jama_current, Twitter, 3/4/2023 12:29:15 PM, 290194


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jama_current_2023-03-04_04-09-37.xlsx
jama_current_2023-03-04_04-09-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 04, 2023
Short Description:
jama_current via NodeXL PERMANENTLY_REMOVED
@jama_current
@erictopol
@synthige
@p_mcculloughmd
@weselymd
@kraljan
@kbibbinsdomingo
@michaelokun
@jamanetwork
@gpr109a

Top hashtags:
#covid19
#vasculitis
#viewpoint
#longcovid
#medtwitter
#ivermectin
#glioblastoma

Description:
Description
The graph represents a network of 4,474 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2750-day, 8-hour, 53-minute period from Saturday, 22 August 2015 at 16:00 UTC to Saturday, 04 March 2023 at 00:53 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 : 4474
Unique Edges : 4668
Edges With Duplicates : 15983
Total Edges : 20651
Number of Edge Types : 9
Retweet : 2972
MentionsInRetweet : 5137
MentionsInReplyTo : 8399
Replies to : 1461
Mentions : 1636
MentionsInQuote : 167
Tweet : 127
Quote : 109
MentionsInQuoteReply : 643
Self-Loops : 544
Reciprocated Vertex Pair Ratio : 0.0258648914111099
Reciprocated Edge Ratio : 0.0504255319148936
Connected Components : 3
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 4469
Maximum Edges in a Connected Component : 20634
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.822374
Graph Density : 0.000469713427837676
Modularity : 0.32565
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,474 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 3/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 March 2023 at 12:13 UTC.

The tweets in the network were tweeted over the 2750-day, 8-hour, 53-minute period from Saturday, 22 August 2015 at 16:00 UTC to Saturday, 04 March 2023 at 00:53 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:
[84] https://jamanetwork.com/journals/jama/article-abstract/2797565
[84] https://twitter.com/CMNO_MedInt/status/1627780593973854211/photo/1
[57] https://twitter.com/LatikaGupta_/status/1626499445389987841/photo/1
[25] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.1550?guestAccessKey=e0c22631-8d8d-460b-aa0a-5b31fbfba303&utm_source=twitter&utm_medium=social_jama&utm_term=8909731657&utm_campaign=article_alert&linkId=201634638
[21] https://twitter.com/VijaySelvarajMD/status/1624478248129241089/photo/1
[14] 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
[13] 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
[12] https://twitter.com/drkeithsiau/status/1626689195870650370/photo/1
[10] 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 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://jamanetwork.com/journals/jama/fullarticle/2801827
[4] https://twitter.com/EricTopol/status/1199360210189504513/photo/1
[4] https://twitter.com/EricTopol/status/1620462161469513728/photo/1
[4] https://twitter.com/GPR109A/status/1627881607745994753/photo/1
[4] https://twitter.com/JamaicanPattee/status/1602570327376408576?s=20
[4] https://buyivermectinforhumans.us
[3] https://twitter.com/HopeRising19/status/1628114979294707712

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
[57] https://twitter.com/LatikaGupta_/status/1626499445389987841/photo/1
[22] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.1550?guestAccessKey=e0c22631-8d8d-460b-aa0a-5b31fbfba303&utm_source=twitter&utm_medium=social_jama&utm_term=8909731657&utm_campaign=article_alert&linkId=201634638
[21] https://twitter.com/VijaySelvarajMD/status/1624478248129241089/photo/1
[13] 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
[12] https://twitter.com/drkeithsiau/status/1626689195870650370/photo/1
[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
[8] https://twitter.com/Musicaypaz5011/status/1453439286053937153/photo/1
[7] https://jamanetwork.com/journals/jama/fullarticle/2793654

Top URLs in Tweet in G3:
[14] 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/2801508?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=021223#.Y-lutxIrWx4.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://twitter.com/LLP_Le_Vrai/status/1628085809386598432/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/WillChristen2/status/1629536796295020546/photo/1
[3] https://twitter.com/AngelSaveMySoul/status/1628036536162820098/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

Top URLs in Tweet in G4:
[2] https://twitter.com/WesElyMD/status/1365289863805812745/photo/1
[2] https://twitter.com/WesElyMD/status/1600470727395749888/photo/1
[2] https://twitter.com/WesElyMD/status/1631269081755054081/photo/1
[2] https://twitter.com/WesElyMD/status/1627679565886943235/photo/1
[2] https://jamanetwork.com/journals/jama/article-abstract/2801097
[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://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
[2] https://jamanetwork.com/journals/jama/fullarticle/2801097?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=021723#.Y-_yKdPHtmw.twitter
[1] https://twitter.com/WesElyMD/status/1600470718403133440/photo/1

Top URLs in Tweet in G5:
[4] https://paper.li/CMichaelGibson/1356220442?edition_id=91691640-ac5e-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=bf7befa0-b1de-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=3ae739a0-b767-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=59dba690-b503-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=10c0eb40-b69e-11ed-9537-fa163e6ccaff
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=dc005900-adf0-11ed-9537-fa163e6ccaff
[2] https://twitter.com/JAMA_current/status/1628590470539386882
[2] https://www.ibtimes.com/research-shows-weed-vaping-possibly-more-dangerous-smoking-2792000?utm_sq=g33leutxov
[2] https://inhalemd.com/blog/difference-eating-smoking-cannabis/?utm_sq=g3s106gytn
[2] https://www.medpagetoday.com/opinion/second-opinions/93550?trw=no

Top URLs in Tweet in G6:
[1] https://petermcculloughmd.substack.com/p/neurologic-devastation-after-covid
[1] https://twitter.com/unhealthytruth/status/1619090359753084934
[1] https://twitter.com/P_McCulloughMD/status/1628811192897527809/photo/1
[1] https://twitter.com/facts_stick/status/1629086860843646978/photo/1
[1] https://twitter.com/TheFreds/status/1625773667513782273/video/1
[1] https://twitter.com/mitchnicholsjr/status/1628621636579500034
[1] https://twitter.com/i/web/status/1628621636579500034
[1] https://twitter.com/MitchNicholsJr/status/1628621636579500034/photo/1
[1] https://twitter.com/_aussie17/status/1628673737095786498?t=TC9-fbAuq8UmJWcRtrQS_w&s=19
[1] https://flccc.substack.com/p/those-in-the-placebo-arm-must-have?r=9rjg5&utm_medium=ios&utm_campaign=post

Top URLs in Tweet in G7:
[3] https://twitter.com/SynthIge/status/1603547357143891968?s=20&t=kfipYoQ7YsgskiIUyt8odg
[2] https://www.acpjournals.org/doi/full/10.7326/M21-0111
[1] https://jamanetwork.com/journals/jama/fullarticle/2802011?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022523#.Y_ogxXw1TnM.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/194960
[1] https://www.acpjournals.org/doi/10.7326/0003-4819-150-9-200905050-00007
[1] https://vinuarumugham.substack.com/p/stephen-hawkings-amyotrophic-lateral
[1] https://vinuarumugham.substack.com/p/long-before-eua-fda-and-vaccine-makers
[1] https://www.sciencedirect.com/science/article/abs/pii/S014067362202400X
[1] https://vinuarumugham.substack.com/p/role-of-vaccine-induced-juvenile
[1] https://academic.oup.com/jid/article-abstract/164/3/581/911967

Top URLs in Tweet in G8:
[7] https://medicalxpress.com/news/2023-02-screening-tool-primary-physicians-copd.html
[2] https://doi.org/10.1001/JAMA.2023.0166
[2] https://twitter.com/rohan_khera/status/1625491462594105353/photo/1
[1] https://jamanetwork.com/journals/jamacardiology/fullarticle/2801899?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022023#.Y_OQoCzJcWw.twitter
[1] https://duke.zoom.us/webinar/register/WN_hHbXH5yvSpmDGltlOKko5w
[1] https://twitter.com/DCRINews/status/1628090319785926656/photo/1
[1] https://r.socialstudio.radian6.com/fb4517de-21de-472c-af17-3905f6e34565
[1] https://twitter.com/DCRINews/status/1625193914226417689/photo/1
[1] https://medicalxpress.com/news/2023-02-ultrasound-device-calms-nerves-kidney.html
[1] https://medicalxpress.com/news/2022-12-health-unaffordable-people-employer-sponsored-insuranceespecially.html

Top URLs in Tweet in G9:
[2] https://twitter.com/KralJan/status/1629910008333828099/photo/1
[2] https://twitter.com/KralJan/status/1630187989576892420/photo/1
[2] https://twitter.com/KralJan/status/1624763236187865090/photo/1
[2] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.1180?guestAccessKey=60700954-a946-4f0f-ab05-1fb07ec11d35&utm_source=twitter&utm_medium=social_jama&utm_term=8850832400&utm_campaign=article_alert&linkId=200612733
[2] https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2023.1550?guestAccessKey=e0c22631-8d8d-460b-aa0a-5b31fbfba303&utm_source=twitter&utm_medium=social_jama&utm_term=8909731657&utm_campaign=article_alert&linkId=201634638
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-00426-7
[1] https://www.ama-assn.org/about/publications-newsletters/jama-leads-way-enabling-access-medical-journal-research?utm_source=twitter&utm_medium=social_ama&utm_term=8815398481&utm_campaign=MMX
[1] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2800889?utm_source=twitter&utm_medium=social_ama&utm_term=8861807915&utm_campaign=Public+Health
[1] https://www.giejournal.org/article/S0016-5107(22)02086-7/fulltext
[1] https://twitter.com/KralJan/status/1627236130201518081/photo/1

Top URLs in Tweet in G10:
[6] https://jamanetwork.com/journals/jama/fullarticle/2802100
[3] https://jamanetwork.com/journals/jama/fullarticle/2802102
[3] https://ai-podcast.nejm.org/e/dr-lily-peng-ai-for-ophthalmology-and-the-challenges-of-ai-in-the-real-world/
[2] https://twitter.com/ISMMSKidney/status/1630253119400718336/photo/1
[2] https://jamanetwork.com/journals/jama/fullarticle/2588763
[1] https://twitter.com/RasuShrestha/status/1630927573197766657/photo/1
[1] https://jamanetwork.com/SsoTokenHandler.ashx?returnUrl=https%3a%2f%2fedhub.ama-assn.org%2fjn-learning%2faudio-player%2f18760126&instSigninUrl=&referralUrlKey=
[1] https://twitter.com/RasuShrestha/status/1630927567287885826/photo/1
[1] https://twitter.com/JAMA_current/status/1630342010862182400
[1] https://twitter.com/DMohottige/status/1630626269531607040/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1026] jamanetwork.com
[708] twitter.com
[47] nih.gov
[42] paper.li
[24] medicalxpress.com
[13] ama-assn.org
[12] substack.com
[11] clinicaltrials.gov
[11] doi.org
[9] nejm.org

Top Domains in Tweet in G1:
[141] twitter.com
[32] jamanetwork.com
[22] nih.gov
[5] youtube.com
[4] mdpi.com
[4] buyivermectinforhumans.us
[3] clinicaltrials.gov
[3] substack.com
[3] cureus.com
[3] mymedpill.com

Top Domains in Tweet in G2:
[400] jamanetwork.com
[284] twitter.com
[10] ama-assn.org
[8] clinicaltrials.gov
[5] eurekalert.org
[4] nih.gov
[3] cienciaysaludnatural.com
[3] medicaldialogues.in
[3] statnews.com
[3] bmj.com

Top Domains in Tweet in G3:
[407] jamanetwork.com
[55] twitter.com
[3] nih.gov
[3] 1lifeivermectin.com
[2] nature.com
[2] google.com
[2] ivmmeta.com
[1] youtu.be
[1] vidal.fr
[1] has-sante.fr

Top Domains in Tweet in G4:
[26] jamanetwork.com
[23] twitter.com
[4] nih.gov
[3] nytimes.com
[1] academia.edu
[1] tiktok.com
[1] washingtonpost.com
[1] cuanschutz.edu
[1] amazon.com
[1] revivethera.com

Top Domains in Tweet in G5:
[38] paper.li
[28] twitter.com
[10] jamanetwork.com
[2] nejm.org
[2] ibtimes.com
[2] inhalemd.com
[2] nih.gov
[2] medpagetoday.com
[2] etiopia-witten.de
[1] osf.io

Top Domains in Tweet in G6:
[8] twitter.com
[2] substack.com
[1] capecoralbreeze.com

Top Domains in Tweet in G7:
[25] twitter.com
[7] jamanetwork.com
[6] nih.gov
[5] substack.com
[3] acpjournals.org
[2] oup.com
[1] sciencedirect.com
[1] co.uk
[1] theatlantic.com
[1] wikipedia.org

Top Domains in Tweet in G8:
[24] medicalxpress.com
[13] twitter.com
[11] doi.org
[2] nih.gov
[2] cornell.edu
[1] jamanetwork.com
[1] zoom.us
[1] radian6.com
[1] youtu.be
[1] acc.org

Top Domains in Tweet in G9:
[24] jamanetwork.com
[13] twitter.com
[2] ama-assn.org
[2] nejm.org
[2] nature.com
[1] giejournal.org
[1] journal-of-hepatology.eu
[1] gastrojournal.org
[1] thelancet.com
[1] zoom.us

Top Domains in Tweet in G10:
[13] jamanetwork.com
[11] twitter.com
[3] nejm.org
[1] research.google
[1] usnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[165] covid19
[57] vasculitis
[57] viewpoint
[48] longcovid
[39] medtwitter
[36] ivermectin
[28] glioblastoma
[27] medicalnews
[26] stroke
[26] study



Top Hashtags in Tweet in G1:
[8] ivermectin
[4] stoptheshotsnow
[3] covid19
[3] ivermectinkills
[2] pfizer
[2] pfizerexposed
[2] novavax
[2] novavaxexposed
[1] womenphysiciansday
[1] nationalwomenphysiciansday

Top Hashtags in Tweet in G2:
[57] vasculitis
[26] viewpoint
[25] stroke
[25] medtwitter
[22] foamed
[15] longcovid
[12] medicalnews
[12] 4kmeded
[9] glioblastoma
[8] pots

Top Hashtags in Tweet in G3:
[20] ivermectin
[18] braintumor
[18] glioblastoma
[8] covid19
[8] healthcare
[6] sarscov2
[5] endoflife
[4] pediatrics
[4] ivermectina
[3] hospice

Top Hashtags in Tweet in G4:
[4] longcovid
[3] greed
[3] healthcare
[3] covid
[2] research
[2] ethics
[2] nurses
[2] leadership
[2] timeforchange
[1] sepsis

Top Hashtags in Tweet in G5:
[26] study
[26] dig
[26] disseminate
[26] unbelievable
[26] itemization
[19] viewpoint
[15] medicalnews
[10] physician
[10] tigray
[9] covid19

Top Hashtags in Tweet in G6:
[89] covid19
[1] courageousdiscourse

Top Hashtags in Tweet in G7:
[4] ivermectin
[3] covid19
[2] bacteriophage
[1] aastweetchat
[1] antivaxxers

Top Hashtags in Tweet in G8:
[9] copd
[7] hypertension
[7] primarycarephysicians
[5] nhlbinews
[4] diabetes
[2] insurance
[2] diabeticretinopathy
[2] visualacuity
[2] electronichealthrecords
[2] health

Top Hashtags in Tweet in G9:
[8] gitwitter
[7] covid19
[7] uegambassador
[7] livertwitter
[7] viewpoint
[6] medtwitter
[6] meded
[5] medical
[2] endoscopy
[2] cirrhosis

Top Hashtags in Tweet in G10:
[5] transplantequity
[4] kidney
[3] deeplearning
[2] healthequity
[1] medtwitter
[1] kidneydisease
[1] equity
[1] kidneytransplant
[1] welchwow
[1] ophthalmology

Top Words
Top Words in Tweet in Entire Graph:
[3558] jama_current
[1688] erictopol
[1186] ivermectin
[1032] long
[1008] trial
[980] benefit
[949] doses
[945] placebo
[921] high
[909] published

Top Words in Tweet in G1:
[1553] erictopol
[947] ivermectin
[826] benefit
[821] trial
[815] jama_current
[788] randomized
[787] long
[786] high
[785] doses
[785] placebo

Top Words in Tweet in G2:
[1118] jama_current
[202] patients
[189] vulnificus
[188] vibrio
[172] drkeithsiau
[155] eat
[155] raw
[154] oysters
[153] advise
[153] reason

Top Words in Tweet in G3:
[590] jama_current
[552] jamanetwork
[363] part
[119] reloadfluid
[99] covid
[76] 19
[67] health
[63] ivermectin
[57] dose
[55] higher

Top Words in Tweet in G4:
[315] weselymd
[299] jama_current
[151] long
[111] doses
[107] steroids
[103] medicine
[102] thiamine
[102] outcomes
[102] vit
[101] anti

Top Words in Tweet in G5:
[126] jama_current
[47] nejm
[44] thelancet
[35] thanks
[29] daily
[27] medical
[27] bmj_latest
[27] world
[26] #unbelievable
[26] #dig

Top Words in Tweet in G6:
[107] 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 G7:
[49] jama_current
[25] kbibbinsdomingo
[24] nejm
[24] amermedicalassn
[24] bmj_latest
[23] carlhcoleman
[23] abimfoundation
[23] abimcert
[23] nih
[23] richardbaron17

Top Words in Tweet in G8:
[69] jama_current
[26] nih_nhlbi
[26] medical_xpress
[19] care
[19] tool
[18] kbibbinsdomingo
[15] screening
[14] study
[13] jamanetworkopen
[13] covid

Top Words in Tweet in G9:
[75] jama_current
[24] medical
[23] brief
[22] news
[18] amermedicalassn
[12] more
[9] 19
[9] covid
[9] pandemic
[9] jama

Top Words in Tweet in G10:
[37] jama_current
[36] unosnews
[33] optn
[24] dmohottige
[22] trust
[21] unprecedented
[21] care
[20] foundational
[20] community
[20] improving

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[834] controlled,trial
[833] show,benefit
[832] high,doses
[831] placebo,controlled
[831] fails,show
[830] trial,high
[830] randomized,placebo
[829] long,duration
[829] ivermectin,randomized
[829] doses,long

Top Word Pairs in Tweet in G1:
[774] show,benefit
[773] high,doses
[772] fails,show
[772] placebo,controlled
[771] randomized,placebo
[770] duration,fails
[770] controlled,trial
[770] doses,long
[770] long,duration
[770] trial,high

Top Word Pairs in Tweet in G2:
[188] vibrio,vulnificus
[154] eat,raw
[153] patients,eat
[153] advise,immunosuppressed
[153] immunosuppressed,patients
[153] raw,oysters
[153] reason,advise
[153] oysters,jama_current
[153] vulnificus,reason
[152] jama_current,ht

Top Word Pairs in Tweet in G3:
[361] jama_current,part
[342] part,jamanetwork
[198] jama_current,jamanetwork
[109] reloadfluid,jama_current
[76] covid,19
[53] higher,dose
[44] health,care
[37] type,diabetes
[36] greed,health
[36] existential,threat

Top Word Pairs in Tweet in G4:
[102] thiamine,steroids
[101] vit,thiamine
[101] long,term
[100] anti,inflammatory
[99] outcomes,antioxidants
[99] effect,vit
[99] studied,effect
[99] antioxidants,anti
[99] steroids,long
[99] inflammatory,studied

Top Word Pairs in Tweet in G5:
[29] jama_current,thelancet
[26] selected,#itemization
[26] world,sciences'
[26] #disseminate,#unbelievable
[26] 'modern,world
[26] #dig,#disseminate
[26] sciences',daily
[26] #study,#dig
[26] #itemization,'modern
[26] #unbelievable,selected

Top Word Pairs in Tweet in G6:
[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 G7:
[23] abimfoundation,abimcert
[23] richardbaron17,carlhcoleman
[23] nejm,abimfoundation
[23] carlhcoleman,nejm
[22] jwatch,nejmcatalyst
[22] jama_current,kbibbinsdomingo
[22] kbibbinsdomingo,jwatch
[22] nejmevidence,nejmres360
[22] nejmcatalyst,nejmevidence
[22] amermedicalassn,nature

Top Word Pairs in Tweet in G8:
[14] screening,tool
[14] nih_nhlbi,jama_current
[8] devastating,ben_breyer
[8] ben_breyer,ucsfur
[8] somebody,hurt
[8] hurt,entire
[8] deliver,bankrupt
[8] idea,care
[8] family,devastating
[8] kbibbinsdomingo,idea

Top Word Pairs in Tweet in G9:
[22] medical,news
[22] jama_current,medical
[22] news,brief
[9] covid,19
[7] response,little
[7] role,pandemic
[7] despite,essential
[7] physician,mortality
[7] effect,physician
[7] pandemic,response

Top Word Pairs in Tweet in G10:
[21] unosnews,optn
[20] trust,sacred
[20] engagement,care
[20] improving,patient
[20] sacred,foundational
[20] community,engagement
[20] foundational,improving
[20] patient,community
[20] unprecedented,unosnews
[20] care,unprecedented

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

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

Top Replied-To in G2:
@jama_current
@drkeithsiau
@beaukellymd
@kevinnbass
@suzanneevans1
@latikagupta_
@davidlbrownmd
@renedercksen
@niels86350724
@brianyzhao

Top Replied-To in G3:
@reloadfluid
@uzecel6
@krit_g4m3fi
@oliviersanstom
@caulfieldtim
@astynis
@michaelokun
@1commonreader
@bht2412
@777antoine777

Top Replied-To in G4:
@weselymd
@gregggonsalves
@catsrule0000
@jama_current
@caliclimatedoc
@dmillett
@dbdugger
@drjengunter
@armyofskeletons
@sbabetterleader

Top Replied-To in G5:
@nickschurch
@ueafam
@tonymaganans
@drsanjukshetri
@cmichaelgibson
@drcaplan
@jtornbury
@vigilantfox
@nhpcoregulatory
@eturnermd1

Top Replied-To in G6:
@p_mcculloughmd
@phillypharmaboy
@ladyjustice4512
@elonmusk

Top Replied-To in G7:
@richardbaron17
@synthige
@goldencell
@zeynep
@drkristahaines
@kbilimoria
@flitesurgn
@sciencenotdogma
@designererica27
@boulware_dr

Top Replied-To in G8:
@kbibbinsdomingo
@jama_current
@fumikochino
@newsmedical
@sjgreene_md
@nhlbi_translate
@royperlis
@dcrinews
@ucilaw
@weselymd

Top Replied-To in G9:
@my_ueg
@amergastroassn
@amermedicalassn
@gijournal
@kerrylo35013420
@sinceregrace

Top Replied-To in G10:
@lhpeng
@wakeforestmed
@kbibbinsdomingo
@meera_ragavan
@jama_current
@rasushrestha
@tpurnell1908

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

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

Top Mentioned in G2:
@jama_current
@drkeithsiau
@erictopol
@cmno_medint
@latikagupta_
@jamanetwork
@innov_medicine
@vijayselvarajmd
@kbibbinsdomingo
@profnfenton

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

Top Mentioned in G4:
@jama_current
@weselymd
@donberwick
@gregggonsalves
@erictopol
@jamanetwork
@gabefabreau
@sanjaykishore31
@jmichaelmcw
@journalgim

Top Mentioned in G5:
@jama_current
@nejm
@thelancet
@bmj_latest
@eturnermd1
@nature
@modernworldcen
@cmichaelgibson
@pharmalot
@kevinmd

Top Mentioned in G6:
@p_mcculloughmd
@jama_current
@pfizer
@moderna_tx
@astrazeneca
@mincienciasco
@arturolunat
@carolinacorcho
@ulahybeltran
@urregojuanp

Top Mentioned in G7:
@jama_current
@kbibbinsdomingo
@bmj_latest
@nejm
@amermedicalassn
@nih
@carlhcoleman
@abimfoundation
@abimcert
@kamranabbasi

Top Mentioned in G8:
@jama_current
@medical_xpress
@nih_nhlbi
@kbibbinsdomingo
@jamanetworkopen
@ben_breyer
@ucsf
@weillcornell
@columbiamed

Top Mentioned in G9:
@jama_current
@amermedicalassn
@medlineplus
@amcollegegastro
@mayoclinic
@amergastroassn
@liverfellow
@endocollabcom
@jamainternalmed
@medscapeim

Top Mentioned in G10:
@unosnews
@jama_current
@dmohottige
@ebonyboulware
@tpurnell1908
@advocatehealth
@wakeforestmed
@lhpeng
@nejm_ai
@rasushrestha

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@federicoalves
@lizditz
@cao58020
@gojira007x
@bannerite
@marthalynneowe1
@madfall1213
@vonrosenchild
@1loriking

Top Tweeters in G1:
@threadreaderapp
@federicoalves
@lizditz
@gojira007x
@bannerite
@marthalynneowe1
@1loriking
@netminnow
@cnbsnana
@rebellegrrl

Top Tweeters in G2:
@madfall1213
@lorettabower3
@miss_placed_
@mrtachilles
@kimvie
@njdoc
@cynicalvision50
@princessofwails
@lorelei3112
@rijin_nakamura

Top Tweeters in G3:
@mazuisake
@matbo2
@nbcnews
@sachadylan
@mdaware
@bregmanps
@agargmd
@carynmiller2
@julien0686
@nori_nyc

Top Tweeters in G4:
@morgfair
@melissajpeltier
@zardoz420wpn
@kirkmurphy
@kane007
@dropoutnation
@cindycinnis
@4evrstardancer
@syawal
@johnsalmond

Top Tweeters in G5:
@bostonglobe
@nytimes
@latimes
@thr
@815wrldtrvlr
@natricer
@ajc
@ap
@msnbc
@drjudystone

Top Tweeters in G6:
@drdaveanddee
@maegan_laporte
@mummygirl
@nathanwu84
@ohioyallers
@sharonkness1
@annaalbo2
@jjs92285
@clrfldcdaughtry
@roxanne060979

Top Tweeters in G7:
@doritmi
@edzardernst
@_mamadeb
@mcfunny
@just4thecause
@zeynep
@geoffschuler
@gorskon
@andrewlazarus4
@powderpuffplay

Top Tweeters in G8:
@physorg_health
@np_grwl
@physorg_com
@theliverpunch
@edusanchez19us
@stephanzail
@medical_xpress
@womankansas
@serrgv
@newsmedical

Top Tweeters in G9:
@monitor_ph
@thartman2u
@mayoclinic
@amermedicalassn
@amcollegegastro
@aasldtweets
@curiouserth2_9b
@amergastroassn
@mcbridetd
@stevenbollipo

Top Tweeters in G10:
@vonrosenchild
@hubbucket
@usatoday
@hernangraffe
@rasushrestha
@kidney_boy
@nephro_sparks
@nephjc
@advocatehealth
@asnkidney