Tweets Analysis - Keyword: @ShikhaJainMD
Overview
Total number of tweets analysed
381
Earliest tweet was on
2023-02-10
Latest tweet was on
2023-02-20
Tweets covering
10 days
Average age of authors' accounts
8 years
Summarization
This conversation focuses on the effectiveness of masks in protecting against germs and illnesses. The participants discuss their experiences with using masks and point out that it is an important measure in disease prevention. Proper adoption and usage of masks is required for it to be successful. People also recognize that misinformation and lack of respect towards masking contributes to its weaker effect. Thus, making sure masks are worn correctly and used in the right way is important for effective protection.
Topic Modeling
- Healthcare
- Use of masks/handwashing/precautions for Covid-19/other illnesses
- Misinformation
- Efficacy of different interventions
- Women in Medicine
Emotional Analysis
The emotions expressed in these tweets range from determination to protect oneself from potential exposure to infectious diseases to frustration at the prevalence of misinformation and the lack of respect for others when it comes to public health measures. There is also a sense of admiration for those who take the initiative to promote the use of masks and other public health measures, as well as a feeling of solidarity with those working to ensure public health and safety.
Trend Analysis
- Masks can be effective at preventing the spread of virus
- The importance of proper hand washing
- False propaganda about masks not working
- Women in medicine
- Intention-to-Treat Analysis
Types of Tweets
Number of Retweets
46
Percentage of total tweets
12%
Number of Original tweets
4
Percentage of total tweets
1%
Number of tweets that contain Mentions
381
Percentage of total tweets
100%
Number of tweets that were Replies
326
Percentage of total tweets
85%
Number of tweets that were Quotes
17
Percentage of total tweets
4%
Number of tweets that contain Hashtags
35
Percentage of total tweets
9%
Top 5 devices used to tweet
| Source | Count |
|---|---|
| Twitter for iPhone | 210 |
| Twitter Web App | 84 |
| Twitter for Android | 71 |
| Twitter for iPad | 11 |
| SocialPilot.co | 4 |
What devices were used to tweet
Top 10 accounts with highest followers count
| Username | Name | Bio | Followers count |
|---|---|---|---|
| MackayIM | ɪᴀɴ ᴍ. ᴍᴀᴄᴋᴀʏ, ᴘʜᴅ 🦠🤧🧬🥼🦟🧀 | virologist. husband. dad. reader. writer. fixer. bad typist. learner. in no order. opinions mine alone. Also here-https://t.co/KMyCSWJNku | 123,657 |
| MelissaOnline | Melissa Stewart | Founder @sheownsitco #Nashville. Purveyor of Possibility. Mindset + Business Coach. #Entrepreneur Encourager. #Coffee Enabler. Just. Get. Started. | 121,971 |
| celinegounder | Céline Gounder, MD, ScM, FIDSA 🇺🇦 | Medicine/Infectious Disease/Epidemiology/@KFF @KHNews Senior Fellow & Editor-at-Large for Public Health/@CBSNews contributor/@NYUGrossman prof/@BellevueHosp doc | 115,677 |
| meganranney | Megan Ranney MD MPH 🌻 | I fix problems and promote health 🔸️Deputy Dean @brown_sph 🔸️ER doc @Brown_Emergency🔸️Director @BrownDigiHealth🔸️ Cofounder @researchaffirm #ThisIsOurLane | 114,412 |
| jeremyfaust | Jeremy Faust MD MS (ER physician) | ⚕️Health Policy/Public Health https://t.co/H2noMmYblO @BrighamWomens @HarvardMed @foampodcast✍️Editor-in-Chief: @medpagetoday 🎵Director: @longwoodchorus | 102,315 |
| DrRobDavidson | Dr. Rob Davidson MD, MPH | Dad, husband, and ER doc. Executive Director of @ctphealthcare. #MPH ‘22 @umichsph. All people deserve affordable healthcare. | 83,943 |
| acweyand | Shematologist, MD | Peds hematologist oncologist, mother, dreamer, pacifist, justice seeker.Clueless Mother Theresa #HCWvsHunger #CakeForBreakfast https://t.co/4SLDqCEUWS | 70,102 |
| syramadad | Dr. Syra Madad | ID Epidemiologist & Biosecurity Advisor ▪️Sr Director Special Pathogens @NYCHealthSystem▪️Faculty @TheNETEC @BUCEID▪️Fellow @BelferCenter | 69,837 |
| CarlosdelRio7 | Carlos del Rio | Executive Associate Dean Emory@Grady; co-Director Emory CFAR; International Secretary of NAM & President IDSA. Posted opinions are own. RT not endorsements. | 56,286 |
| arghavan_salles | Arghavan Salles, MD, PhD | media contributor | DEI researcher/consultant | speaker | arghavansallesmdphd@mastodon.social | feminist | yogini | words at places | views mine | she/her | 52,119 |
Top 10 accounts with highest friends count
| Username | Name | Bio | Followers count |
|---|---|---|---|
| MelissaOnline | Melissa Stewart | Founder @sheownsitco #Nashville. Purveyor of Possibility. Mindset + Business Coach. #Entrepreneur Encourager. #Coffee Enabler. Just. Get. Started. | 67,614 |
| sminaev2015 | Sergey Minaev | Professor of pediatric surgery #sminaev #SurgTweeting #pediatric #surgery #healthtech #digitalhealth #ILookLikeASurgeon #Health | 33,991 |
| HeartOTXHeartMD | John P Erwin III MD FACC | #Husband #Father #BigPoppy #MayoClinic trained #Cardiologist. ✭ Highly Educated- seeking #Wisdom ✭ “A Cheerful #Heart is Good #Medicine “#Proverbs17:22 ✭🫀🏈 | 27,477 |
| REGENETARIANISM | REGENETARIANISM | Writer, researcher, retired food industry consultant & unabashed NERD exploring the connections betw soil & nutritional science + botany & atmospheric chemistry | 22,252 |
| arghavan_salles | Arghavan Salles, MD, PhD | media contributor | DEI researcher/consultant | speaker | arghavansallesmdphd@mastodon.social | feminist | yogini | words at places | views mine | she/her | 15,637 |
| DrvanTilburg | Miranda van Tilburg | Professor at Marshall U, UNC, UW, CUSOM. Director Research at CFV. Sharing news on child health, #parenting. Gut expert. Legacy blue verified. | 13,407 |
| JulieSilverMD | Julie Silver, MD | Associate Chair/Associate Professor Dept of PM&R @HarvardMed & @SpauldingRehab | Researcher #Rehabilitation #Cancer #Disparities | #Physiatry | #PROWD | She/Her | 11,702 |
| drjessigold | Jessi Gold MD MS | Psychiatrist. Freelance writer. College & Physician Mental Health. To quote the show Wednesday, “Smart, Sarcastic, & A little dead inside.” Opinions=My Own | 8,636 |
| BurgartBioethix | Alyssa Burgart, MD, MA 🚢 (She/Her/Anesthesia) | Bioethics & Anesthesiology, but cuter (& scarier) for kids! Accomplice for Human Dignity. Editor at @bioethics_net | 8,469 |
| FutureDocs | Vinny Arora MD MAPP | Dean for Medical Education @uchipritzker transforming how docs learn & care for patients. Tweets my views only. (she/hers) | 8,231 |
Most active users
| Username | Bio | Number of tweets |
|---|---|---|
| ETSshow | Hospitalist. Host/Producer of Explore The Space Podcast. Keynote & TEDx Speaker. #MedGrind #MedLasso #Pluripotent #ETSChat “Onward. Forward!” | 9 |
| QueenOfHeartsSF | If you can’t dazzle them with brilliance, you can baffle them with nonsense | Belarus-born ✡️ 🇺🇦 | biotech | AI | bitcoin | 8 |
| arghavan_salles | media contributor | DEI researcher/consultant | speaker | arghavansallesmdphd@mastodon.social | feminist | yogini | words at places | views mine | she/her | 8 |
| AardvarkAmos | - | 6 |
| aoglasser | Hospitalist Associate Professor @OHSU_DHM @OHSUAnesthesia, PreOp Clinic Medical Director @OHSUSOM, Assistant PD @OHSUIMRes, VP @SPAQIedu, @WIMSummit Blog Editor | 6 |
| SamuelLowry7 | Coming Soon: Fully Automated Luxury Communism! | 5 |
| acweyand | Peds hematologist oncologist, mother, dreamer, pacifist, justice seeker.Clueless Mother Theresa #HCWvsHunger #CakeForBreakfast https://t.co/4SLDqCEUWS | 5 |
| AnneMaine3 | #TrudeauMustGo#IStandWithDanielleSmith against discrimination Conservative. Christian. Not here to follow but to connect w like minded pple. I follow back | 5 |
| REGENETARIANISM | Writer, researcher, retired food industry consultant & unabashed NERD exploring the connections betw soil & nutritional science + botany & atmospheric chemistry | 5 |
| meccamaggie | Holistic Health Educator, 100% FDA Unapproved, Truther. Creator. Warrior Healer. Survivor of Vaccine Injuries | 5 |
Tweets per day
Top 10 tweets with highest Retweet count
| ID | Text | Retweet count |
|---|---|---|
| 1627075329444696066 | @andrea_s_bitar @ShikhaJainMD People don’t wash their hands well enough. But we don’t have a movement of people saying handwashing is bad because it “doesn’t work” and it’s tyranny. So yes it’s only as good as community adoption, but we don’t give up the measure just because the community sucks at it right? | 5 |
| 1627095729109086208 | @ShikhaJainMD As a young nurse I took care of many patients with active TB, 40 years later I still test negative for exposure to TB. Still working in a hospital, haven’t had Covid yet, I know masks work. | 5 |
| 1626307110123237377 | Who else is getting excited about @TedLasso & @jenisicecreams collab in time for the premiere?!?! #MedLasso @ETSshow @ShikhaJainMD @JessieAllanMD @drjessigold @acweyand @HeartOTXHeartMD @KTamirisaMD https://t.co/ZQC5896prE | 4 |
| 1625633332640854017 | Happy to have our @UICHemOnc colleague @DrKarineTawagi in the #GU23 Featured Voices at @ASCO @UICancerCenter @DrVKGadi @ShikhaJainMD 👏 https://t.co/XSkyhyPEDx | 4 |
| 1627718943350587412 | @HansaBhargavaMD @MelissaOnline @somedocs @FutureDocs @ShikhaJainMD @DrJaimeFriedman @arghavan_salles @drjessigold @DocEMurray @amykpatel @AmyOxentenkoMD @criley_md Thanks friend 💓💓💓 a must-follow list. Also@EmmyBetz @JenniferNuzzo @Nelba_MG @celinegounder @MatiH_ID @cclareMDMPH @Rsbeidas @ElinoreJKaufman @drtaranarula @DrDarria@cmyeaton @dr_kkjetelina@askdrfitz@divadocsbos great women in #publichealth & #healthcare | 4 |
| 1627036858831212546 | @ShikhaJainMD Exactly. https://t.co/EDuB4YxB6z | 3 |
| 1627166924970000384 | @ShikhaJainMD @jospoke1 “The condom didn’t work when you poked holes in it so prophylactics don’t work.” | 3 |
| 1627180732853415936 | @stevecripe57 @ShikhaJainMD https://t.co/8gfb9NNrXc | 2 |
| 1627312892017254400 | @ShikhaJainMD There’s an anti mask agenda. They work. We’ve been wearing them out west in fire season for decades and even to exercise outdoors in high pollen season. I find these studies that “prove” they don’t work frustrating. | 2 |
| 1627728731232952321 | @meganranney @HansaBhargavaMD @MelissaOnline @somedocs @FutureDocs @ShikhaJainMD @DrJaimeFriedman @arghavan_salles @drjessigold @DocEMurray @amykpatel @AmyOxentenkoMD @criley_md @EmmyBetz @JenniferNuzzo @Nelba_MG @MatiH_ID @cclareMDMPH @Rsbeidas @ElinoreJKaufman @drtaranarula @DrDarria @cmyeaton @dr_kkjetelina @askdrfitz @divadocsbos ❤️👩🏽⚕️💪🏾👊🏾and more to follow:@AmmahStarr @BhadeliaMD @RebeccaKatz5 @syramadad @jenkatesdc @rkhamsi @TheStephSy @Prof_HeidiAllen @choo_ek @heather_berlin @HelenBranswell @mutalenkonde @sherifink | 2 |
Top 10 tweets with highest Like count
| ID | Text | Like count |
|---|---|---|
| 1627095729109086208 | @ShikhaJainMD As a young nurse I took care of many patients with active TB, 40 years later I still test negative for exposure to TB. Still working in a hospital, haven’t had Covid yet, I know masks work. | 70 |
| 1627036858831212546 | @ShikhaJainMD Exactly. https://t.co/EDuB4YxB6z | 50 |
| 1627075329444696066 | @andrea_s_bitar @ShikhaJainMD People don’t wash their hands well enough. But we don’t have a movement of people saying handwashing is bad because it “doesn’t work” and it’s tyranny. So yes it’s only as good as community adoption, but we don’t give up the measure just because the community sucks at it right? | 43 |
| 1627166924970000384 | @ShikhaJainMD @jospoke1 “The condom didn’t work when you poked holes in it so prophylactics don’t work.” | 38 |
| 1626960371092185088 | @ShikhaJainMD @PeteL1973 There is a general theory that things work better if used as intended. | 26 |
| 1627095264074022917 | @andrea_s_bitar @ShikhaJainMD On the contrary, there are times I see men leaving the men’s room after taking a # 2 and not washing their hands, and I call them out on it. And I do think it demonstrates a basic lack of respect for others to walk around touching common objects with poop residue on your hands. | 23 |
| 1627086847406120960 | @andrea_s_bitar @ShikhaJainMD The false propaganda that masks “don’t work” is part of the reason they didn’t work so well at the community level. People decided not to wear them based on misinformation. | 21 |
| 1627026328410279936 | @ShikhaJainMD And "minding the gaps"... https://t.co/PvoSbDqUn6 | 20 |
| 1627144078835032065 | @ShikhaJainMD And please wear the correct masks that have been proven to be most effective. (This is a message for all my Healthcare workers who are still wearing the blue surgical masks.) | 17 |
| 1626993547705479168 | @ShikhaJainMD I was at a doc appt this week and it was the first time I noticed what seemed to be a more deliberate shift in masking (in waiting area). There's always been the under the nose drift... but there were people w them under their chin - for the entire time (I was there for hours.) | 15 |
Top 3 Languages Used In Tweets
Top 10 Hashtags used
| Hashtag | Count |
|---|---|
| #wimstrongertogether | 5 |
| #healthcare | 4 |
| #medlasso | 4 |
| #culturalcompetency | 3 |
| #heforshe | 3 |
| #gu23 | 3 |
| #womentofollow | 2 |
| #publichealth | 2 |
| #presidentsday | 2 |
| #culturalsafety | 2 |
Top 10 Hashtags Used In Tweets
Top 10 mentions
| Mention | Count |
|---|---|
| @shikhajainmd | 384 |
| @drjessigold | 70 |
| @evebmd | 62 |
| @arghavan_salles | 59 |
| @acweyand | 58 |
| @futuredocs | 56 |
| @etsshow | 54 |
| @amyoxentenkomd | 44 |
| @aoglasser | 40 |
| @wimsummit | 38 |
Top 10 mentions
Wordcloud of Tweets
Emojis
Average number of emojis used per tweet
33
Emojis used in tweets
| Emoji | Count | Emoji Text |
|---|---|---|
| 😂 | 10 | face_with_tears_of_joy |
| ❤️ | 8 | red_heart |
| 👩🏽⚕️ | 8 | woman_health_worker_medium_skin_tone |
| 💓 | 7 | beating_heart |
| ✅ | 7 | check_mark_button |
| 🤣 | 7 | rolling_on_the_floor_laughing |
| 👩🏿⚕️ | 6 | woman_health_worker_dark_skin_tone |
| 💕 | 4 | two_hearts |
| 👩🏻⚕️ | 4 | woman_health_worker_light_skin_tone |
| 👩🏼⚕️ | 4 | woman_health_worker_medium-light_skin_tone |
Emojis groups
| Emoji Group | Count |
|---|---|
| Smileys & Emotion | 62 |
| People & Body | 48 |
| Symbols | 7 |
| Activities | 4 |
| Animals & Nature | 2 |
| Objects | 2 |
| Travel & Places | 1 |