jama_current, Twitter, 3/18/2023 11:56:57 AM, 291488


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jama_current_2023-03-18_04-09-37.xlsx
jama_current_2023-03-18_04-09-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 18, 2023
Short Description:
jama_current via NodeXL https://bit.ly/3JPg8S8
@jama_current
@erictopol
@weselymd
@synthige
@p_mcculloughmd
@jamanetwork
@alyse30651182
@kraljan
@michaelokun
@gcfmd

Top hashtags:
#covid19
#acc23
#wccardio
#viewpoint
#longcovid
#ivermectin
#study
#dig
#disseminate

Description:
Description
The graph represents a network of 4,554 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 11:13 UTC.

The tweets in the network were tweeted over the 2485-day, 7-hour, 58-minute period from Friday, 27 May 2016 at 16:00 UTC to Friday, 17 March 2023 at 23:58 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 : 4554
Unique Edges : 5233
Edges With Duplicates : 16158
Total Edges : 21391
Number of Edge Types : 9
Retweet : 2855
MentionsInRetweet : 5211
MentionsInReplyTo : 8614
Replies to : 1398
Mentions : 2222
Quote : 128
MentionsInQuote : 288
Tweet : 141
MentionsInQuoteReply : 534
Self-Loops : 562
Reciprocated Vertex Pair Ratio : 0.0325786292388075
Reciprocated Edge Ratio : 0.0631014981645004
Connected Components : 3
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 4549
Maximum Edges in a Connected Component : 21380
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.882771
Graph Density : 0.000486101284428236
Modularity : 0.341172
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,554 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 11:13 UTC.

The tweets in the network were tweeted over the 2485-day, 7-hour, 58-minute period from Friday, 27 May 2016 at 16:00 UTC to Friday, 17 March 2023 at 23:58 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:
[78] 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
[55] https://twitter.com/CMNO_MedInt/status/1627780593973854211/photo/1
[52] https://jamanetwork.com/journals/jama/article-abstract/2797565
[17] https://doi.org/10.1001/JAMA.2023.3517
[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
[13] https://jamanetwork.com/journals/jama/article-abstract/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
[10] https://jamanetwork.com/journals/jama/fullarticle/2802601?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=031123#.ZAwrupjZMS8.twitter

Top URLs in Tweet in G1:
[54] https://twitter.com/CMNO_MedInt/status/1627780593973854211/photo/1
[51] https://jamanetwork.com/journals/jama/article-abstract/2797565
[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
[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=8909731713&utm_campaign=article_alert&linkId=201634646
[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
[6] 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
[6] https://www.clinicaltrials.gov/
[5] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.2886?guestAccessKey=389e6278-e991-49ee-95c4-4d65f200fb9f&utm_source=twitter&utm_medium=social_jama&utm_term=9054992903&utm_campaign=article_alert&linkId=203590165
[5] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.2885?guestAccessKey=fc457268-026d-4cbc-84de-3d212bf48653&utm_source=twitter&utm_medium=social_jama&utm_term=9054992895&utm_campaign=article_alert&linkId=203590167
[4] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.2089?guestAccessKey=e13bc413-2835-4aea-bc03-6ab04cd44a2e&utm_source=twitter&utm_medium=social_jama&utm_term=8988806029&utm_campaign=article_alert&linkId=202611943

Top URLs in Tweet in G2:
[9] https://twitter.com/GPR109A/status/1620662858936893440?t=xmpWGVYogG8F5T4YeanCow&s=19
[7] https://pubmed.ncbi.nlm.nih.gov/34145166/
[4] https://twitter.com/EricTopol/status/1199360210189504513/photo/1
[4] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9167431/
[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
[4] https://mymedpill.com/product/iverjohn-12/
[3] https://twitter.com/HopeRising19/status/1628114979294707712

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
[11] https://jamanetwork.com/journals/jama/article-abstract/2802167
[10] https://jamanetwork.com/journals/jama/fullarticle/2802601?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=031123#.ZAwrupjZMS8.twitter
[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
[6] https://jamanetwork.com/journals/jama/fullarticle/2802733?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=031623#.ZBOQxY8mu-I.twitter
[6] https://jamanetwork.com/journals/jama/fullarticle/2801719?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=031123#.ZAynHu4E6t4.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
[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

Top URLs in Tweet in G4:
[6] https://twitter.com/ajkaywriter/status/1631765142953418752?s=46&t=yLciFdr2jYa7cUheKDWX2w
[4] https://jamanetwork.com/journals/jama/fullarticle/2802013?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=031323#.ZA8ei6vQwgI.twitter
[4] https://twitter.com/ScopingSundays/status/1632386045240123393/photo/1
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=b8a450d0-be79-11ed-9537-fa163e6ccaff
[3] https://jamanetwork.com/journals/jama/fullarticle/2802477?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=031223#.ZA3ATItI9h0.twitter
[3] https://twitter.com/SynthIge/status/1603547357143891968?s=20&t=kfipYoQ7YsgskiIUyt8odg
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=59dba690-b503-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=4c0fe2f0-c0d5-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=e3315040-bf42-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=bf7befa0-b1de-11ed-9537-fa163e6ccaff

Top URLs in Tweet in G5:
[7] https://jamanetwork.com/journals/jama/fullarticle/2802100
[7] https://aasm.org/advocacy/take-action/
[6] 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/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
[2] https://edhub.ama-assn.org/jn-learning/audio-player/10.1001/jama.2023.1390?utm_source=twitter&utm_medium=social_jama&utm_term=9112777827&utm_campaign=article_alert&linkId=204404163
[2] https://jamanetwork.com/journals/jama/article-abstract/2802061
[2] https://jamanetwork.com/journals/jama/fullarticle/2802102
[2] https://twitter.com/JAMAInternalMed/status/1631331039279718402
[2] https://www.statnews.com/2023/03/17/kirsten-bibbins-domingo-jama-editor-qa/
[2] https://jamanetwork.com/journals/jama/fullarticle/2801953

Top URLs in Tweet in G6:
[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
[16] https://doi.org/10.1001/JAMA.2023.3517
[6] https://doi.org/10.1001/JAMA.2023.2854
[4] https://vetpetpedia.blogspot.com/2023/03/leptospirosis-in-dogs.html
[2] https://medicalxpress.com/news/2023-02-screening-tool-primary-physicians-copd.html
[2] https://www.nhlbi.nih.gov/news/2023/blood-test-identifies-acute-myeloid-leukemia-patients-greater-risk-relapse-after-bone
[1] https://twitter.com/jama_current/status/1633271314235678728
[1] https://doi.org/10.1001/JAMANETWORKOPEN.2022.55795
[1] https://medicalxpress.com/news/2023-02-lingering-symptoms-common-covid-hospitalization.html
[1] https://medicalxpress.com/news/2023-03-multifaceted-strategy-boosts-diabetes-heart.html

Top URLs in Tweet in G7:
[2] https://twitter.com/WesElyMD/status/1631269081755054081/photo/1
[2] https://twitter.com/WesElyMD/status/1365289863805812745/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://twitter.com/WesElyMD/status/1600470718403133440/photo/1
[1] https://twitter.com/WesElyMD/status/1365289863805812745
[1] https://twitter.com/i/web/status/1631269081755054081
[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/i/web/status/1627679565886943235

Top URLs in Tweet in G8:
[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 G9:
[5] https://twitter.com/drkeithsiau/status/1626689195870650370/photo/1
[3] https://jamanetwork.com/journals/jama/article-abstract/2793654
[2] https://twitter.com/francesleemd/status/1633580063852752896/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
[1] https://twitter.com/i/web/status/1633578938260914176
[1] https://twitter.com/francesleemd/status/1633578938260914176/photo/1
[1] https://twitter.com/francesleemd/status/1633576765653389314/photo/1
[1] https://twitter.com/francesleemd/status/1633578074792140801/photo/1

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/journals/jama/fullarticle/2802248
[1] https://jamanetwork.com/journals/jama/article-abstract/2647071
[1] https://jamanetwork.com/journals/jama/fullarticle/2802533

Top Domains
Top Domains in Tweet in Entire Graph:
[1264] jamanetwork.com
[717] twitter.com
[57] paper.li
[54] nih.gov
[32] doi.org
[30] ama-assn.org
[18] medicalxpress.com
[13] youtube.com
[13] substack.com
[11] nejm.org

Top Domains in Tweet in G1:
[387] jamanetwork.com
[206] twitter.com
[19] ama-assn.org
[9] medicaldialogues.in
[7] clinicaltrials.gov
[5] eurekalert.org
[4] nih.gov
[3] cadime.es
[3] cienciaysaludnatural.com
[2] statnews.com

Top Domains in Tweet in G2:
[97] twitter.com
[15] nih.gov
[12] jamanetwork.com
[4] youtube.com
[4] buyivermectinforhumans.us
[4] mymedpill.com
[3] mdpi.com
[3] ivermectinseller.com
[2] cureus.com
[2] theexpertpharmacy.com

Top Domains in Tweet in G3:
[505] jamanetwork.com
[69] twitter.com
[4] nih.gov
[3] 1lifeivermectin.com
[2] nature.com
[2] google.com
[2] ivmmeta.com
[2] wordpress.com
[1] youtu.be
[1] nbcnews.com

Top Domains in Tweet in G4:
[84] twitter.com
[54] paper.li
[27] jamanetwork.com
[12] nih.gov
[7] substack.com
[4] nejm.org
[3] oup.com
[2] thelancet.com
[2] wustl.edu
[2] medpagetoday.com

Top Domains in Tweet in G5:
[80] jamanetwork.com
[70] twitter.com
[11] ama-assn.org
[7] statnews.com
[7] aasm.org
[3] youtube.com
[3] youtu.be
[3] zoom.us
[2] org.sa
[2] nih.gov

Top Domains in Tweet in G6:
[85] jamanetwork.com
[31] doi.org
[23] twitter.com
[18] medicalxpress.com
[4] blogspot.com
[3] nih.gov
[2] washingtonpost.com
[1] bidmc.org
[1] on24.com
[1] bethematchclinical.org

Top Domains in Tweet in G7:
[13] twitter.com
[4] jamanetwork.com
[2] nih.gov
[1] amazon.com
[1] washingtonpost.com
[1] afr.com
[1] checkout-ds24.com

Top Domains in Tweet in G8:
[11] twitter.com
[1] substack.com
[1] jamanetwork.com
[1] capecoralbreeze.com

Top Domains in Tweet in G9:
[16] 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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[164] covid19
[101] acc23
[84] wccardio
[75] viewpoint
[43] longcovid
[40] ivermectin
[38] study
[38] dig
[38] disseminate
[38] unbelievable



Top Hashtags in Tweet in G1:
[35] stroke
[30] viewpoint
[21] acc23
[21] wccardio
[20] h5n1
[17] btsm
[16] longcovid
[12] medicalnews
[12] cardiología
[12] medicinainterna

Top Hashtags in Tweet in G2:
[6] ivermectin
[4] covid19
[3] ivermectinkills
[1] vaccines
[1] conspiracytheories
[1] antivaxxers
[1] sarscov2
[1] corruption
[1] fakenews
[1] vaxxed

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

Top Hashtags in Tweet in G4:
[38] study
[38] dig
[38] disseminate
[38] unbelievable
[38] itemization
[21] medicalnews
[20] viewpoint
[16] covid19
[11] medtwitter
[10] tigray

Top Hashtags in Tweet in G5:
[46] acc23
[43] wccardio
[26] sleep
[18] viewpoint
[16] cardiology
[7] hj23
[7] phagetherapy
[6] covid19
[5] transplantequity
[4] kidney

Top Hashtags in Tweet in G6:
[10] bethematch
[9] riskfactors
[9] youngadults
[9] hypertension
[7] acutemyeloidleukemia
[6] heartdisease
[6] bonemarrowtransplant
[6] aml
[5] diabetes
[5] acc23

Top Hashtags in Tweet in G7:
[4] longcovid
[3] greed
[2] medtwitter
[1] sepsis
[1] faxes
[1] insurance
[1] executives
[1] profiteering
[1] sicklecell
[1] nhs

Top Hashtags in Tweet in G8:
[88] covid19
[1] fact
[1] jama

Top Hashtags in Tweet in G9:
[14] ebgi
[5] gitwitter
[5] 4kmeded
[1] ebgi_mypractice
[1] meded
[1] foamed
[1] medtwitter
[1] livertwitter

Top Hashtags in Tweet in G10:
[18] diagnosticerror
[3] viewpoint
[3] wellbeing
[2] research
[2] ethics
[2] allinforhealthcare
[1] acc23
[1] wccardio
[1] healthworker
[1] burnout

Top Words
Top Words in Tweet in Entire Graph:
[3896] jama_current
[887] jamanetwork
[837] erictopol
[664] part
[567] ivermectin
[484] boulware_dr
[479] snaggie1
[459] long
[439] high
[420] trial

Top Words in Tweet in G1:
[1050] jama_current
[152] study
[142] covid
[130] jama
[123] risk
[101] medical
[93] news
[88] more
[85] found
[83] health

Top Words in Tweet in G2:
[798] erictopol
[537] jama_current
[477] snaggie1
[476] boulware_dr
[433] ivermectin
[326] trial
[326] benefit
[289] randomized
[281] doses
[278] long

Top Words in Tweet in G3:
[690] jama_current
[628] jamanetwork
[436] part
[117] reloadfluid
[113] covid
[84] 19
[71] ivermectin
[61] dose
[61] diabetes
[60] time

Top Words in Tweet in G4:
[256] jama_current
[110] nejm
[60] thelancet
[53] nature
[48] thanks
[47] bmj_latest
[41] world
[39] daily
[39] amermedicalassn
[38] #unbelievable

Top Words in Tweet in G5:
[407] jama_current
[102] jama
[88] kbibbinsdomingo
[59] professor
[56] chief
[52] medical
[47] editor
[46] #acc23
[44] md
[43] #wccardio

Top Words in Tweet in G6:
[244] jama_current
[107] disease
[102] drchrishourigan
[82] myeloid
[81] part
[80] acute
[80] leukemia
[78] residual
[76] detect
[76] dna

Top Words in Tweet in G7:
[193] weselymd
[118] long
[117] steroids
[112] vit
[112] thiamine
[111] outcomes
[110] term
[110] worse
[109] anti
[109] inflammatory

Top Words in Tweet in G8:
[105] p_mcculloughmd
[91] endpoints
[90] risk
[89] rcts
[88] doing
[88] death
[88] primary
[88] hospitalization
[88] #covid19
[88] soft

Top Words in Tweet in G9:
[77] acg_ebgi
[74] jama_current
[71] ebgidoc
[68] jamanetwork
[68] jantchou
[68] shimaghavimimd
[68] fgomollon
[67] francesleemd
[59] mahmoudzureik
[59] yaledigestive

Top Words in Tweet in G10:
[62] jama_current
[37] dx
[36] st
[36] burnout
[30] ted_melnick
[30] christinesinsky
[28] clinician
[23] written
[22] stewardship
[21] diagnostic

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[643] jama_current,part
[498] part,jamanetwork
[478] snaggie1,boulware_dr
[477] jama_current,snaggie1
[429] erictopol,jama_current
[353] jama_current,jamanetwork
[290] controlled,trial
[286] high,doses
[285] randomized,placebo
[285] placebo,controlled

Top Word Pairs in Tweet in G1:
[82] medical,news
[79] news,brief
[74] jama_current,study
[66] covid,19
[63] jama_current,part
[59] artículo,revisión
[57] revista,jama_current
[57] jama_current,acceso
[55] cmno_medint,artículo
[54] revisión,hipercalcemia

Top Word Pairs in Tweet in G2:
[476] snaggie1,boulware_dr
[475] jama_current,snaggie1
[412] erictopol,jama_current
[274] high,doses
[273] fails,show
[273] randomized,placebo
[273] show,benefit
[273] placebo,controlled
[272] doses,long
[272] controlled,trial

Top Word Pairs in Tweet in G3:
[430] jama_current,part
[408] part,jamanetwork
[218] jama_current,jamanetwork
[108] reloadfluid,jama_current
[81] covid,19
[55] higher,dose
[52] type,diabetes
[39] cause,mortality
[32] vs,placebo
[29] crisis,increasing

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

Top Word Pairs in Tweet in G5:
[43] #acc23,#wccardio
[41] jama_current,jama
[39] editor,chief
[33] medical,news
[31] jama_current,medical
[30] news,brief
[26] md,mph
[26] professor,charles
[26] professor,elizabeth
[26] czeisler,call

Top Word Pairs in Tweet in G6:
[80] acute,myeloid
[80] myeloid,leukemia
[79] jama_current,part
[78] residual,disease
[76] sequencing,detect
[76] disease,acute
[76] detect,residual
[76] leukemia,jama_current
[76] dna,sequencing
[75] drchrishourigan,dna

Top Word Pairs in Tweet in G7:
[112] thiamine,steroids
[111] vit,thiamine
[110] long,term
[109] anti,inflammatory
[108] outcomes,antioxidants
[108] effect,vit
[108] studied,effect
[108] antioxidants,anti
[108] steroids,long
[108] inflammatory,studied

Top Word Pairs in Tweet in G8:
[88] #covid19,rcts
[88] rcts,patients
[88] death,soft
[88] doing,#covid19
[88] primary,endpoints
[88] patients,risk
[88] soft,primary
[88] risk,hospitalization
[88] hospitalization,death
[87] p_mcculloughmd,doing

Top Word Pairs in Tweet in G9:
[68] ebgidoc,jama_current
[68] shimaghavimimd,fgomollon
[68] fgomollon,jantchou
[68] jama_current,jamanetwork
[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 G10:
[36] dx,st
[21] diagnostic,stewardship
[18] #diagnosticerror,jama_current
[18] st,prevents
[18] stewardship,dx
[18] growth,dx
[18] jama_current,written
[18] written,share
[18] share,growth
[18] prevents,#diagnosticerror

Top Replied-To
Top Replied-To in Entire Graph:
@erictopol
@jama_current
@climer97007
@reloadfluid
@neilmurraybce
@richardbaron17
@weselymd
@gi_pearls
@drchrishourigan
@isbozoinjail

Top Replied-To in G1:
@jama_current
@a_longhurst
@jeromeadamsmd
@beaukellymd
@kevinnbass
@davidlbrownmd
@brianyzhao
@pinkiechambers
@laurenschaffmd

Top Replied-To in G2:
@erictopol
@climer97007
@neilmurraybce
@isbozoinjail
@plantbasedlift1
@ltdantheman76
@mynameisbeths
@flickercrack
@boomstickfttw
@ctygrl99

Top Replied-To in G3:
@reloadfluid
@uzecel6
@caulfieldtim
@oliviersanstom
@astynis
@1commonreader
@monicagandhi9
@bht2412
@drugbuster21
@777antoine777

Top Replied-To in G4:
@richardbaron17
@synthige
@goldencell
@thelancet
@abirballan
@medicinemen99
@nickschurch
@jtornbury
@drcaplan
@anthposophist

Top Replied-To in G5:
@jama_current
@kbibbinsdomingo
@texhern
@harvardsleepmed
@amievarley
@savestandard
@emcahan
@fumikochino
@statnews
@bowtiedbiotech

Top Replied-To in G6:
@drchrishourigan
@rkwadhera
@medical_xpress
@jama_current
@gvhd_meade
@rahulaggarwalmd
@bidmchealth
@nmbutala

Top Replied-To in G7:
@weselymd
@shreyatrivedimd
@jama_current
@dmillett
@drjengunter
@surgeon_general
@christinesinsky
@signaturedoc

Top Replied-To in G8:
@p_mcculloughmd
@kreskas26
@voiceofsunnis
@ladyjustice4512
@phillypharmaboy
@medical_xpress
@elonmusk
@vigilantfox

Top Replied-To in G9:
@gi_pearls
@francesleemd
@acg_ebgi
@osamakadd
@josephhabibi_md
@jhaydek
@drkeithsiau

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

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@erictopol
@boulware_dr
@snaggie1
@weselymd
@kbibbinsdomingo
@nejm
@p_mcculloughmd
@jamainternalmed

Top Mentioned in G1:
@jama_current
@a_longhurst
@cmno_medint
@innov_medicine
@jamanetwork
@laurenschaffmd
@mskcancercenter
@tbpolak
@hollylynchez
@kbibbinsdomingo

Top Mentioned in G2:
@erictopol
@jama_current
@snaggie1
@boulware_dr
@oneunderscore__
@boomstickfttw
@plantbasedlift1
@pshaniuk
@peterhotez
@wbryanh

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

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

Top Mentioned in G5:
@jama_current
@kbibbinsdomingo
@jamanetwork
@jamainternalmed
@unosnews
@dmohottige
@jamanetworkopen
@harvardsleepmed
@jamacardio
@ritarubin

Top Mentioned in G6:
@jama_current
@drchrishourigan
@medical_xpress
@rkwadhera
@rahulaggarwalmd
@nih_nhlbi
@jamanetwork
@bidmchealth
@cibmtr
@washingtonpost

Top Mentioned in G7:
@weselymd
@jama_current
@donberwick
@erictopol
@theihi
@medicaidgov
@medicaregov
@societyhospmed
@meggerber
@gimapreceptor

Top Mentioned in G8:
@p_mcculloughmd
@jama_current
@elonmusk
@danielginat
@martymakary
@rwmalonemd
@kreskas26
@voiceofsunnis
@phillypharmaboy
@dowdedward

Top Mentioned in G9:
@jama_current
@ebgidoc
@acg_ebgi
@jamanetwork
@shimaghavimimd
@fgomollon
@jantchou
@mahmoudzureik
@yaledigestive
@brighamgi

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

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@federicoalves
@lizditz
@madfall1213
@bob_stinson1234
@vonrosenchild
@1loriking
@drdaveanddee
@tacobell
@maegan_laporte

Top Tweeters in G1:
@kimvie
@bjcrochet
@darylgibson
@sharma14828
@atiqahrhm
@lorelei3112
@rattibha
@smp0312
@colleenmmck618
@pfanderson

Top Tweeters in G2:
@federicoalves
@madfall1213
@1loriking
@mrtachilles
@snarky_op
@slsandpet
@cathleenkucz
@njdoc
@oufenix
@foxnews

Top Tweeters in G3:
@chidambara09
@bob_stinson1234
@vrretweeter
@blueravefinn
@mazuisake
@matbo2
@nbcnews
@sachadylan
@genevieveisgg
@hotincleveland

Top Tweeters in G4:
@tacobell
@wavetossed
@plivestrong
@latimes
@natricer
@abc
@cbsnews
@ap
@drferdowsi
@doritmi

Top Tweeters in G5:
@vonrosenchild
@paulmiller1313
@hubbucket
@cnn
@monitor_ph
@usatoday
@anaisabelstark
@jeromepandell
@mdaware
@donnayoungdc

Top Tweeters in G6:
@washingtonpost
@benoit_durand
@physorg_health
@np_grwl
@scitechmachine
@physorg_com
@citizenofthewo4
@echoraljpangio
@tigergirl528
@theliverpunch

Top Tweeters in G7:
@lizditz
@kirkmurphy
@kane007
@4evrstardancer
@thatvdovault
@syawal
@drshahrul80
@drjudystone
@alisyngayle
@chrislancashir3

Top Tweeters in G8:
@drdaveanddee
@maegan_laporte
@mummygirl
@thr
@nathanwu84
@ohioyallers
@annaalbo2
@jjs92285
@clrfldcdaughtry
@roxanne060979

Top Tweeters in G9:
@fgomollon
@kevyneshandris
@shimaghavimimd
@amcollegegastro
@drkeithsiau
@stanfordmed
@john_damianosmd
@gi_pearls
@mosesomuhinda
@gijournal

Top Tweeters in G10:
@andymoz78
@samadovaabditch
@jonlaake
@alvarezzzy
@unitecoforus
@asmicrobiology
@woodynist
@azeem_majeed
@gretchendiemer
@preetinmalani