jama_current, Twitter, 2/11/2023 12:25:34 PM, 289145


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jama_current_2023-02-11_04-09-37.xlsx
jama_current_2023-02-11_04-09-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 11, 2023
Short Description:
jama_current via NodeXL https://bit.ly/3YrIruW
@jama_current
@p_mcculloughmd
@erictopol
@innov_medicine
@takamatsuo_id
@jamanetwork
@hmkyale
@prof_heidiallen
@xsaezll
@eunicee62945638

Top hashtags:
#medtwitter
#pots
#covid19
#viewpoint
#meded
#transformhf
#chatgpt

Description:
Description
The graph represents a network of 4,649 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 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2074-day, 6-hour, 17-minute period from Wednesday, 07 June 2017 at 18:21 UTC to Saturday, 11 February 2023 at 00:38 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 : 4649
Unique Edges : 4775
Edges With Duplicates : 11400
Total Edges : 16175
Number of Edge Types : 9
Mentions : 2377
MentionsInRetweet : 5866
Retweet : 3310
MentionsInReplyTo : 3275
Replies to : 761
Quote : 84
Tweet : 150
MentionsInQuote : 230
MentionsInQuoteReply : 122
Self-Loops : 483
Reciprocated Vertex Pair Ratio : 0.0218862815884477
Reciprocated Edge Ratio : 0.0428350629277986
Connected Components : 6
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 4641
Maximum Edges in a Connected Component : 16138
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.825499
Graph Density : 0.000419185885292083
Modularity : 0.385952
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,649 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 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2074-day, 6-hour, 17-minute period from Wednesday, 07 June 2017 at 18:21 UTC to Saturday, 11 February 2023 at 00:38 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:
[139] https://jamanetwork.com/journals/jama/fullarticle/2800774
[72] https://twitter.com/Innov_Medicine/status/1617373496052518914/photo/1
[66] https://jamanetwork.com/journals/jama/fullarticle/2801060
[57] https://jamanetwork.com/journals/jama/article-abstract/2801060
[50] https://twitter.com/VijaySelvarajMD/status/1617185144711823362/photo/1
[39] https://jamanetwork.com/journals/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=013123#.Y9llkz3KNG4.twitter
[29] https://jamanetwork.com/journals/jama/fullarticle/2800774?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012023#.Y8q7vgQZ4-Q.twitter
[24] https://twitter.com/CataGonzalezAvi/status/1616242374446907392/photo/1
[14] https://jamanetwork.com/journals/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=013123#.Y9kG71OEmJk.twitter
[14] https://twitter.com/drkeithsiau/status/1621938040712175622/photo/1

Top URLs in Tweet in G1:
[75] https://jamanetwork.com/journals/jama/fullarticle/2800774
[49] https://twitter.com/VijaySelvarajMD/status/1617185144711823362/photo/1
[24] https://twitter.com/CataGonzalezAvi/status/1616242374446907392/photo/1
[14] https://twitter.com/drkeithsiau/status/1621938040712175622/photo/1
[11] https://twitter.com/Innov_Medicine/status/1617373496052518914/photo/1
[8] https://twitter.com/seeksboston26mi/status/1619956806675230722/photo/1
[6] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2022.24492?guestAccessKey=3a8e8fc5-2eb7-46c9-9b00-05b240b3b832&utm_source=twitter&utm_medium=social_jama&utm_term=8671101708&utm_campaign=article_alert&linkId=197772344
[6] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2022.24495?guestAccessKey=03fcb528-a872-4826-9e6b-1cb3e15543f3&utm_source=twitter&utm_medium=social_jama&utm_term=8671101725&utm_campaign=article_alert&linkId=198301561
[6] https://jamanetwork.com/journals/jama/fullarticle/2801097
[6] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2800726

Top URLs in Tweet in G2:
[29] https://jamanetwork.com/journals/jama/fullarticle/2800774?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012023#.Y8q7vgQZ4-Q.twitter
[14] https://jamanetwork.com/journals/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=013123#.Y9kG71OEmJk.twitter
[11] https://jamanetwork.com/journals/jama/fullarticle/2800675?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012523#.Y9E7of9Xm3A.twitter
[9] https://jamanetwork.com/journals/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=013023#.Y9iDnkRUkdM.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2800449?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012923#.Y9ab-0x5WKY.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2801049?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012923#.Y9bmQCbblLo.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2800424?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011723#.Y8b8C0cKjXw.twitter
[4] https://twitter.com/yang_kunlin/status/1622896044374913024/photo/1
[4] https://jamanetwork.com/journals/jama/fullarticle/2800424?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012323#.Y85APkHxT18.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=013123#.Y9hfVGVc6zE.twitter

Top URLs in Tweet in G3:
[5] https://twitter.com/XOPlanetMother/status/1619366119068016640
[2] https://twitter.com/Project_Veritas/status/1618405890612420609/video/1
[2] https://twitter.com/EthicalSkeptic
[2] https://twitter.com/PickledFish1776/status/1620060918758670336/photo/1
[1] https://petermcculloughmd.substack.com/p/neurologic-devastation-after-covid
[1] https://twitter.com/unhealthytruth/status/1619090359753084934
[1] https://www.youtube.com/watch?list=PLHSL33o2NTsBX64MYiWuRDIwnfxJPN1Z-&v=msoOCDvkrjU&feature=youtu.be

[1] https://www.politifact.com/factchecks/2022/mar/24/blog-posting/no-study-doesnt-prove-moderna-created-covid-19/
[1] https://twitter.com/XOPlanetMother/status/1585544112320974849
[1] https://twitter.com/XOPlanetMother/status/1619366119068016640/video/1

Top URLs in Tweet in G4:
[4] https://twitter.com/pnatarajanmd/status/1615434269848997888/photo/1
[4] https://jamanetwork.com/journals/jama/fullarticle/2800428?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011823#.Y8cpeda2UHM.twitter
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=63f362a0-98b9-11ed-9537-fa163e6ccaff
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=396774a0-97f0-11ed-9537-fa163e6ccaff
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=b41c23e0-a870-11ed-9537-fa163e6ccaff
[3] https://paper.li/CMichaelGibson/1356220442?edition_id=b8a41860-9a4b-11ed-9537-fa163e6ccaff
[2] https://twitter.com/mchonig/status/1623079998805385220/photo/1
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=88a27a80-a7a7-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=8b6de800-a2f0-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=0d7accb0-9bde-11ed-9537-fa163e6ccaff

Top URLs in Tweet in G5:
[4] https://twitter.com/SJGreene_md/status/1615415055012749312/photo/1
[3] https://twitter.com/JAMA_current/status/1616435388540911618
[3] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2022.24493?guestAccessKey=c99c8bc7-dc6a-4c05-a9a3-3b1d60de8a40&utm_source=twitter&utm_medium=social_jama&utm_term=8671101713&utm_campaign=article_alert&linkId=197772351
[2] https://news.yale.edu/2023/01/19/loophole-enables-fda-approval-unsafe-medical-devices-yale-study-finds
[2] https://jamanetwork.com/journals/jama/fullarticle/2800438
[2] https://twitter.com/hmkyale/status/1615412206555783171/photo/1
[2] https://jamanetwork.com/journals/jama/fullarticle/2800428
[2] https://twitter.com/ktkadakia/status/1613955325836644352/photo/1
[2] https://twitter.com/KyleKettlerMD/status/1619066763085504513/photo/1
[2] https://twitter.com/SJGreene_md/status/1615415055012749312

Top URLs in Tweet in G6:
[61] https://jamanetwork.com/journals/jama/fullarticle/2801060
[50] https://jamanetwork.com/journals/jama/article-abstract/2801060
[14] https://twitter.com/EricTopol/status/1620462161469513728/photo/1
[7] https://jamanetwork.com/journals/jama/fullarticle/2801170
[4] https://twitter.com/HackingButLegal/status/1619995385690476545/photo/1
[2] https://twitter.com/bmorecardiology/status/1620261112410431489/photo/1
[2] https://twitter.com/bmorecardiology/status/1620261506431737857/photo/1
[2] https://twitter.com/EricTopol/status/1189299743781994501/photo/1
[2] https://jamanetwork.com/journals/jama/fullarticle/2768532
[2] https://twitter.com/EricTopol/status/1283092788905570311/photo/1

Top URLs in Tweet in G7:
[10] https://doi.org/10.1001/JAMA.2023.0166
[8] https://doi.org/10.1001/JAMA.2022.24683
[8] https://doi.org/10.1001/JAMA.2022.23924
[4] https://doi.org/10.1001/JAMA.2022.24032
[4] https://doi.org/10.1001/JAMA.2022.23279
[4] https://twitter.com/RyanNipp/status/1620267646443986945/photo/1
[4] https://twitter.com/RyanNipp/status/1619793352047890433/photo/1
[3] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2782845
[3] https://timetobeseen.org/
[2] https://doi.org/10.1001/JAMA.2022.23631

Top URLs in Tweet in G8:
[58] https://jamanetwork.com/journals/jama/fullarticle/2800774
[58] https://twitter.com/Innov_Medicine/status/1617373496052518914/photo/1
[2] https://twitter.com/imedverse/status/1617006063055958024/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2801170?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=013123#.Y9lkP35mYHk.twitter
[1] https://jamanetwork.com/journals/jamaneurology/fullarticle/2514551
[1] https://twitter.com/Innov_Medicine/status/1610666801075216384/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2724027?guestAccessKey=8f81af1f-0d44-404d-ad79-9dca9bfddfde&utm_source=twitter&utm_medium=social_jama&utm_term=2120194242&utm_content=followers-article_engagement-figure-tfl&utm_campaign=article_alert&linkId=63265020
[1] https://twitter.com/Innov_Medicine/status/1617379643178496000/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2799870
[1] https://jamanetwork.com/journals/jama/fullarticle/2800448

Top URLs in Tweet in G9:
[5] https://hms.harvard.edu/news/care-costs-more-consolidated-health-systems#.Y9ArSMQx64Q.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=013023#.Y9iBNUjtVmc.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=013123#.Y9nQhWqQYec.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2800652?guestAccessKey=d4df25cf-53d6-42bb-be39-6276b3d658c3&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=etoc&utm_term=012423
[2] https://twitter.com/m_e_nielsen/status/1618104991612534784/photo/1
[2] https://twitter.com/m_e_nielsen/status/1618800265884487681/photo/1
[2] https://twitter.com/valeriealewis/status/1618279384456261633/photo/1
[2] https://jamanetwork.com/journals/jama/fullarticle/2801097
[1] https://jamanetwork.com/journals/jama/fullarticle/2800851?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012123#.Y8xRWLo6WlY.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=020923#.Y-UTSR4LU44.twitter

Top URLs in Tweet in G10:
[4] https://twitter.com/edgarvlermamd/status/1549883197965623300/photo/1
[3] https://jamanetwork.com/journals/jama/fullarticle/2800774
[2] https://twitter.com/edgarvlermamd/status/1623143512484061184/photo/1
[2] https://jamanetwork.com/journals/jama/fullarticle/2799240?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=020123#.Y9r-8tt1qr8.twitter
[1] https://twitter.com/TakaMatsuo_ID/status/1617029760462295040/photo/1
[1] https://twitter.com/TakaMatsuo_ID/status/1600359868711374849/photo/1
[1] https://twitter.com/ut_infectious/status/1600358420552372224
[1] https://jamanetwork.com/journals/jama/article-abstract/2800428
[1] https://jamanetwork.com/journals/jama/article-abstract/2794358
[1] https://twitter.com/mdwrtcom/status/1528802313695019008/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1525] jamanetwork.com
[693] twitter.com
[53] paper.li
[47] doi.org
[26] nih.gov
[23] medicalxpress.com
[17] ama-assn.org
[10] co.jp
[9] medicaldialogues.in
[7] healio.com

Top Domains in Tweet in G1:
[385] jamanetwork.com
[228] twitter.com
[11] ama-assn.org
[9] medicaldialogues.in
[6] archive.ph
[4] statnews.com
[4] consumers4qualitycare.org
[4] nih.gov
[3] healthybyscience.com
[3] geovax.com

Top Domains in Tweet in G2:
[619] jamanetwork.com
[64] twitter.com
[2] ac.uk
[2] myfirstdraft.co
[2] substack.com
[1] youtu.be
[1] thelancet.com
[1] instagram.com
[1] rumble.com
[1] harvard.edu

Top Domains in Tweet in G3:
[21] twitter.com
[1] substack.com
[1] youtube.com
[1] politifact.com
[1] nytimes.com
[1] newsweek.com
[1] indiatimes.com

Top Domains in Tweet in G4:
[44] paper.li
[42] jamanetwork.com
[33] twitter.com
[7] nih.gov
[6] inhalemd.com
[4] ama-assn.org
[3] healio.com
[2] glamour.com
[2] resmedjournal.com
[2] bustle.com

Top Domains in Tweet in G5:
[55] twitter.com
[28] jamanetwork.com
[5] yale.edu
[2] csod.com
[2] thelancet.com
[2] nih.gov
[2] ama-assn.org
[1] ugetube.com
[1] apnews.com
[1] rumble.com

Top Domains in Tweet in G6:
[134] jamanetwork.com
[48] twitter.com
[2] substack.com
[2] bayarealyme.org
[1] science.org
[1] slate.com
[1] hofstra.edu
[1] forbes.com
[1] statnews.com
[1] thehill.com

Top Domains in Tweet in G7:
[47] doi.org
[46] twitter.com
[41] jamanetwork.com
[22] medicalxpress.com
[3] timetobeseen.org
[2] youtu.be
[2] nih.gov
[1] oup.com
[1] healthaffairs.org
[1] populationmedicine.org

Top Domains in Tweet in G8:
[64] jamanetwork.com
[63] twitter.com

Top Domains in Tweet in G9:
[33] jamanetwork.com
[15] twitter.com
[5] harvard.edu
[1] nytimes.com
[1] sciencedirect.com
[1] opensecrets.org

Top Domains in Tweet in G10:
[13] twitter.com
[8] jamanetwork.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[102] medtwitter
[102] pots
[89] covid19
[63] viewpoint
[53] meded
[52] transformhf
[47] chatgpt
[39] medicalnews
[38] vexas
[37] isc23



Top Hashtags in Tweet in G1:
[80] pots
[71] medtwitter
[52] meded
[41] covid19
[34] infografía
[34] gitwitter
[32] viewpoint
[28] covid
[27] vexas
[23] medicalnews

Top Hashtags in Tweet in G2:
[12] isc23
[10] chatgpt
[6] healthcare
[6] roe
[4] ai
[4] cardiotwitter
[3] medtwitter
[3] stroke
[3] tea
[3] pediatrics

Top Hashtags in Tweet in G3:
[2] directedevolution
[1] courageousdiscourse
[1] stoptheshots
[1] covid_19
[1] itstheshotderp
[1] vaids
[1] draseemmalhotra

Top Hashtags in Tweet in G4:
[29] cardioobstetrics
[28] viewpoint
[25] study
[25] dig
[25] disseminate
[25] unbelievable
[25] itemization
[16] medicalnews
[14] cannabis
[13] medicine

Top Hashtags in Tweet in G5:
[50] transformhf
[22] chatgpt
[9] loophole
[9] unsafe
[7] hf
[5] ai
[3] medtwitter
[3] stroke
[2] sleepdeprivation
[2] health

Top Hashtags in Tweet in G6:
[3] lyme
[3] carditis
[2] chatgpt
[2] ticktective
[2] covid19
[1] fitness
[1] exercise
[1] seimcdivulgacion
[1] tuberculosis
[1] maskup

Top Hashtags in Tweet in G7:
[17] cancer
[13] isc23
[12] health
[10] measles
[8] covid19
[8] strokerisk
[8] heartfailure
[8] syndrome
[8] electronichealthrecords
[7] stroke

Top Hashtags in Tweet in G8:
[2] stroke
[1] hpv
[1] covid
[1] sarscov2
[1] meded
[1] medtwitter
[1] science
[1] news
[1] torsemide
[1] furosemide

Top Hashtags in Tweet in G9:
[3] healthcare
[1] sepsis
[1] patientsafety
[1] medicalerror
[1] medtwitter
[1] healthequity
[1] sdoh
[1] hospital
[1] economics

Top Hashtags in Tweet in G10:
[3] nephpearls
[2] cardiovascular
[1] ltbi
[1] meningitis
[1] cardiorenal
[1] nephjc
[1] visualabstract
[1] cardiology
[1] medtwitter
[1] cardioobstetrics

Top Words
Top Words in Tweet in Entire Graph:
[3764] jama_current
[819] jamanetwork
[696] part
[559] study
[484] health
[480] care
[464] covid
[461] huge
[421] tuberculosis
[377] infection

Top Words in Tweet in G1:
[1276] jama_current
[324] study
[179] covid
[162] population
[150] tuberculosis
[150] peterhotez
[133] 19
[133] review
[132] number
[128] immunocompromised

Top Words in Tweet in G2:
[734] jama_current
[662] jamanetwork
[551] part
[161] care
[155] health
[136] greed
[125] threat
[124] covid
[123] existential
[71] infection

Top Words in Tweet in G3:
[353] p_mcculloughmd
[329] strokes
[328] days
[327] stroke
[327] lt
[327] signal
[327] c19
[327] devastating
[327] 28
[327] damaging

Top Words in Tweet in G4:
[399] jama_current
[82] treatment
[76] absteward
[75] article
[72] latent
[72] infection
[71] ltbi
[71] proposed
[71] review
[70] management

Top Words in Tweet in G5:
[325] jama_current
[126] hmkyale
[124] usual
[84] sjgreene_md
[81] draws
[80] blood
[75] medical
[73] patient
[73] hospital
[70] hours

Top Words in Tweet in G6:
[228] drug
[175] jama_current
[174] erictopol
[126] more
[116] direct
[116] ads
[114] consumer
[114] companies
[112] less
[111] clinical

Top Words in Tweet in G7:
[212] jama_current
[91] medical_xpress
[61] study
[48] jamanetworkopen
[27] people
[22] finds
[21] _xiaojuanli
[20] patients
[20] risk
[20] more

Top Words in Tweet in G8:
[164] innov_medicine
[99] genital
[99] warts
[98] infections
[98] caused
[98] one
[98] types
[98] sexually
[98] common
[98] human

Top Words in Tweet in G9:
[102] jama_current
[97] care
[93] health
[70] donberwick
[52] greed
[45] read
[39] take
[39] existential
[39] threat
[34] hmshcp

Top Words in Tweet in G10:
[97] management
[97] infection
[96] latent
[95] tuberculosis
[95] algorithm
[94] takamatsuo_id
[94] proposed
[93] jama
[90] published
[89] 2023

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[677] jama_current,part
[633] part,jamanetwork
[335] health,care
[327] damaging,devastating
[327] 28,days
[327] devastating,strokes
[327] days,c19
[327] neurologically,damaging
[327] signal,7757
[327] lt,28

Top Word Pairs in Tweet in G1:
[127] carry,head
[127] population,immunocompromised
[127] immunocompromised,huge
[127] number,carry
[127] head,jama_current
[127] jama_current,population
[126] peterhotez,number
[120] covid,19
[118] tuberculosis,latente
[117] meses,diario

Top Word Pairs in Tweet in G2:
[548] jama_current,part
[532] part,jamanetwork
[138] health,care
[123] existential,threat
[122] jama_current,jamanetwork
[121] threat,greed
[120] greed,health
[117] care,jama_current
[60] covid,19
[45] nonhuman,authors

Top Word Pairs in Tweet in G3:
[327] damaging,devastating
[327] 7757,neurologically
[327] stroke,signal
[327] devastating,strokes
[327] lt,28
[327] strokes,lt
[327] neurologically,damaging
[327] days,c19
[327] 28,days
[327] signal,7757

Top Word Pairs in Tweet in G4:
[69] ltbi,treatment
[69] treatment,algorithm
[68] infection,proposed
[68] tuberculosis,infection
[68] jama_current,management
[68] proposed,ltbi
[68] management,latent
[68] review,article
[68] article,jama_current
[68] latent,tuberculosis

Top Word Pairs in Tweet in G5:
[76] blood,draws
[64] sleeping,hours
[62] hours,contributor
[62] during,usual
[62] draws,during
[62] hospital,syndrome
[62] contributor,hospital
[62] usual,sleeping
[62] syndrome,usual
[62] published,jama_current

Top Word Pairs in Tweet in G6:
[114] direct,consumer
[112] drug,ads
[111] clinical,effect
[111] drug's,clinical
[111] less,drug's
[111] drug,companies
[111] spent,drug
[111] consumer,drug
[111] effect,more
[111] ads,less

Top Word Pairs in Tweet in G7:
[20] medical_xpress,study
[19] jamanetworkopen,jama_current
[17] study,finds
[17] jama_current,thelancetinfdis
[14] increased,risk
[14] jama_current,jamainternalmed
[13] sex,chromosome
[13] pregnant,people
[12] supernumerary,sex
[12] jamanetworkopen,_xiaojuanli

Top Word Pairs in Tweet in G8:
[99] genital,warts
[98] infections,caused
[98] types,human
[98] caused,types
[98] warts,one
[98] transmitted,infections
[98] sexually,transmitted
[98] common,sexually
[98] one,common
[97] innov_medicine,genital

Top Word Pairs in Tweet in G9:
[77] health,care
[39] existential,threat
[39] threat,greed
[39] greed,health
[24] donberwick,existential
[20] harvardecon,nberpubs
[20] piece,donberwick
[20] hmshcp,harvardecon
[20] nberpubs,jama_current
[20] take,minute

Top Word Pairs in Tweet in G10:
[95] latent,tuberculosis
[95] tuberculosis,infection
[95] management,latent
[88] jama,2023
[88] published,current
[88] infection,jama
[88] 19,proposed
[88] jan,19
[88] 2023,jan
[88] algorithm,published

Top Replied-To
Top Replied-To in Entire Graph:
@jama_current
@bmorecardiology
@hmkyale
@peterhotez
@caulfieldtim
@xsaezll
@erictopol
@p_mcculloughmd
@medical_xpress
@einstigator

Top Replied-To in G1:
@jama_current
@peterhotez
@javier20ch
@weselymd
@tarabannow
@sara_jiang
@emmamgroarke
@boback
@jacobhmed
@drkeithsiau

Top Replied-To in G2:
@caulfieldtim
@xsaezll
@oxlerceo
@wassdoc
@adamcifu
@reedomary
@coquita_c
@eric_weinhandl
@immuno458
@albertoruano8

Top Replied-To in G3:
@p_mcculloughmd
@pickledfish1776
@indikonamadeus
@winy68
@imgcanada
@jama_current
@naomirwolf

Top Replied-To in G4:
@giovannilandoni
@absteward
@mchonig
@cmichaelgibson
@f2harrell
@djc795
@therealrthorat
@khannaashishccm
@cardiopcimom
@drjohnm

Top Replied-To in G5:
@hmkyale
@joe_bruch
@kbibbinsdomingo
@sjgreene_md
@gcfmd
@jama_current
@drdanasuskind
@us_fda
@yalehfdoc
@yalemed

Top Replied-To in G6:
@bmorecardiology
@erictopol
@vprasadmdmph
@jama_current
@2chronicles36
@justin_hart
@chrishendel
@tinylittlesmal1
@myfavoriterobot
@doc_gero

Top Replied-To in G7:
@medical_xpress
@altmetric
@andrewmibrahim
@fumikochino
@aopohq
@jamasurgery
@pennmedicine
@ncswic777
@jama_current
@j_luh

Top Replied-To in G8:
@innov_medicine
@edgema8

Top Replied-To in G9:
@valeriealewis
@ml_barnett
@m_e_nielsen
@donberwick
@suhas_gondi
@adam_dr_
@jsross119
@donaldlchi
@reshmagar
@hmshcp

Top Replied-To in G10:
@takamatsuo_id
@danclintonrn

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@p_mcculloughmd
@innov_medicine
@erictopol
@peterhotez
@javier20ch
@hmkyale
@vprasadmdmph
@takamatsuo_id

Top Mentioned in G1:
@jama_current
@peterhotez
@javier20ch
@weselymd
@vijayselvarajmd
@jamanetwork
@ushamcfarling
@sepdigestiva
@emmamgroarke
@drkeithsiau

Top Mentioned in G2:
@jama_current
@jamanetwork
@xsaezll
@caminalm
@veroniqueroger1
@portal_research
@jnwadiuko
@amyjwal
@mattfarrellmd

Top Mentioned in G3:
@p_mcculloughmd
@pfizer
@jama_current
@moderna_tx
@astrazeneca
@drdenwalker
@xoplanetmother
@warroom
@vigilantfox
@vprasadmdmph

Top Mentioned in G4:
@jama_current
@absteward
@nejm
@mchonig
@thelancet
@nature
@vprasadmdmph
@drjohnm
@igoreckert
@cmichaelgibson

Top Mentioned in G5:
@jama_current
@hmkyale
@sjgreene_md
@yalemed
@cesarcaraballoc
@kbibbinsdomingo
@dcrinews
@yalecardiology
@robmentz
@ericjvelazquez

Top Mentioned in G6:
@jama_current
@erictopol
@vprasadmdmph
@cdcgov
@aflanagin
@bmorecardiology
@kbibbinsdomingo
@tbcontrollers
@jamaophth
@seimc_

Top Mentioned in G7:
@jama_current
@medical_xpress
@jamanetworkopen
@_xiaojuanli
@jamainternalmed
@thelancetinfdis
@deptpopmed
@jamasurgery
@jamaneuro
@harvardmed

Top Mentioned in G8:
@innov_medicine
@jama_current
@imedverse
@xsaezll
@vipsmdmed

Top Mentioned in G9:
@jama_current
@donberwick
@hmshcp
@jsross119
@harvardecon
@nberpubs
@jamanetwork
@valeriealewis
@ml_barnett
@jmichaelmcw

Top Mentioned in G10:
@takamatsuo_id
@jama_current
@edgarvlermamd
@absteward
@jamacardio
@ut_infectious
@rhasbun2
@nephroseeker
@mdwrtcom

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@m2bliquis
@littlebytesnews
@lizditz
@vonrosenchild
@jjj5819
@socolimeshot
@reuters
@drdaveanddee
@ronaldclarke

Top Tweeters in G1:
@threadreaderapp
@littlebytesnews
@jjj5819
@socolimeshot
@reuters
@morgfair
@billieo2
@sallyrmelb
@beverlyfolkers
@mrtachilles

Top Tweeters in G2:
@kimvie
@dr_shibley
@pongodhall
@bregmanps
@majormarginal
@luvlibertypeace
@timberati
@ene3112
@readeatwriterun
@mbalter

Top Tweeters in G3:
@drdaveanddee
@maegan_laporte
@elalam_vnz
@ohioyallers
@cristinadobre
@nomoetrouble
@5mutmeg
@aba261
@prasadhemant
@boenasvoabo

Top Tweeters in G4:
@ronaldclarke
@sachin55476477
@memeburk
@bbcnews
@natricer
@monitor_ph
@drferdowsi
@modernworldcen
@wenurses
@catearthjustice

Top Tweeters in G5:
@vonrosenchild
@gadflyquebec
@wordfinga
@hubbucket
@aulstrue
@tomvarghesejr
@saludhealthinfo
@mdaware
@hragy
@broyletim

Top Tweeters in G6:
@njdoc
@marymary0414
@eu504
@craigmatsuda
@msep0003
@syawal
@yoshiefuruhashi
@basuashis
@dahart66
@miraclesart

Top Tweeters in G7:
@business
@cnn
@medicalquack
@physorg_health
@ajem_mx
@np_grwl
@mgupt108
@physorg_com
@cancergeek
@arrianna_planey

Top Tweeters in G8:
@lizardogramcko
@sharma14828
@chichodisanto
@celestinogutirr
@hernangraffe
@famartinez2001
@lluis1966
@mohammadala33
@skatiq3
@notisalud

Top Tweeters in G9:
@susansternberg
@xpostfactoid
@drnic1
@teavangelize
@hhask
@phlu
@serendipity5460
@dgermain21
@dsoq
@eschattner

Top Tweeters in G10:
@askdrshashank
@foxmackalister
@drrobertoguti
@karenthepotato
@edgarvlermamd
@esteban09090
@skchopra007
@chu0025
@pabbpae
@jamacardio


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