jama_current, Twitter, 10/9/2021 11:22:15 AM, 264150


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jama_current_2021-10-09_03-54-01.xlsx
jama_current_2021-10-09_03-54-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 09, 2021
Short Description:
jama_current via NodeXL https://bit.ly/3lnWEYu
@jama_current
@erictopol
@cdcgov
@jamanetwork
@peterhorby
@jonathanstea
@braincures
@hopinlee
@thesgem
@vicentelozadab

Top hashtags:
#covid19
#covid
#patients
#cannabis
#aducanumab
#medicine
#misirglobalsurgery

Description:
Description
The graph represents a network of 7,146 Twitter users whose tweets in the requested range contained "jama_current", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 09 October 2021 at 11:05 UTC.

The requested start date was Saturday, 09 October 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 38-day, 12-hour, 7-minute period from Tuesday, 31 August 2021 at 08:23 UTC to Friday, 08 October 2021 at 20:31 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

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 : 7146
Unique Edges : 10362
Edges With Duplicates : 16811
Total Edges : 27173
Number of Edge Types : 5
Mentions : 11828
Retweet : 4370
MentionsInRetweet : 9460
Replies to : 1435
Tweet : 80
Self-Loops : 227
Reciprocated Vertex Pair Ratio : 0.0342233458716162
Reciprocated Edge Ratio : 0.0661817314571906
Connected Components : 67
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 6925
Maximum Edges in a Connected Component : 26889
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.983597
Graph Density : 0.000328488075463731
Modularity : 0.443582
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,146 Twitter users whose tweets in the requested range contained "jama_current", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 09 October 2021 at 11:05 UTC.

The requested start date was Saturday, 09 October 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 38-day, 12-hour, 7-minute period from Tuesday, 31 August 2021 at 08:23 UTC to Friday, 08 October 2021 at 20:31 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[87] https://jamanetwork.com/journals/jama/fullarticle/2784473?guestAccessKey=56c17ccc-c4a2-48cb-8696-ef5ccbd2aaa1&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=olf&utm_term=091721
[61] https://resettinghealthcare.com/
[33] https://jamanetwork.com/journals/jama/fullarticle/2783809
[29] https://jamanetwork.com/journals/jama/fullarticle/2784015?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=090621#.YTbV0ILRy2s.twitter
[26] https://jamanetwork.com/journals/jama/fullarticle/2782900?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092821#.YVOIQlrp-K8.twitter
[20] https://jamanetwork.com/journals/jama/fullarticle/2783817#.YTehMJRVUwY.twitter
[15] https://jamanetwork.com/journals/jama/fullarticle/2784499?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092821#.YVOoFPQ8NEQ.twitter
[14] https://jamanetwork.com/journals/jama/fullarticle/2784804?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100521#.YVycUF6kG6o.twitter
[13] http://ws-jp.co.jp/2020/11/28/science-technology-16-coronavirus-17-sequelae/
[12] https://medicalxpress.com/news/2021-10-convalescent-plasma-futile-treatment-critical.html

Top URLs in Tweet in G1:
[85] https://jamanetwork.com/journals/jama/fullarticle/2784473?guestAccessKey=56c17ccc-c4a2-48cb-8696-ef5ccbd2aaa1&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=olf&utm_term=091721
[27] https://jamanetwork.com/journals/jama/fullarticle/2784015?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=090621#.YTbV0ILRy2s.twitter
[26] https://jamanetwork.com/journals/jama/fullarticle/2782900?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092821#.YVOIQlrp-K8.twitter
[13] https://jamanetwork.com/journals/jama/fullarticle/2784804?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100521#.YVycUF6kG6o.twitter
[10] https://jamanetwork.com/journals/jama/fullarticle/2784015?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=090421#.YTO7te5Q5SI.twitter
[9] https://jamanetwork.com/journals/jama/fullarticle/2784473?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100721#.YV8rmqDpPKI.twitter
[6] https://jamanetwork.com/journals/jama/fullarticle/2733996
[6] https://jamanetwork.com/journals/jama/fullarticle/2784512?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100421#.YVsuMTjMxVw.twitter
[6] https://www.diariomedico.com/medicina/enfermedades-infecciosas/posibles-escenarios-para-el-mundo-postpandemia.html?cid=BESOCYDM01&utm_source=twitter&utm_medium=social_besocy&utm_campaign=BESOCYDM01
[5] https://jamanetwork.com/journals/jama/fullarticle/2783809

Top URLs in Tweet in G2:
[24] https://jamanetwork.com/journals/jama/fullarticle/2783809
[13] https://jamanetwork.com/journals/jama/fullarticle/2784499?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092821#.YVOoFPQ8NEQ.twitter
[12] https://jamanetwork.com/journals/jama/fullarticle/2784454?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091721#.YUTBMZvpssM.twitter
[11] https://jamanetwork.com/journals/jama/fullarticle/2782851?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091621#.YUOukM7Km-w.twitter
[8] https://jamanetwork.com/journals/jama/fullarticle/2784454?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092621#.YVBrjxiB6Eo.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2756196?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100621#.YV4rqgIfpII.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2783817?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091221#.YT4tLBYxSL8.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2782164?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091121#.YT0DqWEKoV8.twitter
[6] https://jamanetwork.com/journals/jama/fullarticle/2785148?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100821#.YWCiM9TJHTA.twitter
[6] https://jamanetwork.com/journals/jama/fullarticle/2782164?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091621#.YUNhhnzEeUk.twitter

Top URLs in Tweet in G3:
[2] https://jamanetwork.com/journals/jama/fullarticle/2784473?guestAccessKey=56c17ccc-c4a2-48cb-8696-ef5ccbd2aaa1&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=olf&utm_term=091721
[1] https://jamanetwork.com/journals/jama/fullarticle/2783797
[1] https://jamanetwork.com/journals/jama/fullarticle/2782900?guestAccessKey=4b65db1d-de28-4418-8729-8741c4ec4834&utm_source=silverchair&utm_campaign=jama_network&utm_content=covid_weekly_highlights&utm_medium=email
[1] https://edhub.ama-assn.org/jn-learning/module/2781792?utm_source=silverchair_edhub&utm_medium=email&utm_campaign=activity_alert-jnlearning&utm_content=weekly_batch&utm_term=082921
[1] https://thehill.com/policy/healthcare/570177-moderna-vaccine-creates-twice-as-many-antibodies-as-pfizer-research
[1] https://jamanetwork.com/journals/jama/fullarticle/2782164?guestAccessKey=ed4dd545-2e51-49d3-8ee2-4c1342094de2&utm_source=silverchair&utm_campaign=jama_network&utm_content=covid_weekly_highlights&utm_medium=email
[1] https://jamanetwork.com/journals/jama/fullarticle/2782334?guestAccessKey=3013d9a1-01c8-496e-a305-016c239e08b2&utm_source=silverchair&utm_campaign=jama_network&utm_content=covid_weekly_highlights&utm_medium=email
[1] https://jamanetwork.com/journals/jama/fullarticle/2784582?guestAccessKey=d146a521-16f4-49b0-ba4e-23d81b395232&utm_content=weekly_highlights&utm_term=092621&utm_source=silverchair&utm_campaign=jama_network&cmp=1&utm_medium=email
[1] https://abc7.com/mixing-covid-vaccines-johnson-and-booster-shot-jj-vaccine-boosters/10975772/
[1] https://observer.com/2021/08/moderna-covid-vaccine-twice-antibody-pfizer-biontech-study/amp/

Top URLs in Tweet in G4:
[61] https://resettinghealthcare.com/
[5] https://insightplus.mja.com.au/2021/34/covid-19-research-news-in-brief-7/
[3] https://jamanetwork.com/journals/jama/fullarticle/2784554?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092321#.YUu2JhJpA48.twitter
[3] https://www.nejm.org/doi/full/10.1056/NEJMc2113891?query=featured_home&cookieSet=1
[2] https://www.glamour.com/story/cbd-didnt-cure-my-anxietybut-im-still-not-dropping-it-from-my-self-care-routine?utm_sq=g0fl89e0h6
[2] https://www.eaze.com/article/eaze-insights-sex-cannabis-marijuana-weed-orgasm-intimacy?utm_sq=g6ybakqvji
[2] https://parenting.nytimes.com/health/medical-study-concerns?utm_sq=gbnc9rlkg5&referringSource=articleShare
[2] https://www.missgrass.com/cannabis-strains/?utm_sq=g516rty38m
[2] https://www.analyticalcannabis.com/news/combining-cannabinoids-with-radiotherapy-improves-cancer-outcomes-300376?utm_sq=fqyr3dgu6g
[2] https://www.green-flower.com/articles/1080/do-strains-really-matter-in-medical-cannabis?utm_sq=g1y4jr8608

Top URLs in Tweet in G5:
[10] https://jamanetwork.com/journals/jama/fullarticle/2783090?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100221#.YViH3tCYjXM.twitter
[8] https://urldefense.com/v3/__https://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2021.13539?guestAccessKey=3fbd6847-f51c-4b0a-8b72-938eba44b6b3&utm_source=jps&utm_medium=email&utm_campaign=author_alert-jamanetwork&utm_content=author-author_engagement&utm_term=1m__;!!LQC6Cpwp!4F5WesfMmwciDUfpRN0JBPC9MlfMFe3Q1GN9Z7T1HK-Y6UUYzeCdP7XMLWtU_11FHddr$
[5] https://jamanetwork.com/journals/jama/fullarticle/2783501
[4] https://jamanetwork.com/journals/jamapediatrics/fullarticle/2780248
[3] https://jamanetwork.com/journals/jama/fullarticle/2784485?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092021#.YUlHaV7VH6c.twitter
[2] https://www.nationalacademies.org/event/09-13-2021/overcoming-barriers-to-diversifying-clinical-trials-third-public-workshop#sectionEventMaterials
[2] https://jamanetwork.com/journals/jama/fullarticle/2784584
[2] https://jamanetwork.com/journals/jama/fullarticle/2784804?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100421#.YVsvYF_BPZR.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2784143?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091521#.YUGyxSJkdf0.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2776787?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091021#.YTsKgUZh0VI.twitter

Top URLs in Tweet in G6:
[4] https://www.fda.gov/media/146269/download
[2] https://jamanetwork.com/journals/jama/fullarticle/2784015
[2] https://spotlight.kaiserpermanente.org/no-serious-health-effects-linked-to-mrna-covid-19-vaccines/
[2] https://jamanetwork.com/journals/jama/fullarticle/2783357
[2] https://www.reddit.com/r/conspiracy/comments/pxaxwm/2_months_difference_to_lose_your_baby/
[2] https://vaersanalysis.info/wp-content/uploads/2021/09/VAERS-Summary-08272021-6.pdf
[1] https://jamanetwork.com/journals/jama/fullarticle/2784193
[1] https://jamanetwork.com/journals/jama/fullarticle/2784637?guestAccessKey=8c133ce6-50c0-4348-ba5b-802a6cc42546&utm_source=silverchair&utm_campaign=jama_network&utm_content=covid_weekly_highlights&utm_medium=email
[1] https://jamanetwork.com/journals/jama/fullarticle/2783417?guestAccessKey=60ab50dd-f8e4-479e-94b9-9b4df902ef1d&utm_content=weekly_highlights&utm_term=082921&utm_source=silverchair&utm_campaign=jama_network&cmp=1&utm_medium=email
[1] https://www.medpagetoday.com/obgyn/pregnancy/94732

Top URLs in Tweet in G7:
[8] https://thesgem.com/2021/10/sgem347-it-dont-matter-to-me-balanced-solution-or-saline/
[6] https://thesgem.com/2018/06/sgem-xtra-dont-give-up-the-power-of-kindness-with-brian-goldman/
[6] https://jamanetwork.com/journals/jama/fullarticle/2782428#.YTi9p5USb3E.twitter
[5] https://www.thesgem.com/2021/09/sgem345-checking-in-checking-out-for-non-operative-treatment-of-appendicitis/
[4] https://www.nytimes.com/2021/09/29/technology/youtube-anti-vaxx-ban.html?smid=tw-share
[3] https://jamanetwork.com/journals/jama/fullarticle/2783847
[2] https://www.bostonglobe.com/2020/02/04/metro/this-mass-general-doctor-helped-get-two-new-medical-emojis-approved/
[2] https://jamanetwork.com/journals/jama/fullarticle/2775227?fbclid=IwAR1iaLKnVD7T2CKEtmjyW0jOI7COHIoLLCKA5-USBUE7d3O0FLPpjb4_-s0
[2] https://pubmed.ncbi.nlm.nih.gov/33427870/
[2] https://pubmed.ncbi.nlm.nih.gov/34375394/

Top URLs in Tweet in G8:
[7] https://www.medscape.com/viewarticle/956731
[4] https://jamanetwork.com/journals/jama/fullarticle/2783866
[4] https://jamanetwork.com/journals/jama/fullarticle/2783866?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=090521#.YTTRkJfIecA.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2784193#.YTz7tWzBo00.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2783797?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=083021#.YS1MbU0ZubI.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2785009
[2] https://jamanetwork.com/journals/jama/fullarticle/2769563?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091220#.X1034aXCHto.twitter
[2] https://jamanetwork.com/journals/jama/article-abstract/2777691
[2] https://jamanetwork.com/journals/jama/fullarticle/2783866?guestAccessKey=b3a660b7-e0c0-4b00-9e79-cfd720a26d8d&utm_source=For_The_Media&utm_medium=referral&utm_campaign=ftm_links&utm_content=tfl&utm_term=083121
[2] https://jamanetwork.com/journals/jama/fullarticle/2784554?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092321#.YUufyCqHsi0.twitter

Top URLs in Tweet in G9:
[3] https://jamanetwork.com/journals/jama/fullarticle/2784015?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091021#.YTu_z1ieU9I.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2783248?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091121#.YTzVZI12Zdk.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2784454?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092621#.YVCHrzkysTw.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2784554?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092521#.YU9FQC25MRY.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2784943?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100621#.YV5BLjs-l5N.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2782298?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=072821#.YQGXfhydMjd.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2784014?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=090221#.YTEocAvkSiM.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2784015?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=090621#.YTbV0ILRy2s.twitter
[1] https://edhub.ama-assn.org/jn-learning/module/2784117?utm_source=Twitter&utm_medium=social_edhub&utm_campaign=&utm_content=module_page&linkId=134984152
[1] https://edhub.ama-assn.org/jn-learning/module/2780748?utm_source=Twitter&utm_medium=social_edhub&utm_campaign=&utm_content=module_page&linkId=131588421

Top URLs in Tweet in G10:
[12] https://medicalxpress.com/news/2021-10-convalescent-plasma-futile-treatment-critical.html
[6] https://medicalxpress.com/news/2021-09-emoji-powerful-patients-doctors.html
[6] https://medicalxpress.com/news/2021-09-covid-doesnt-account-trend-unexplained.html
[5] https://jamanetwork.com/journals/jama/fullarticle/2784655?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=100521#.YVz99XIg2To.twitter
[4] https://medicalxpress.com/news/2021-08-patent-law-curb-unethical-human-genome.html
[3] https://medicalxpress.com/news/2021-09-cannabis-pregnant-women-pandemic.html
[3] https://medicalxpress.com/news/2021-09-factors-minority-groups.html
[3] https://medicalxpress.com/news/2021-09-experts-policies-safer-electronic-health.html
[2] https://medicalxpress.com/news/2021-08-in-person-requirements-decreased-wic-pandemic.html
[2] https://medicalxpress.com/news/2021-08-opioids-evidence-pain-relief-migraine.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1884] jamanetwork.com
[122] twitter.com
[65] medicalxpress.com
[61] resettinghealthcare.com
[27] dlvr.it
[23] thesgem.com
[18] nih.gov
[17] youtube.com
[14] ama-assn.org
[14] inhalemd.com

Top Domains in Tweet in G1:
[562] jamanetwork.com
[40] twitter.com
[9] diariomedico.com
[4] healio.com
[3] statnews.com
[3] med.br
[3] hpnonline.com
[2] nih.gov
[2] news-medical.net
[2] spotify.com

Top Domains in Tweet in G2:
[815] jamanetwork.com
[27] dlvr.it
[13] twitter.com
[3] criticalcarereviews.com
[3] bmj.com
[2] youtu.be
[2] medicalletter.org
[2] org.uk
[1] thegreenhouseproject.org
[1] isicem.org

Top Domains in Tweet in G3:
[10] jamanetwork.com
[1] ama-assn.org
[1] thehill.com
[1] abc7.com
[1] observer.com
[1] ft.com
[1] poll-vaulter.com
[1] bloomberg.com

Top Domains in Tweet in G4:
[61] resettinghealthcare.com
[31] jamanetwork.com
[14] inhalemd.com
[14] twitter.com
[7] nih.gov
[5] com.au
[5] youtube.com
[4] leafly.com
[4] cannabis-specialist.org
[4] nature.com

Top Domains in Tweet in G5:
[50] jamanetwork.com
[8] urldefense.com
[5] twitter.com
[2] nationalacademies.org
[1] nejm.org
[1] harvard.edu
[1] ja.ma
[1] thehill.com
[1] nber.org
[1] finasterideinfo.org

Top Domains in Tweet in G6:
[12] jamanetwork.com
[9] twitter.com
[4] kaiserpermanente.org
[4] fda.gov
[2] washingtonpost.com
[2] reuters.com
[2] reddit.com
[2] nih.gov
[2] vaersanalysis.info
[1] medpagetoday.com

Top Domains in Tweet in G7:
[30] jamanetwork.com
[22] thesgem.com
[5] nih.gov
[4] nytimes.com
[3] twitter.com
[3] youtube.com
[2] bostonglobe.com
[1] apple.com
[1] sciencedaily.com
[1] com.au

Top Domains in Tweet in G8:
[46] jamanetwork.com
[7] medscape.com
[5] twitter.com
[2] google.com
[1] cnbc.com
[1] harvard.edu
[1] gov.sg
[1] actblue.com
[1] kxan.com

Top Domains in Tweet in G9:
[33] jamanetwork.com
[11] ama-assn.org
[1] twitter.com
[1] doi.org
[1] liverfellow.org

Top Domains in Tweet in G10:
[64] medicalxpress.com
[17] jamanetwork.com
[6] medpagetoday.com
[2] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[396] covid19
[147] covid
[122] patients
[114] cannabis
[104] aducanumab
[99] medicine
[90] misirglobalsurgery
[90] some4surgery
[81] doctors
[79] pancreaticcancer



Top Hashtags in Tweet in G1:
[66] covid19
[24] covid
[17] medtwitter
[15] meded
[14] foamed
[13] wbp
[10] sarscov2
[10] parkinson
[10] cannabis
[9] pedsicu

Top Hashtags in Tweet in G2:
[45] lives2021
[39] inpress
[30] covid19
[26] jamanetworkinthenews
[13] esmo21
[12] copd
[12] vamihca
[11] intensivecare
[11] cancer
[9] rct

Top Hashtags in Tweet in G3:
[3] covid19
[3] covidvaccine
[2] coronavirus
[2] sarscov2
[2] moderna
[1] viewpoint
[1] longcovid
[1] モデルナワクチン
[1] ブースト効果
[1] 集団免疫

Top Hashtags in Tweet in G4:
[97] cannabis
[91] medicine
[87] patients
[81] doctors
[66] covid
[65] iartg
[33] longcovid
[15] medtwitter
[15] idweek2021
[15] idtwitter

Top Hashtags in Tweet in G5:
[94] aducanumab
[88] misirglobalsurgery
[88] some4surgery
[28] deprescribing
[10] wic
[6] covid19
[6] medicare
[4] stigma
[3] alzheimers
[2] medtwitter

Top Hashtags in Tweet in G6:
[165] covid19
[20] kpresearch
[14] vaccines
[6] cannabis
[6] covid
[3] covid_19
[2] pregnancy
[2] vaccination
[2] pfizer
[1] mrnacovid19

Top Hashtags in Tweet in G7:
[30] covid
[30] vaccines
[30] miscarriages
[8] emoji
[7] ebm
[5] mememondays
[5] covid19
[3] medtwitter
[3] mememonday
[2] paperinapic

Top Hashtags in Tweet in G8:
[13] sarscov2
[11] vaccination
[11] pregnancy
[5] covid19
[4] nephpearls
[3] globalhealth
[3] uspstf
[3] chlamydia
[3] gonorrhea
[3] covid

Top Hashtags in Tweet in G9:
[41] covid19
[29] patients
[18] fodmap
[4] nlp
[4] gitwitter
[3] sarscov2
[3] deltavariant
[3] medtwitter
[3] lactulose
[2] farmworkers

Top Hashtags in Tweet in G10:
[12] covid
[11] parkinson
[8] diabetes
[7] pandemic
[6] emoji
[5] health
[4] patentlaw
[4] covid19
[3] pregnantwomen
[3] stroke

Top Words
Top Words in Tweet in Entire Graph:
[5148] jama_current
[1265] jamanetwork
[1091] part
[943] covid
[869] study
[663] 19
[634] health
[587] vaccination
[526] erictopol
[526] moderna_tx

Top Words in Tweet in G1:
[1675] jama_current
[473] study
[317] bob_wachter
[269] covid
[228] blood
[226] vaccination
[217] 83
[211] 2021
[206] part
[203] another

Top Words in Tweet in G2:
[1168] jama_current
[852] jamanetwork
[681] part
[329] covid
[254] 19
[147] convalescent
[146] plasma
[131] study
[123] patients
[112] critically

Top Words in Tweet in G3:
[519] moderna_tx
[514] erictopol
[378] pfizer
[340] vaccines
[338] antibody
[335] response
[334] health
[333] gt
[332] care
[332] workers

Top Words in Tweet in G4:
[389] jama_current
[254] nejm
[191] thelancet
[97] #cannabis
[96] cannabis
[91] #medicine
[90] bmj_latest
[88] nature
[87] #patients
[82] cannaspecialist

Top Words in Tweet in G5:
[258] jama_current
[108] timandersonmd
[94] #aducanumab
[91] misirg1
[88] medicare
[88] #misirglobalsurgery
[88] #some4surgery
[78] efficacy
[77] safety
[75] discussion

Top Words in Tweet in G6:
[254] cdcgov
[171] jama_current
[165] #covid19
[153] pregnancy
[152] during
[151] vaccination
[149] risk
[148] evidence
[148] shows
[148] increased

Top Words in Tweet in G7:
[186] jama_current
[95] medicine
[86] jonathanstea
[65] time
[65] emily
[65] energy
[64] year
[64] old
[64] rosa
[64] healing

Top Words in Tweet in G8:
[126] jama_current
[58] solution
[54] health
[51] covid
[48] 19
[42] secblinken
[38] statedeptspox
[36] secbecerra
[36] security
[36] global

Top Words in Tweet in G9:
[54] jama_current
[41] #covid19
[32] amaedhub
[29] #patients
[29] part
[28] jamanetwork
[27] patient
[25] covid
[25] experience
[25] lung

Top Words in Tweet in G10:
[113] jama_current
[54] medical_xpress
[29] treatment
[25] 19
[22] patients
[18] covid
[18] study
[13] during
[13] critical
[12] progression

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1042] jama_current,part
[895] part,jamanetwork
[615] covid,19
[378] health,care
[369] antibody,response
[358] jama_current,study
[347] care,workers
[332] response,vaccines
[332] vaccines,gt
[332] gt,1600

Top Word Pairs in Tweet in G1:
[321] jama_current,study
[193] jama_current,part
[193] 2021,83
[192] blood,supply
[191] another,measure
[191] measure,delta's
[191] delta's,superpowers
[191] superpowers,jama_current
[191] study,blood
[191] supply,estimates

Top Word Pairs in Tweet in G2:
[671] jama_current,part
[648] part,jamanetwork
[248] covid,19
[170] jama_current,jamanetwork
[145] convalescent,plasma
[100] guideline,reporting
[99] sars,cov
[98] reporting,mediation
[87] randomized,trials
[82] observational,studies

Top Word Pairs in Tweet in G3:
[331] health,care
[331] care,workers
[329] antibody,response
[329] response,vaccines
[329] vaccines,gt
[329] gt,1600
[329] 1600,health
[329] workers,moderna_tx
[329] moderna_tx,significantly
[329] significantly,exceeded

Top Word Pairs in Tweet in G4:
[96] thelancet,jama_current
[92] nejm,jama_current
[89] #cannabis,#medicine
[84] #medicine,#patients
[84] nejm,thelancet
[78] #patients,#doctors
[72] nature,jama_current
[66] jama_current,pittmedmag
[66] pittmedmag,gwsmhs
[65] gwsmhs,#covid

Top Word Pairs in Tweet in G5:
[88] #misirglobalsurgery,#some4surgery
[78] timandersonmd,jama_current
[75] jama_current,discussion
[75] discussion,#aducanumab
[75] #aducanumab,focused
[75] focused,efficacy
[75] efficacy,cost
[75] cost,less
[75] less,safety
[75] safety,examined

Top Word Pairs in Tweet in G6:
[146] vaccination,during
[145] accumulating,evidence
[145] increased,risk
[144] evidence,shows
[144] shows,increased
[144] risk,miscarriage
[144] miscarriage,#covid19
[144] #covid19,vaccination
[144] during,early
[144] early,pregnancy

Top Word Pairs in Tweet in G7:
[64] emily,rosa
[64] energy,healing
[63] time,year
[63] year,old
[63] old,skeptic
[63] skeptic,named
[63] named,emily
[63] rosa,debunked
[63] debunked,energy
[63] healing,pseudoscientific

Top Word Pairs in Tweet in G8:
[47] covid,19
[30] secblinken,secbecerra
[30] global,health
[29] randomized,clinical
[29] clinical,trial
[29] health,security
[28] basics,randomized
[28] trial,effect
[28] effect,ivf
[28] ivf,treatment

Top Word Pairs in Tweet in G9:
[29] jama_current,part
[25] part,jamanetwork
[24] 80,#patients
[24] #patients,diagnosed
[24] diagnosed,#covid19
[24] #covid19,experience
[24] experience,lung
[24] lung,injuries
[24] injuries,read
[24] read,patient

Top Word Pairs in Tweet in G10:
[12] covid,19
[12] convalescent,plasma
[12] plasma,futile
[12] futile,treatment
[12] treatment,critical
[12] critical,#covid
[12] #covid,19
[12] 19,patients
[12] patients,jama_current
[11] medical_xpress,study

Top Replied-To
Top Replied-To in Entire Graph:
@erictopol
@bob_wachter
@jama_current
@cdcgov
@shuhanhemd
@elisaperego78
@jonathanstea
@absteward
@thesgem
@rangersfan112

Top Replied-To in G1:
@bob_wachter
@jama_current
@jeanpaulsarc
@seanlucan
@profsimons
@philippejuvin
@okuokka
@ecthompsonmd
@dkroesslhuber
@anniinakl

Top Replied-To in G2:
@absteward
@drtoddlee
@karitikkinen
@laerciolopesmd
@peterhorby
@jama_current
@hopinlee
@asgergranfeldt
@syctong
@tmorris_mrc

Top Replied-To in G3:
@erictopol
@johnbro67348535
@svieneau
@karaokefifty
@lisarenez
@jjgiablue
@anthropatammas
@martaesperti
@codkentucky
@rdone

Top Replied-To in G4:
@elisaperego78
@aidamargaritav1
@maacpgovernor
@hecosomd
@tgjin1990
@son_gothen
@mmissingholland
@aurorasore
@hmkyale
@lyellj

Top Replied-To in G5:
@timandersonmd
@jama_current
@setnicfree
@misirg1
@jason_r_dc
@pfsnowden
@drtoddlee
@niaaanews
@atheendar
@maxjordan_n

Top Replied-To in G6:
@cdcgov
@rangersfan112
@mcneilis
@tammywright1962
@ncrawfordmd
@facepalm_smh
@wesley_somoza
@britten_johnson
@amma15704006
@khaya__dlamini

Top Replied-To in G7:
@shuhanhemd
@jonathanstea
@thesgem
@caulfieldtim
@susydemeester
@soniaboender
@hafizakmd
@realcedricdark
@btysonmd
@adamwex52

Top Replied-To in G8:
@drleanawen
@statedeptspox
@drstevecook
@misha_again
@chicagokelley
@drjeannem
@secblinken
@laurenbackup88
@bureauchem
@ipshitamj

Top Replied-To in G9:
@amaedhub
@rehanaseemuddin
@swirllysunspot
@beckysimonsen
@denniskendel
@blairbigham

Top Replied-To in G10:
@medical_xpress
@jama_current
@michellecardel
@ps_hussey
@physorg_health

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@moderna_tx
@erictopol
@cdcgov
@nejm
@bob_wachter
@thelancet
@germhuntermd

Top Mentioned in G1:
@jama_current
@bob_wachter
@jamanetwork
@germhuntermd
@seanlucan
@ccctg_
@bram_rochwerg
@petrosoniak
@madblqscientist
@jkbuesing

Top Mentioned in G2:
@jama_current
@jamanetwork
@hopinlee
@peterhorby
@kimberlyblumen1
@critcarereviews
@gscollins
@esicm
@jamaonc
@absteward

Top Mentioned in G3:
@moderna_tx
@erictopol
@jama_current
@mahale22
@cdcgov
@svieneau
@immunofever
@mtresasierra
@pfizer
@jjgiablue

Top Mentioned in G4:
@jama_current
@nejm
@thelancet
@bmj_latest
@nature
@cannaspecialist
@pittmedmag
@gwsmhs
@amermedicalassn
@surgiquality

Top Mentioned in G5:
@jama_current
@timandersonmd
@misirg1
@jamasurgery
@j
@yale
@ja
@setnicfree
@kbibbinsdomingo
@us_fda

Top Mentioned in G6:
@cdcgov
@jama_current
@kpdor
@aboutkp
@mcneilis
@cdcdirector
@thelancet
@nihdirector
@aaas

Top Mentioned in G7:
@jama_current
@jonathanstea
@caulfieldtim
@shuhanhemd
@drlindamd
@thesgem
@ryanmarino
@ruthannharpur
@edzardernst
@drvantilburg

Top Mentioned in G8:
@jama_current
@secbecerra
@secblinken
@statedeptspox
@edgarvlermamd
@scottgottliebmd
@drleanawen
@acog
@jamanetwork
@drjeannem

Top Mentioned in G9:
@jama_current
@amaedhub
@jamanetwork
@syedgerdezi
@picardonhealth
@blairbigham
@denniskendel
@allen_ai
@sravmd
@theresaboyle

Top Mentioned in G10:
@jama_current
@medical_xpress
@jamanetworkopen
@pennmedicine
@riceuniversity
@jam
@jamanetwork
@physorg_health
@illinois_alma
@uniofoxford

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@threadreaderapp
@hrblock_21
@s9tmt
@bella623
@federicoalves
@robre62
@kat4obama
@geoffrey_payne
@littlebytesnews

Top Tweeters in G1:
@threadreaderapp
@littlebytesnews
@inabster
@madfall1213
@lechatnoire4
@menabster
@4tchat
@monty_chadha
@justiceoutcry
@makedni

Top Tweeters in G2:
@robre62
@reuters
@dr_shibley
@jeannebartram
@pearlfectchassi
@corona_ssyt
@wjz
@lillys_news
@melissasweetdr
@marketwatch

Top Tweeters in G3:
@geoffrey_payne
@citrus_kyoto
@angelajeong
@lizditz
@laki0814
@tamatama2
@akaigonensei
@pkanagaratnam
@modmin
@jun_sky_0610

Top Tweeters in G4:
@s9tmt
@bella623
@iartg
@pennilessscribe
@rebellegrrl
@jerriealexander
@bprophetable
@sydnets
@latimes
@albator50

Top Tweeters in G5:
@celestinogutirr
@donnayoungdc
@whaaf
@jl_rodriguez91
@muhdmukhlis_
@lancelotlinksc
@matthewherper
@paula_span
@panthernoster
@jsummers71

Top Tweeters in G6:
@federicoalves
@rosenchild
@wadakashiho
@hijcp
@business
@southerngemgal
@benishii_
@cnbc
@foxnews
@lynncatwalters

Top Tweeters in G7:
@denniskoch10
@brontyman
@ketaminh
@pray_4truth
@doritmi
@edzardernst
@drjengunter
@grace_durbin
@browntom1234
@mssinenomine

Top Tweeters in G8:
@kat4obama
@suekhi
@redboybroken
@sooze555
@katydogcrazy
@sosninosename1
@cunat_n
@naphisoc
@janettwokay
@momsrising

Top Tweeters in G9:
@oldlady12345
@hrblock_21
@viralvideovlogs
@meeksvs
@globeandmail
@vinivinidogo
@kathleerowlands
@equi_noctis
@thomaskaine5
@loismil91809392

Top Tweeters in G10:
@kellyclelland1
@watergatesummer
@noname_8
@physorg_health
@scitechmachine
@enerphyschem
@qualityisarul3
@angelseti
@physorg_com
@marieannelecler


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