digitalhealth, Twitter, 1/22/2019 9:22:29 PM, 182815


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digitalhealth_2019-01-22_13-15-00.xlsx
digitalhealth_2019-01-22_13-15-00.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
January 22, 2019
Short Description:
digitalhealth via NodeXL http://bit.ly/2Dsc0Fk
@dme_health
@johnnosta
@ipfconline1
@medtouch
@evankirstel
@caring_mobile
@innonurse
@harbrimah
@novealthy
@perdomojavier

Top hashtags:
#digitalhealth
#healthtech
#ai
#healthcare
#mhealth
#himss19
#technology
#3dprinting

Description:
Description
The graph represents a network of 489 Twitter users whose recent tweets contained "digitalhealth", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 22 January 2019 at 21:16 UTC.

The tweets in the network were tweeted over the 3-hour, 23-minute period from Tuesday, 22 January 2019 at 17:49 UTC to Tuesday, 22 January 2019 at 21:12 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 : 489
Unique Edges : 609
Edges With Duplicates : 79
Total Edges : 688
Self-Loops : 103
Reciprocated Vertex Pair Ratio : 0.0257826887661142
Reciprocated Edge Ratio : 0.0502692998204668
Connected Components : 119
Single-Vertex Connected Components : 39
Maximum Vertices in a Connected Component : 160
Maximum Edges in a Connected Component : 324
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.773163
Graph Density : 0.00233413791947434
Modularity : 0.784303
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[4] https://www.advisory.com/daily-briefing/2019/01/22/apple
[4] http://medgoo.com/index.php/2019/01/17/how-can-blockchain-technology-be-used-in-healthcare/
[4] https://www.digitalhealth.net/2019/01/remote-monitoring-heart-patients-slashes-norfolk-emergency-visits/
[4] https://www.meetup.com/Health-2-0-Barcelona-Chapter/
[3] https://www.athenahealth.com/insight/market-forces-converge-telehealth-takes-hold
[3] https://medcitynews.com/2019/01/fitbit-and-nih-boost-precision-medicine-research-partnership/
[3] https://www.letstalkpublichealth.com/blog/virtual-reality-health-communication
[3] https://medstro.com/groups/massachusetts-healthcare-payment-transparency-challenge/pages/home
[2] http://blogs.ucl.ac.uk/cbc-digi-hub-blog/2019/01/22/mapping-out-trust-in-digital-health-systems/
[2] https://twi.li/HgYHrs

Top URLs in Tweet in G1:
[2] https://www.forbes.com/sites/jessicabaron/2019/01/16/do-you-really-want-your-insurer-buying-you-an-apple-watch/#26d313c675e3
[2] https://www.forbes.com/sites/adigaskell/2019/01/18/doctors-are-confident-that-ai-wont-replace-them/amp/?__twitter_impression=true
[1] https://twitter.com/Julez_Norton/status/1084688455680937984
[1] https://www.acapela-group.com/voices/voice-banking/

Top URLs in Tweet in G2:
[2] http://healthcarenowradio.out.airtime.pro:8000/healthcarenowradio_a
[1] https://lnkd.in/fumJUb2
[1] https://lnkd.in/fDQCZjh
[1] https://medcitynews.com/2019/01/crispr-babies-report-reveals-second-woman-pregnant-with-gene-edited-child/
[1] https://lnkd.in/euFDqur
[1] https://www.scoop.it/t/pharma-geek/p/4104836137/2019/01/22/simple-digital-technologies-can-reduce-health-care-costs-esante-hcsmeufr-digitalhealth/original
[1] http://jaoa.org/article.aspx?articleid=2720606
[1] https://www.panacea.digital/2019/01/09/infographic-6-steps-to-developing-healthcare-apps/?utm_sq=fz0vsqvbcx
[1] https://ir.shareaholic.com/e?a=1&u=http://seniorcarecorner.com/family-caregiver-technology-survey?utm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[1] https://www.buddi.co.uk/

Top URLs in Tweet in G3:
[4] http://medgoo.com/index.php/2019/01/17/how-can-blockchain-technology-be-used-in-healthcare/
[2] https://relentlesshealthvalue.com/audios/aee7/
[1] https://csaccelerator.com/?utm_campaign=Twitter&utm_medium=Twitter
[1] https://www.advisory.com/daily-briefing/2019/01/22/apple
[1] https://www.athenahealth.com/insight/market-forces-converge-telehealth-takes-hold
[1] https://www.convinceandconvert.com/social-media-marketing/personable-key-to-social-media-success/
[1] https://twitter.com/pilotinglife/status/1087756390792196096
[1] https://lnkd.in/eE22HEi
[1] https://healthtechpulse.com/2019/01/22/first-eu-citizens-using-cross-border-eprescriptions
[1] https://healthtechpulse.com/2019/01/22/uk-government-tackle-suicide-predictive-ai

Top URLs in Tweet in G4:
[1] https://innonurse.info/
[1] https://www.himsseuropeconference.eu/helsinki/2019/live-demos
[1] https://www.healthcareitnews.com/news/allscripts-ceo-consumerism-machine-learning-be-key-2019
[1] https://www.healthcareitnews.com/news/himss19-federal-health-it-pavilion-focuses-collaboration
[1] https://www.healthcareitnews.com/news/starting-digital-transformation-focus-cultural-changes-0
[1] https://twitter.com/EU_Commission/status/1087312938195668992
[1] https://www.broadbandcommission.org/Documents/publications/WorkingGroupDigitalHealthInfographics-2018.pdf
[1] https://www.businessfinland.fi/en/whats-new/news/2019/keynote-speakers-and-radical-session-themes-revealed-for-the-himss--health-2.0-european-conference-2019/

Top URLs in Tweet in G5:
[3] https://www.advisory.com/daily-briefing/2019/01/22/apple
[2] http://mhealth.mobiuso.com
[2] https://twi.li/HgYHrs
[1] https://twitter.com/medinfode/status/1087794278028451843
[1] https://hbr.org/2016/11/simple-digital-technologies-can-reduce-health-care-costs
[1] https://twitter.com/CureMelanoma/status/1087806686767861760
[1] https://twitter.com/jmirpub/status/1087434298385256448
[1] https://twitter.com/masamuneGTO/status/1087769550534242304

Top URLs in Tweet in G6:
[3] https://medcitynews.com/2019/01/fitbit-and-nih-boost-precision-medicine-research-partnership/
[2] https://www.athenahealth.com/insight/market-forces-converge-telehealth-takes-hold
[2] https://www.businessinsider.com/scientists-may-have-figured-out-how-to-grow-a-human-brain-2018-10?r=US&IR=T&utm_content=buffer9c292&utm_medium=social&utm_source=facebook.com&utm_campaign=buffer-ti?utm_source=twitter&utm_medium=referral&utm_content=topbar&utm_term=mobile&referrer=twitter
[2] https://pharmaphorum.com/digital/digital-therapeutics-definition-dta/
[2] https://kaysharbor.com/blog/healthcare/how-to-build-medical-app
[1] https://www.healthcostinstitute.org/research/publications/entry/spending-on-individuals-with-type-1-diabetes-and-the-role-of-rapidly-increasing-insulin-prices
[1] https://www.linkedin.com/pulse/accelerating-digital-revolution-healthcare-vas-narasimhan/
[1] https://www.linkedin.com/pulse/you-cant-escape-technology-because-chris-dancy/

Top URLs in Tweet in G7:
[4] https://www.meetup.com/Health-2-0-Barcelona-Chapter/
[1] https://pharmaphorum.com/news/us-cancer-patients-trial-proteus-digital-chemotherapy-pill/

Top URLs in Tweet in G8:
[2] https://blog.produvia.com/deep-learning-dl-in-healthcare-4d24d102d317

Top URLs in Tweet in G9:
[1] https://twitter.com/health_xl/status/1087746472974696451

Top Domains
Top Domains in Tweet in Entire Graph:
[27] twitter.com
[8] lnkd.in
[7] digitalhealth.net
[7] co.uk
[6] healthcareitnews.com
[5] medcitynews.com
[4] ac.uk
[4] advisory.com
[4] youtube.com
[4] medgoo.com

Top Domains in Tweet in G1:
[4] forbes.com
[1] twitter.com
[1] acapela-group.com

Top Domains in Tweet in G2:
[5] twitter.com
[3] lnkd.in
[2] scoop.it
[2] airtime.pro
[2] ehealthce.ca
[2] healthcaredive.com
[2] stanford.edu
[1] medcitynews.com
[1] jaoa.org
[1] panacea.digital

Top Domains in Tweet in G3:
[4] medgoo.com
[2] twitter.com
[2] relentlesshealthvalue.com
[2] healthtechpulse.com
[1] csaccelerator.com
[1] advisory.com
[1] athenahealth.com
[1] convinceandconvert.com
[1] lnkd.in
[1] zdnet.com

Top Domains in Tweet in G4:
[3] healthcareitnews.com
[1] innonurse.info
[1] himsseuropeconference.eu
[1] twitter.com
[1] broadbandcommission.org
[1] businessfinland.fi

Top Domains in Tweet in G5:
[4] twitter.com
[3] advisory.com
[2] mobiuso.com
[2] twi.li
[1] hbr.org

Top Domains in Tweet in G6:
[3] medcitynews.com
[2] athenahealth.com
[2] businessinsider.com
[2] linkedin.com
[2] pharmaphorum.com
[2] kaysharbor.com
[1] healthcostinstitute.org

Top Domains in Tweet in G7:
[4] meetup.com
[1] pharmaphorum.com

Top Domains in Tweet in G8:
[2] produvia.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[272] digitalhealth
[70] healthtech
[44] ai
[41] healthcare
[22] mhealth
[18] himss19
[17] technology
[16] 3dprinting
[16] ehealth
[13] industry40



Top Hashtags in Tweet in G1:
[23] digitalhealth
[21] healthtech
[16] healthcare
[14] ai
[13] 3dprinting
[12] industry40
[11] technology
[8] ml
[4] health
[4] himss19

Top Hashtags in Tweet in G2:
[38] digitalhealth
[4] healthtech
[3] healthcare
[3] health
[3] healthit
[2] pharma
[2] esante
[2] hcsmeufr
[2] mhealth
[2] explore

Top Hashtags in Tweet in G3:
[17] digitalhealth
[14] healthtech
[6] ai
[5] healthcare
[4] blockchaintechnology
[3] mentalhealth
[3] medicalscanner
[3] scanners
[3] aee
[3] podcast

Top Hashtags in Tweet in G4:
[11] digitalhealth
[9] finland
[7] himss19
[6] eprescriptions
[6] healthit
[5] personaldata
[5] humanright
[5] ai
[5] wef19
[5] wef

Top Hashtags in Tweet in G5:
[14] digitalhealth
[9] mhealth
[6] hcsm
[5] cancerresearch
[5] meded
[5] ehealth
[3] apple
[3] healthtech
[3] melanoma
[2] erezept

Top Hashtags in Tweet in G6:
[16] digitalhealth
[12] healthtech
[6] healthcare
[3] ai
[3] medicine
[2] voicetech
[2] telemedicine
[2] himss19
[2] data
[2] interoperability

Top Hashtags in Tweet in G7:
[4] digitalhealth
[2] rvh2019
[2] insightheart
[2] vr
[2] ar
[2] nanotechnology
[1] education

Top Hashtags in Tweet in G8:
[2] deeplearning
[2] ai
[2] machinelearning
[2] healthtech
[1] digitalhealth
[1] bigdata

Top Hashtags in Tweet in G9:
[1] digitalhealth

Top Hashtags in Tweet in G10:
[8] digitalhealth
[4] ksdighealth
[3] lancetdigitalhealth

Top Words
Top Words in Tweet in Entire Graph:
[292] Words in Sentiment List#1: Positive
[76] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7795] Non-categorized Words
[8163] Total Words
[272] digitalhealth
[79] health
[72] healthcare
[70] healthtech
[56] digital

Top Words in Tweet in G1:
[23] digitalhealth
[21] healthtech
[20] 3d
[16] healthcare
[16] ai
[13] 3dprinting
[12] printed
[12] prosthetics
[12] children
[12] industry40

Top Words in Tweet in G2:
[38] digitalhealth
[11] health
[7] care
[7] more
[6] healthcare
[5] digital
[5] help
[5] 2019
[4] patient
[4] healthtech

Top Words in Tweet in G3:
[17] digitalhealth
[14] healthtech
[10] healthcare
[6] ai
[6] blockchain
[6] technology
[5] know
[5] eu
[4] use
[4] used

Top Words in Tweet in G4:
[12] wef
[11] innonurse
[11] digitalhealth
[10] finland
[7] himss
[7] 2019
[7] himss19
[7] health
[6] ehealth_eu
[6] eprescriptions

Top Words in Tweet in G5:
[14] digitalhealth
[11] mhealth
[6] message
[6] hcsm
[5] ways
[5] here
[5] cancerresearch
[5] meded
[5] ehealth
[4] würde

Top Words in Tweet in G6:
[16] digitalhealth
[12] healthtech
[8] medicine
[7] johnnosta
[6] healthcare
[5] digital
[4] talk
[4] voice
[4] way
[3] fitbit

Top Words in Tweet in G7:
[4] tbaupuig
[4] health
[4] 2
[4] 0
[4] bcn
[4] meet
[4] up
[4] back
[4] tomorrow
[4] 6pm

Top Words in Tweet in G8:
[2] deeplearning
[2] healthcare
[2] slavakurilyak
[2] v
[2] produvia
[2] ai
[2] machinelearning
[2] healthtech

Top Words in Tweet in G9:
[2] resmed
[2] propellerhealth
[2] deal
[2] key
[2] points
[2] robertoascione
[2] healthware_intl
[2] meganecoder
[2] dtx_alliance

Top Words in Tweet in G10:
[8] digitalhealth
[6] lancetdigitalh
[5] dr
[5] calum
[5] macrae
[5] highlighting
[5] challenges
[5] medical
[5] data
[5] digitized

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[21] healthcare,healthtech
[16] healthtech,digitalhealth
[16] digitalhealth,healthtech
[15] digital,health
[14] 3dprinting,digitalhealth
[13] 3d,printed
[13] printed,prosthetics
[13] prosthetics,children
[13] children,healthcare
[13] healthtech,3dprinting

Top Word Pairs in Tweet in G1:
[13] 3dprinting,digitalhealth
[12] 3d,printed
[12] printed,prosthetics
[12] prosthetics,children
[12] children,healthcare
[12] healthcare,healthtech
[12] healthtech,3dprinting
[12] digitalhealth,industry40
[11] industry40,technology
[8] novealthy,3d

Top Word Pairs in Tweet in G2:
[4] health,care
[2] pharma,digitalhealth
[2] esante,hcsmeufr
[2] hcsmeufr,digitalhealth
[2] infographic,patient
[2] patient,centred
[2] centred,design
[2] design,process
[2] process,uses
[2] uses,ux

Top Word Pairs in Tweet in G3:
[4] healthcare,healthtech
[4] blockchain,technology
[4] technology,used
[4] used,healthcare
[4] healthcare,medgoo
[4] medgoo,com
[4] com,blockchaintechnology
[4] medical,research
[3] digitalhealth,healthtech
[3] world's,1st

Top Word Pairs in Tweet in G4:
[5] new,innonurse
[5] innonurse,out
[5] out,iamwill
[5] iamwill,wef
[5] wef,personaldata
[5] personaldata,humanright
[5] humanright,ai
[5] ai,wef19
[5] wef19,wef
[5] wef,ehealth_eu

Top Word Pairs in Tweet in G5:
[6] mhealth,digitalhealth
[5] cancerresearch,hcsm
[5] hcsm,meded
[5] meded,mhealth
[3] authors,found
[3] found,overall
[3] overall,attrition
[3] attrition,differed
[3] differed,text
[3] text,message

Top Word Pairs in Tweet in G6:
[9] digitalhealth,healthtech
[3] fitbit,nih
[3] nih,boost
[3] boost,precision
[3] precision,medicine
[3] medicine,research
[3] research,partnership
[3] partnership,digitalhealth
[3] medicine,digitalhealth
[2] voicetech,home

Top Word Pairs in Tweet in G7:
[4] health,2
[4] 2,0
[4] 0,bcn
[4] bcn,meet
[4] meet,up
[4] up,back
[4] back,tomorrow
[4] tomorrow,6pm
[4] 6pm,beautiful
[4] beautiful,sant

Top Word Pairs in Tweet in G8:
[2] deeplearning,healthcare
[2] healthcare,slavakurilyak
[2] slavakurilyak,v
[2] v,produvia
[2] produvia,ai
[2] ai,machinelearning
[2] machinelearning,healthtech

Top Word Pairs in Tweet in G9:
[2] resmed,propellerhealth
[2] propellerhealth,deal
[2] deal,key
[2] key,points
[2] points,robertoascione
[2] robertoascione,healthware_intl
[2] healthware_intl,meganecoder
[2] meganecoder,dtx_alliance

Top Word Pairs in Tweet in G10:
[5] dr,calum
[5] calum,macrae
[5] macrae,highlighting
[5] highlighting,challenges
[5] challenges,digitalhealth
[5] digitalhealth,medical
[5] medical,data
[5] data,digitized
[4] lancetdigitalh,dr
[4] digitized,usefu

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@spirosmargaris
@kashthefuturist
@kuriharan
@johnnosta
@sminaev2015
@evankirstel
@novealthy
@digitaldoctornl
@alvinfoo
@raj

Top Mentioned in G1:
@spirosmargaris
@kashthefuturist
@kuriharan
@sminaev2015
@novealthy
@digitaldoctornl
@alvinfoo
@raj
@evankirstel
@irmaraste

Top Mentioned in G2:
@panacea_digital
@maniraahmad
@saphealth

Top Mentioned in G3:
@medgoo
@perdomojavier
@arturolbonilla
@katiedmcmillan
@wellmadehealth
@naomifried
@roylynfernandez
@dhealthtoday
@healthtechpulse
@dhscgovuk

Top Mentioned in G4:
@wef
@innonurse
@ehealth_eu
@himss
@himsseurope
@iamwill
@health2con
@annaerts
@siwickihealthit
@iburtongarcia

Top Mentioned in G5:
@cancerlund
@sbmdigitalhlth
@medtouch
@tunstallhealth
@techjunkiejh
@thevarsity
@cnebeker
@ucsd
@birgitpower
@mobiuso

Top Mentioned in G6:
@johnnosta
@orbita_inc
@intelhealth
@vasnarasimhan
@fitbithealth
@adampellegrini
@novartis
@chrisdancy
@pharmaphorum

Top Mentioned in G7:
@tbaupuig
@medialab
@animares
@zgjr
@realityvrhack
@fllordachs
@anoizet
@jordiswiss
@sanitas
@landreu

Top Mentioned in G8:
@slavakurilyak
@produvia
@ahier
@evankirstel
@johnnosta
@irmaraste
@andi_staub
@deeplearn007
@antonioselas
@antgrasso

Top Mentioned in G9:
@propellerhealth
@robertoascione
@healthware_intl
@meganecoder
@dtx_alliance
@frontiershealth
@resmed
@pharmaphorum
@jessdamassa

Top Mentioned in G10:
@lancetdigitalh
@keystonesymp
@_suesiegel

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@globeandmail
@politico
@mailonline
@caring_mobile
@dailymailuk
@kuriharan
@techjunkiejh
@spirosmargaris
@ipfconline1

Top Tweeters in G1:
@evankirstel
@kuriharan
@spirosmargaris
@jblefevre60
@sminaev2015
@jerome_joffre
@haroldsinnott
@chboursin
@dhinchcliffe
@mikequindazzi

Top Tweeters in G2:
@esasahara
@mailmystatement
@srcarecorner
@hcnowradio
@bswavely
@myaid4you
@dominic_tyer
@maniraahmad
@saphealth
@bithealth

Top Tweeters in G3:
@tictoc
@dme_health
@dme_jun
@cornejovalle
@thomas_wilckens
@eu_health
@naomifried
@perdomojavier
@megan
@dhscgovuk

Top Tweeters in G4:
@wef
@innonurse
@claudiomkd
@health2con
@himss
@goodnewsfinland
@businessfinland
@ehealth_eu
@martinsanon
@himsseurope

Top Tweeters in G5:
@caring_mobile
@techjunkiejh
@datadrivencare
@birgitpower
@amruthasuri
@tunstallhealth
@thevarsity
@sbmdigitalhlth
@sbmpresident
@medtouch

Top Tweeters in G6:
@johnnosta
@ericyuany
@iamukasa
@pharmaphorum
@chrisdancy
@gil_bashe
@novartis
@kaysharbor
@intelhealth
@adampellegrini

Top Tweeters in G7:
@zgjr
@fllordachs
@tbaupuig
@medialab
@sanitas
@anoizet
@jordiswiss
@afbarbiero
@landreu
@asabarna

Top Tweeters in G8:
@ipfconline1
@z2duqob3i6ejzmo
@psb_dc
@ahier
@andi_staub
@guzmand
@sallyeaves
@deeplearn007
@antgrasso
@schmarzo

Top Tweeters in G9:
@health_xl
@healthware_intl
@propellerhealth
@resmed
@jessdamassa
@robertoascione
@frontiershealth
@dtx_alliance
@meganecoder

Top Tweeters in G10:
@allpowersphysio
@keystonesymp
@iamnotthelotus
@_suesiegel
@innovateucla
@erwinbottinger
@steinfeldtjakob
@rwithaview
@lancetdigitalh


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