A STATISTICAL ANALYSIS OF SENTIMENT OVER DIFFERENT SOCIAL PLATFORMS ON DRUG USAGE ACROSS HIGH, MIDDLE AND LOW-INCOME COUNTRIES

被引:1
|
作者
Chhabra, Anureet [1 ]
Sharma, Akash [1 ]
Chhabra, Kunal [2 ]
Chhabra, Amit [1 ]
机构
[1] Panjab Univ, Chandigarh Coll Engn & Technol, Chandigarh, India
[2] Vellore Inst Technol, Vellore, India
来源
关键词
Sentiment Analysis; Drug consumption; drug overdose;
D O I
10.12694/scpe.v24i4.2471
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Social media serves as a platform for sharing information and connecting with others on various subjects, including healthcare and drugs. Analyzing drug sentiment from various social media like Twitter, reddit, quora etc are crucial for monitoring drug safety, identifying adverse reactions, and providing an early warning system for potential safety concerns, benefiting healthcare organizations and governments. This paper aims to study the opinions of people from all over the world by analyzing their messages, posts on social media. For this study 39,069 drug related message corpus were fetched making a comparison between the high income countries, and middle income and low income countries on the basis of drug consumption from 2021 to 2023. The dataset used for the study consisted of 41.63% text-corpus from high income countries out of which on an average from 2021 to 2023, 40.2% was found to have a positive sentiment. Whereas 34.65% of text-corpus are from middle-income countries out of which on an average 26.4% of was of a positive sentiment and 23.70% text-corpus are from low income countries with 23.6% having a positive sentiment. Furthermore, the primary factor for having such differences from people's sentiment on drug consumption from high to low income countries includes Cultural and Social Norms, Legalization, availability etc therefore, In high-income countries, drug use is more socially accepted than in other regions. This proposed study gives an insight into people's opinion on various drugs from different countries and regions. The results of this study attempted to understand how the public is responding to different types of information and to identify potential misinformation which can be used to formulate policies for existing and future drug prevention campaigns in order to improve public health and promote public education.
引用
收藏
页码:971 / 984
页数:14
相关论文
共 50 条
  • [41] Perioperative mortality rates in low-income and middle-income countries: a systematic review and meta-analysis
    Ng-Kamstra, Joshua S.
    Arya, Sumedha
    Greenberg, Sarah L. M.
    Kotagal, Meera
    Arsenault, Catherine
    Ljungman, David
    Yorlets, Rachel R.
    Agarwal, Arnav
    Frankfurter, Claudia
    Nikouline, Anton
    Lai, Francis Yi Xing
    Palmqvist, Charlotta L.
    Fu, Terence
    Mahmood, Tahrin
    Raju, Sneha
    Sharma, Sristi
    Marks, Isobel H.
    Bowder, Alexis
    Pi, Lebei
    Meara, John G.
    Shrime, Mark G.
    BMJ GLOBAL HEALTH, 2018, 3 (03):
  • [42] Physical inactivity and non-communicable disease burden in low-income, middle-income and high-income countries
    Katzmarzyk, Peter T.
    Friedenreich, Christine
    Shiroma, Eric J.
    Lee, I-Min
    BRITISH JOURNAL OF SPORTS MEDICINE, 2022, 56 (02) : 101 - +
  • [43] HIV outcomes among migrants from low-income and middle-income countries living in high-income countries: a review of recent evidence
    Ross, Jonathan
    Cunningham, Chinazo O.
    Hanna, David B.
    CURRENT OPINION IN INFECTIOUS DISEASES, 2018, 31 (01) : 25 - 32
  • [44] Curbing the rise of HIV drug resistance in low-income and middle-income countries: the role of dolutegravir-containing regimens
    Inzaule, Seth C.
    Hamers, Raph L.
    Doherty, Meg
    Shafer, Robert W.
    Bertagnolio, Silvia
    de Wit, Tobias F. Rinke
    LANCET INFECTIOUS DISEASES, 2019, 19 (07): : E246 - E252
  • [45] Household income predicts trajectories of child internalizing and externalizing behavior in high-, middle-, and low-income countries
    Lansford, Jennifer E.
    Malone, Patrick S.
    Tapanya, Sombat
    Uribe Tirado, Liliana Maria
    Zelli, Arnaldo
    Pena Alampay, Liane
    Al-Hassan, Suha M.
    Bacchini, Dario
    Bornstein, Marc H.
    Chang, Lei
    Deater-Deckard, Kirby
    Di Giunta, Laura
    Dodge, Kenneth A.
    Oburu, Paul
    Pastorelli, Concetta
    Skinner, Ann T.
    Sorbring, Emma
    Steinberg, Laurence
    INTERNATIONAL JOURNAL OF BEHAVIORAL DEVELOPMENT, 2019, 43 (01) : 74 - 79
  • [46] Delays in hospital admissions in patients with fractures across 18 low-income and middle-income countries (INORMUS): a prospective observational study
    Pouramin, Panthea
    Li, Chuan Silvia
    Busse, Jason W.
    Sprague, Sheila
    Devereaux, P. J.
    Jagnoor, Jagnoor
    Ivers, Rebecca
    Bhandari, Mohit
    LANCET GLOBAL HEALTH, 2020, 8 (05): : E711 - E720
  • [47] A comparative analysis of supply chain factors impacting COVID-19 vaccine security in high-income countries (HICs) and low-income and middle-income countries (LMICs)
    Puri, Manveen
    Veillard, Jeremy H.
    Brown, Adalsteinn
    Klein, David
    BMJ GLOBAL HEALTH, 2024, 9 (11):
  • [48] Variations in risks from smoking between high-income, middle-income, and low-income countries: an analysis of data from 179 000 participants from 63 countries
    Sathish, Thirunavukkarasu
    Teo, Koon K.
    Britz-McKibbin, Philip
    Gill, Biban
    Islam, Shofiqul
    Pare, Guillaume
    Rangarajan, Sumathy
    Duong, MyLinh
    Lanas, Fernando
    Lopez-Jaramillo, Patricia
    Mony, Prem K.
    Pinnaka, Lakshmi
    Kutty, Vellappillil Raman
    Orlandini, Andres
    Avezum, Alvaro
    Wielgosz, Andreas
    Poirier, Paul
    Alhabib, Khalid F.
    Temizhan, Ahmet
    Chifamba, Jephat
    Yeates, Karen
    Kruger, Iolanthe M.
    Khatib, Rasha
    Yusuf, Rita
    Rosengren, Annika
    Zatonska, Katarzyna
    Iqbal, Romaina
    Lui, Weida
    Lang, Xinyue
    Li, Sidong
    Hu, Bo
    Dans, Antonio L.
    Yusufali, Afzal Hussein
    Bahonar, Ahmad
    O'Donnell, Martin J.
    McKee, Martin
    Yusuf, Salim
    LANCET GLOBAL HEALTH, 2022, 10 (02): : E216 - E226
  • [49] Adherence to antiretroviral therapy during and after pregnancy in low-income, middle-income, and high-income countries: a systematic review and meta-analysis
    Nachega, Jean B.
    Uthman, Olalekan A.
    Anderson, Jean
    Peltzer, Karl
    Wampold, Sarah
    Cotton, Mark F.
    Mills, Edward J.
    Ho, Yuh-Shan
    Stringer, Jeffrey S. A.
    McIntyre, James A.
    Mofenson, Lynne M.
    AIDS, 2012, 26 (16) : 2039 - 2052
  • [50] Availability and affordability of cardiovascular disease medicines and their effect on use in high-income, middle-income, and low-income countries: an analysis of the PURE study data
    Khatib, Rasha
    Mckee, Martin
    Shannon, Harry
    Chow, Clara
    Rangarajan, Sumathy
    Teo, Koon
    Wei, Li
    Mony, Prem
    Mohan, Viswanathan
    Gupta, Rajeev
    Kumar, Rajesh
    Vijayakumar, Krishnapillai
    Lear, Scott A.
    Diaz, Rafael
    Avezum, Alvaro
    Lopez-Jaramillo, Patricio
    Lanas, Fernando
    Yusoff, Khalid
    Ismail, Noorhassim
    Kazmi, Khawar
    Rahman, Omar
    Rosengren, Annika
    Monsef, Nahed
    Kelishadi, Roya
    Kruger, Annamarie
    Puoane, Thandi
    Szuba, Andrzej
    Chifamba, Jephat
    Temizhan, Ahmet
    Dagenais, Gilles
    Gafni, Amiram
    Yusuf, Salim
    LANCET, 2016, 387 (10013): : 61 - 69