jama_current, Twitter, 2/4/2023 12:42:13 PM, 288507


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jama_current_2023-02-04_04-09-37.xlsx
jama_current_2023-02-04_04-09-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 04, 2023
Short Description:
jama_current via NodeXL https://bit.ly/40rCrUf
@jama_current
@p_mcculloughmd
@innov_medicine
@takamatsuo_id
@hmkyale
@jamanetwork
@peterkistler3
@prof_heidiallen
@xsaezll
@ktkadakia

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

Description:
Description
The graph represents a network of 4,653 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2067-day, 6-hour, 24-minute period from Wednesday, 07 June 2017 at 18:21 UTC to Saturday, 04 February 2023 at 00:45 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 : 4653
Unique Edges : 4644
Edges With Duplicates : 11732
Total Edges : 16376
Number of Edge Types : 9
Mentions : 2145
MentionsInRetweet : 5975
Retweet : 3401
MentionsInReplyTo : 3562
Replies to : 772
Tweet : 134
Quote : 78
MentionsInQuote : 192
MentionsInQuoteReply : 117
Self-Loops : 452
Reciprocated Vertex Pair Ratio : 0.0211171662125341
Reciprocated Edge Ratio : 0.0413609072715143
Connected Components : 4
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 4647
Maximum Edges in a Connected Component : 16347
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.791774
Graph Density : 0.000415508702953133
Modularity : 0.382138
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,653 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2067-day, 6-hour, 24-minute period from Wednesday, 07 June 2017 at 18:21 UTC to Saturday, 04 February 2023 at 00:45 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:
[125] https://jamanetwork.com/journals/jama/fullarticle/2800774
[72] https://twitter.com/Innov_Medicine/status/1617373496052518914/photo/1
[50] https://twitter.com/VijaySelvarajMD/status/1617185144711823362/photo/1
[42] https://jamanetwork.com/journals/jama/fullarticle/2800186?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011123#.Y73WV3gG5ZU.twitter
[40] 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
[21] https://sites.jamanetwork.com/spanish-patient-pages/2010/hoja-para-el-paciente-de-jama-101006.pdf?utm_source=twitter&utm_medium=social_jama&utm_term=8583719081&utm_campaign=article_alert&linkId=196595545
[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://jamanetwork.com/journals/jama/fullarticle/2801097

Top URLs in Tweet in G1:
[62] https://jamanetwork.com/journals/jama/fullarticle/2800774
[50] https://twitter.com/VijaySelvarajMD/status/1617185144711823362/photo/1
[24] https://twitter.com/CataGonzalezAvi/status/1616242374446907392/photo/1
[20] https://sites.jamanetwork.com/spanish-patient-pages/2010/hoja-para-el-paciente-de-jama-101006.pdf?utm_source=twitter&utm_medium=social_jama&utm_term=8583719081&utm_campaign=article_alert&linkId=196595545
[11] https://twitter.com/Innov_Medicine/status/1617373496052518914/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
[5] 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

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/2801049?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012923#.Y9bmQCbblLo.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2800526?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011723#.Y8W_nelApLo.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://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
[3] https://jamanetwork.com/journals/jama/fullarticle/2800438?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011723#.Y8b9fg3gyA4.twitter

Top URLs in Tweet in G3:
[9] https://doi.org/10.1001/JAMA.2023.0166
[8] https://doi.org/10.1001/JAMA.2022.23924
[7] https://doi.org/10.1001/JAMA.2022.24683
[7] https://doi.org/10.1001/JAMA.2022.20954
[5] https://doi.org/10.1001/JAMA.2022.22974
[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/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=013023#.Y9iBNUjtVmc.twitter

Top URLs in Tweet in G4:
[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 G5:
[4] https://twitter.com/pnatarajanmd/status/1615434269848997888/photo/1
[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=b8a41860-9a4b-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=0d7accb0-9bde-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=8b6de800-a2f0-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=f67e1930-9fcb-11ed-9537-fa163e6ccaff
[2] https://twitter.com/LLegendreParis/status/1613799895743201281/photo/1
[2] https://medvasc.info/1933-aspirine-one-more-times
[2] https://www.healio.com/news/pulmonology/20230130/early-highflow-oxygen-therapy-fails-to-shorten-hospital-stay-in-children

Top URLs in Tweet in G6:
[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/crawlprevention/governor?content=%2fjournals%2fjamaneurology%2ffullarticle%2f2514551
[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://twitter.com/imedverse/status/1584226311161008128/photo/1
[1] https://jamanetwork.com/journals/jama/fullarticle/2800448

Top URLs in Tweet in G7:
[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
[1] https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2783867
[1] https://twitter.com/JonBaronforMD/status/1618367500579909632
[1] https://vinayprasadmdmph.substack.com/p/peter-marks-of-fda-admits-he-did?utm_source=twitter&sd=pf
[1] https://twitter.com/i/web/status/1620261112410431489
[1] https://twitter.com/i/web/status/1620261506431737857

Top URLs in Tweet in G8:
[2] https://jamanetwork.com/journals/jama/fullarticle/2800774
[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://twitter.com/DanClintonRN/status/1617568451887009792/photo/1
[1] https://twitter.com/Innov_Medicine/status/1617373496052518914/photo/1

Top URLs in Tweet in G9:
[9] https://jamanetwork.com/journals/jama/fullarticle/2800428?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011723#.Y8b7MCFVm4g.twitter
[4] https://twitter.com/SJGreene_md/status/1615415055012749312/photo/1
[2] https://twitter.com/KyleKettlerMD/status/1619066763085504513/photo/1
[2] https://twitter.com/SJGreene_md/status/1615415055012749312
[1] https://jamanetwork.com/journals/jama/fullarticle/2800428
[1] https://www.ahajournals.org/doi/full/10.1161/CIRCULATIONAHA.120.052503
[1] https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(21)01754-2/fulltext
[1] https://www.thelancet.com/article/S0140-6736(22)02076-1/fulltext
[1] https://www.nejm.org/doi/full/10.1056/nejmoa1812851
[1] https://jamanetwork.com/journals/jama/fullarticle/2751398?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012923#.Y9ZlmIgnXG0.twitter

Top URLs in Tweet in G10:
[2] https://jamanetwork.com/journals/jama/fullarticle/2800314
[1] https://twitter.com/nytimes/status/1617847243314192385
[1] https://trib.al/XGFtXki
[1] https://jamanetwork.com/crawlprevention/governor?content=%2fjournals%2fjama%2ffullarticle%2f2800314%3futm_source%3dtwitter%26utm_campaign%3dcontent-shareicons%26utm_content%3darticle_engagement%26utm_medium%3dsocial%26utm_term%3d010523
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41591-022-02100-x
[1] https://twitter.com/DrAiLynTan/status/1612366257445027842/photo/1
[1] https://www.cbsnews.com/news/most-people-who-ended-up-with-long-covid-started-with-a-mild-case-new-study-shows/?ftag=CNM-00-10aab8d&linkId=196453368
[1] https://twitter.com/duanebailey/status/1612446719119167489/photo/1
[1] https://www.washingtonpost.com/wellness/2023/01/23/mindfulness-meditation-anxiety-medication/
[1] 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

Top Domains
Top Domains in Tweet in Entire Graph:
[1333] jamanetwork.com
[668] twitter.com
[51] paper.li
[49] doi.org
[25] nih.gov
[19] medicalxpress.com
[19] ama-assn.org
[9] healio.com
[8] inhalemd.com
[8] co.jp

Top Domains in Tweet in G1:
[358] jamanetwork.com
[218] twitter.com
[11] ama-assn.org
[8] nih.gov
[7] medicaldialogues.in
[6] archive.ph
[4] consumers4qualitycare.org
[3] instagram.com
[3] healthybyscience.com
[3] obgproject.com

Top Domains in Tweet in G2:
[591] jamanetwork.com
[49] twitter.com
[2] myfirstdraft.co
[1] thelancet.com
[1] harvard.edu
[1] oxler.info
[1] usnews.com
[1] com.au
[1] amazon.com
[1] foroepic.org

Top Domains in Tweet in G3:
[81] twitter.com
[60] jamanetwork.com
[49] doi.org
[18] medicalxpress.com
[5] yale.edu
[5] ama-assn.org
[2] rumble.com
[2] csod.com
[2] nih.gov
[1] ugetube.com

Top Domains in Tweet in G4:
[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 G5:
[40] paper.li
[38] twitter.com
[12] jamanetwork.com
[8] nih.gov
[8] inhalemd.com
[3] healio.com
[2] medvasc.info
[2] resmedjournal.com
[2] glamour.com
[2] ama-assn.org

Top Domains in Tweet in G6:
[64] jamanetwork.com
[64] twitter.com

Top Domains in Tweet in G7:
[36] twitter.com
[12] jamanetwork.com
[2] substack.com
[2] bayarealyme.org
[1] science.org
[1] cincinnatimagazine.com
[1] thehill.com
[1] allzonems.com
[1] cdc.gov
[1] evidencebaseonline.com

Top Domains in Tweet in G8:
[5] twitter.com
[4] jamanetwork.com

Top Domains in Tweet in G9:
[12] jamanetwork.com
[10] twitter.com
[2] thelancet.com
[2] nih.gov
[1] ahajournals.org
[1] nejm.org
[1] neurologylive.com
[1] oup.com
[1] medscape.com

Top Domains in Tweet in G10:
[4] jamanetwork.com
[3] twitter.com
[1] trib.al
[1] nature.com
[1] cbsnews.com
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[316] covid19
[95] medtwitter
[85] viewpoint
[52] transformhf
[40] chatgpt
[39] meded
[38] medicalnews
[37] covid
[36] gitwitter
[35] sarscov2



Top Hashtags in Tweet in G1:
[256] covid19
[61] medtwitter
[46] viewpoint
[36] meded
[35] gitwitter
[34] infografía
[29] covid
[25] vexas
[22] medicalnews
[21] sarscov2

Top Hashtags in Tweet in G2:
[24] chatgpt
[14] tea
[13] medtwitter
[7] medstudenttwitter
[6] roe
[5] inflationreductionact
[5] covid19
[4] inhalers
[4] cardiotwitter
[3] healthcare

Top Hashtags in Tweet in G3:
[17] cancer
[12] loophole
[12] viewpoint
[10] covid19
[9] measles
[8] unsafe
[8] heartfailure
[7] insulin
[7] strokerisk
[7] syndrome

Top Hashtags in Tweet in G4:
[2] directedevolution
[1] courageousdiscourse
[1] stoptheshots
[1] covid_19
[1] itstheshotderp
[1] vaids
[1] draseemmalhotra

Top Hashtags in Tweet in G5:
[22] study
[22] dig
[22] disseminate
[22] unbelievable
[22] itemization
[17] viewpoint
[15] medicalnews
[14] cannabis
[13] medicine
[13] patients

Top Hashtags in Tweet in G6:
[3] meded
[3] medtwitter
[2] tipsfornewdocs
[2] medicine
[2] medical
[2] medicare
[1] stroke
[1] hpv
[1] health
[1] healthcare

Top Hashtags in Tweet in G7:
[3] lyme
[3] carditis
[2] ticktective
[2] covid19
[1] seimcdivulgacion
[1] tuberculosis
[1] tick
[1] lymecarditis
[1] childrensmentalhealth
[1] cincinnati

Top Hashtags in Tweet in G8:
[1] ltbi
[1] meningitis

Top Hashtags in Tweet in G9:
[48] transformhf
[3] hf
[2] stroke
[1] gdmtworks
[1] confusion
[1] glimepiride
[1] mace
[1] t2d

Top Hashtags in Tweet in G10:
[3] vilpa
[3] longcovid
[2] covid19
[2] physicalactivity
[2] viewpoint
[1] health
[1] publichhealth
[1] mindfulness
[1] anxiety
[1] mindfulanytime

Top Words
Top Words in Tweet in Entire Graph:
[3844] jama_current
[742] jamanetwork
[626] part
[463] huge
[443] covid
[439] study
[423] health
[419] tuberculosis
[409] mortality
[402] infection

Top Words in Tweet in G1:
[1417] jama_current
[269] compared
[259] higher
[256] #covid19
[250] cause
[243] mortality
[240] countries
[235] experience
[233] excess
[229] significantly

Top Words in Tweet in G2:
[692] jama_current
[626] jamanetwork
[525] part
[130] health
[125] care
[122] covid
[103] greed
[95] threat
[93] existential
[79] infection

Top Words in Tweet in G3:
[517] jama_current
[157] hmkyale
[128] usual
[117] medical
[91] cesarcaraballoc
[86] draws
[84] devices
[83] us_fda
[83] study
[82] blood

Top Words in Tweet in G4:
[354] p_mcculloughmd
[330] strokes
[329] days
[328] stroke
[328] lt
[328] signal
[328] c19
[328] devastating
[328] 28
[328] damaging

Top Words in Tweet in G5:
[259] jama_current
[84] absteward
[76] treatment
[73] article
[71] infection
[70] latent
[70] ltbi
[69] management
[68] review
[68] algorithm

Top Words in Tweet in G6:
[162] innov_medicine
[98] genital
[98] warts
[97] common
[97] one
[97] infections
[97] transmitted
[97] sexually
[97] caused
[97] types

Top Words in Tweet in G7:
[136] jama_current
[100] vprasadmdmph
[49] many
[49] fda
[48] last
[48] peter
[48] missed
[48] wrote
[48] strongest
[48] marks

Top Words in Tweet in G8:
[97] infection
[95] management
[95] latent
[95] tuberculosis
[94] takamatsuo_id
[94] proposed
[94] algorithm
[93] jama
[89] published
[88] current

Top Words in Tweet in G9:
[90] jama_current
[73] sjgreene_md
[60] mortality
[52] published
[50] significant
[49] primary
[49] difference
[48] #transformhf
[48] results
[48] trial

Top Words in Tweet in G10:
[34] jama_current
[29] nytimes
[22] patient
[18] messages
[18] clinical
[18] portal
[18] ajholmgren
[15] impact
[15] workforce
[15] today

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[606] jama_current,part
[566] part,jamanetwork
[329] damaging,devastating
[329] 28,days
[329] devastating,strokes
[329] days,c19
[329] neurologically,damaging
[329] signal,7757
[329] lt,28
[329] huge,stroke

Top Word Pairs in Tweet in G1:
[228] cause,mortality
[224] significantly,higher
[224] excess,cause
[223] compared,peer
[223] #covid19,excess
[223] mortality,compared
[223] peer,countries
[222] experience,significantly
[222] continued,experience
[222] higher,#covid19

Top Word Pairs in Tweet in G2:
[520] jama_current,part
[504] part,jamanetwork
[115] jama_current,jamanetwork
[108] health,care
[93] existential,threat
[92] threat,greed
[91] greed,health
[88] care,jama_current
[60] covid,19
[43] latent,tuberculosis

Top Word Pairs in Tweet in G3:
[77] blood,draws
[66] sleeping,hours
[64] hours,contributor
[64] during,usual
[64] draws,during
[64] hospital,syndrome
[64] contributor,hospital
[64] usual,sleeping
[64] syndrome,usual
[64] patient,blood

Top Word Pairs in Tweet in G4:
[328] neurologically,damaging
[328] stroke,signal
[328] signal,7757
[328] damaging,devastating
[328] devastating,strokes
[328] huge,stroke
[328] 7757,neurologically
[328] lt,28
[328] strokes,lt
[328] 28,days

Top Word Pairs in Tweet in G5:
[68] ltbi,treatment
[68] treatment,algorithm
[67] infection,proposed
[67] tuberculosis,infection
[67] jama_current,management
[67] proposed,ltbi
[67] management,latent
[67] review,article
[67] article,jama_current
[67] latent,tuberculosis

Top Word Pairs in Tweet in G6:
[98] genital,warts
[97] infections,caused
[97] types,human
[97] warts,one
[97] one,common
[97] sexually,transmitted
[97] caused,types
[97] transmitted,infections
[97] common,sexually
[96] human,papillom

Top Word Pairs in Tweet in G7:
[48] wrote,essay
[48] ironically,strongest
[48] last,month
[48] marks,fda
[48] jama_current,many
[48] essay,jama_current
[48] peter,marks
[48] fda,wrote
[48] many,missed
[48] missed,ironically

Top Word Pairs in Tweet in G8:
[95] tuberculosis,infection
[95] management,latent
[95] latent,tuberculosis
[88] jan,19
[88] algorithm,published
[88] 19,proposed
[88] published,current
[88] proposed,algorithm
[88] 2023,jan
[88] infection,jama

Top Word Pairs in Tweet in G9:
[51] published,jama_current
[48] trial,significant
[48] primary,results
[48] significant,difference
[48] difference,mortality
[48] #transformhf,trial
[48] jama_current,primary
[48] results,#transformhf
[47] sjgreene_md,published
[47] mortality,ho

Top Word Pairs in Tweet in G10:
[18] patient,portal
[18] portal,messages
[15] discussing,big
[15] impact,clinical
[15] big,increase
[15] messages,impact
[15] nytimes,discussing
[15] clinical,workforce
[15] quoted,today
[15] increase,patient

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

Top Replied-To in G1:
@jama_current
@peterhotez
@javier20ch
@weldonberger
@weselymd
@sara_jiang
@emmamgroarke
@sundeepmanglamd
@trox1956
@drfaranahmad

Top Replied-To in G2:
@xsaezll
@oxlerceo
@wassdoc
@reedomary
@lynette13751775
@eric_weinhandl
@albertoruano8
@immuno458
@scotty_113
@lola_chambless

Top Replied-To in G3:
@hmkyale
@us_fda
@joe_bruch
@medical_xpress
@kbibbinsdomingo
@jama_current
@andrewmibrahim
@drdanasuskind
@yalehfdoc
@ncswic777

Top Replied-To in G4:
@p_mcculloughmd
@pickledfish1776
@indikonamadeus
@winy68
@imgcanada
@jama_current
@naomirwolf

Top Replied-To in G5:
@absteward
@giovannilandoni
@drtoddlee
@khannaashishccm
@cmichaelgibson
@jama_current
@kbibbinsdomingo
@idstewardship
@drklausner
@papinskyo

Top Replied-To in G6:
@innov_medicine
@edgema8

Top Replied-To in G7:
@bmorecardiology
@vprasadmdmph
@jama_current
@erictopol
@justin_hart
@tinylittlesmal1
@myfavoriterobot
@doc_gero
@cheprofessor
@torreyjaeckle

Top Replied-To in G8:
@takamatsuo_id
@danclintonrn

Top Replied-To in G9:
@gcfmd
@sjgreene_md
@kylekettlermd
@dcrinews
@dmitryabramovmd
@ebmalinzakmd
@ppponikowski
@sabouretcardio
@akbarnouman
@pencinaphd

Top Replied-To in G10:
@jama_current
@ajholmgren
@nytimes
@m_stamatakis
@drailyntan

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

Top Mentioned in G1:
@jama_current
@peterhotez
@javier20ch
@weselymd
@ritarubin
@vijayselvarajmd
@sepdigestiva
@jamanetwork
@emmamgroarke
@innov_medicine

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

Top Mentioned in G3:
@jama_current
@hmkyale
@cesarcaraballoc
@medical_xpress
@ktkadakia
@yalemed
@jsross119
@us_fda
@kbibbinsdomingo
@donberwick

Top Mentioned in G4:
@p_mcculloughmd
@pfizer
@jama_current
@moderna_tx
@astrazeneca
@drdenwalker
@xoplanetmother
@warroom
@vigilantfox
@amermedicalassn

Top Mentioned in G5:
@jama_current
@absteward
@nejm
@thelancet
@boulware_dr
@aspphysician
@amermedicalassn
@nature
@giovannilandoni
@who

Top Mentioned in G6:
@innov_medicine
@jama_current
@imedverse
@xsaezll
@drkeithsiau
@vipsmdmed

Top Mentioned in G7:
@jama_current
@vprasadmdmph
@erictopol
@cdcgov
@aflanagin
@bmorecardiology
@kbibbinsdomingo
@tbcontrollers
@jamaophth
@seimc_

Top Mentioned in G8:
@takamatsuo_id
@jama_current
@absteward
@ut_infectious
@rhasbun2
@marialemendozad
@jamanetwork
@xsaezll
@innov_medicine

Top Mentioned in G9:
@jama_current
@sjgreene_md
@dcrinews
@robmentz
@ericjvelazquez
@yalecardiology
@texhern
@gcfmd
@mvaduganathan
@ahascience

Top Mentioned in G10:
@jama_current
@nytimes
@ajholmgren
@hhsgov
@drailyntan
@cbsnews
@gao
@jamia_journal
@washingtonpost
@abc

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

Top Tweeters in G1:
@threadreaderapp
@littlebytesnews
@jjj5819
@katcapps
@reuters
@morgfair
@brontyman
@cnbsnana
@beverlyfolkers
@mrtachilles

Top Tweeters in G2:
@kimvie
@marciasgreen
@lsferguson
@tomvarghesejr
@7newssydney
@pongodhall
@luvlibertypeace
@possdoug
@ene3112
@mlgg2

Top Tweeters in G3:
@business
@andrewmorrisuk
@gadflyquebec
@hubbucket
@monitor_ph
@aulstrue
@epidatageek
@saludhealthinfo
@mdaware
@physorg_health

Top Tweeters in G4:
@drdaveanddee
@maegan_laporte
@elalam_vnz
@ohioyallers
@cristinadobre
@nomoetrouble
@5mutmeg
@aba261
@prasadhemant
@boenasvoabo

Top Tweeters in G5:
@sachin55476477
@memeburk
@bbcnews
@wordfinga
@natricer
@ap
@drshahrul80
@drferdowsi
@modernworldcen
@wenurses

Top Tweeters in G6:
@lizardogramcko
@sharma14828
@chichodisanto
@celestinogutirr
@hernangraffe
@famartinez2001
@lluis1966
@mohammadala33
@skatiq3
@notisalud

Top Tweeters in G7:
@njdoc
@scott_squires
@msep0003
@dahart66
@fbonacci
@fluxcapdoodah
@rigmatthew
@jcdaley
@uranian39
@charley2021

Top Tweeters in G8:
@foxmackalister
@karenthepotato
@esteban09090
@skchopra007
@chu0025
@pabbpae
@wafaaarache
@benjaminsutu
@peppermin5
@breadcr17527025

Top Tweeters in G9:
@iamritu
@fikkumamoto
@sabouretcardio
@maxjordan_n
@neurology_live
@ecgrhythms
@theheartorg
@kkananura
@shelleyzieroth
@andrewjsauer

Top Tweeters in G10:
@vonrosenchild
@bostonglobe
@nytimes
@latimes
@washingtonpost
@time
@abc
@usatoday
@cbsnews
@nbcnews