporte
@mummygirl
@thr
@nathanwu84
@ohioyallers
@sharonkness1
@annaalbo2
@jjs92285
@clrfldcdaughtry

Top Tweeters in G8:
@clevelandclinic
@fgomollon
@kevyneshandris
@mayoclinic
@shimaghavimimd
@amcollegegastro
@drkeithsiau
@aasldtweets
@dcharabaty
@amergastroassn

Top Tweeters in G9:
@benoit_durand
@echoraljpangio
@tkishi_cardiol
@iamritu
@djc795
@msstacyellis
@drrajivsankar
@natsiradhan
@tobymarkowitz
@uressien

Top Tweeters in G10:
@threadreaderapp
@unrollhelper
@andymoz78
@jonlaake
@alvarezzzy
@unitecoforus
@asmicrobiology
@g_commish
@woodynist
@azeem_majeed


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