This paper is in the following e-collection/theme issue:

Infodemiology and Infoveillance (1349) Machine Learning (1465) Infoveillance, Infodemiology, Digital Disease Surveillance, Infodemic Management (1041) Ecological Momentary Assessment (EMA) (309) Attention Deficit Disorder (ADD/ADHD) (60)

Published on in Vol 22, No 2 (2020): February

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/16466, first published .
Twitter Analysis of the Nonmedical Use and Side Effects of Methylphenidate: Machine Learning Study

Twitter Analysis of the Nonmedical Use and Side Effects of Methylphenidate: Machine Learning Study

Twitter Analysis of the Nonmedical Use and Side Effects of Methylphenidate: Machine Learning Study

Authors of this article:

Myeong Gyu Kim1 Author Orcid Image ;   Jungu Kim1 Author Orcid Image ;   Su Cheol Kim2 Author Orcid Image ;   Jaegwon Jeong2 Author Orcid Image
Article Authors Cited by (25) Tweetations (9) Metrics

Journals

  1. Singh T, Roberts K, Cohen T, Cobb N, Wang J, Fujimoto K, Myneni S. Social Media as a Research Tool (SMaaRT) for Risky Behavior Analytics: Methodological Review. JMIR Public Health and Surveillance 2020;6(4):e21660 View
  2. Alvarez-Mon M, Llavero-Valero M, Asunsolo del Barco A, Zaragozá C, Ortega M, Lahera G, Quintero J, Alvarez-Mon M. Areas of Interest and Attitudes Toward Antiobesity Drugs: Thematic and Quantitative Analysis Using Twitter. Journal of Medical Internet Research 2021;23(10):e24336 View
  3. Kim M, Kim M, Kim J, Kim K. Fine-Tuning BERT Models to Classify Misinformation on Garlic and COVID-19 on Twitter. International Journal of Environmental Research and Public Health 2022;19(9):5126 View
  4. Medina A, Kabani A, Reyes-Vasquez C, Dafny N. Age differences to methylphenidate-NAc neuronal and behavioral recordings from freely behaving animals. Journal of Neural Transmission 2022;129(8):1061 View
  5. Schmitz F, Ferreira F, Silveira J, V. R. Júnior O, T. S. Wyse A. Effects of methylphenidate after a long period of discontinuation include changes in exploratory behavior and increases brain activities of Na+,K+-ATPase and acetylcholinesterase. Neurobiology of Learning and Memory 2022;192:107637 View
  6. Purushothaman V, McMann T, Li Z, Cuomo R, Mackey T. Content and trend analysis of user-generated nicotine sickness tweets: A retrospective infoveillance study. Tobacco Induced Diseases 2022;20(March):1 View
  7. Schmitz F, Silveira J, Venturin G, Greggio S, Schu G, Zimmer E, Da Costa J, Wyse A. Evidence That Methylphenidate Treatment Evokes Anxiety-Like Behavior Through Glucose Hypometabolism and Disruption of the Orbitofrontal Cortex Metabolic Networks. Neurotoxicity Research 2021;39(6):1830 View
  8. Alex B, Whyte D, Duma D, Owen R, Fairley E. Classifying patient and professional voice in social media health posts. BMC Medical Informatics and Decision Making 2021;21(1) View
  9. de Anta L, Alvarez-Mon M, Ortega M, Salazar C, Donat-Vargas C, Santoma-Vilaclara J, Martin-Martinez M, Lahera G, Gutierrez-Rojas L, Rodriguez-Jimenez R, Quintero J, Alvarez-Mon M. Areas of Interest and Social Consideration of Antidepressants on English Tweets: A Natural Language Processing Classification Study. Journal of Personalized Medicine 2022;12(2):155 View
  10. Yuan A, King N, Kharas N, Yang P, Dafny N. The effect of environment on cross-sensitization between methylphenidate and amphetamine in female rats. Physiology & Behavior 2022;252:113845 View
  11. Yuan A, Kharas N, King N, Yang P, Dafny N. Methylphenidate cross-sensitization with amphetamine is dose dependent but not age dependent. Behavioural Brain Research 2023;438:114178 View
  12. Kasson E, Filiatreau L, Davet K, Kaiser N, Sirko G, Bekele M, Cavazos-Rehg P. Examining Symptoms of Stimulant Misuse and Community Support Among Members of a Recovery-Oriented Online Community. Journal of Psychoactive Drugs 2024;56(3):422 View
  13. Yuan A, Claussen C, Jones Z, Tang B, Dafny N. Methylphenidate induces a different response in the dorsal raphe as compared to ventral tegmental area and locus coeruleus: behavioral and concomitant neuronal recordings in adult rats. Journal of Neural Transmission 2023;130(12):1579 View
  14. Shin H, Yuniar C, Oh S, Purja S, Park S, Lee H, Kim E. The Adverse Effects and Nonmedical Use of Methylphenidate Before and After the Outbreak of COVID-19: Machine Learning Analysis. Journal of Medical Internet Research 2023;25:e45146 View
  15. Reyes-Vasquez C, Jones Z, Tang B, Dafny N. Dopamine, Norepinephrine and Serotonin Participate Differently in Methylphenidate Action in Concomitant Behavioral and Ventral Tegmental Area, Locus Coeruleus and Dorsal Raphe Neuronal Study in Young Rats. International Journal of Molecular Sciences 2023;24(23):16628 View
  16. Mayer B, Kringel D, Lötsch J. Artificial intelligence and machine learning in clinical pharmacological research. Expert Review of Clinical Pharmacology 2024;17(1):79 View
  17. Kwon J, Kim J, Lim K, Kim M. Integration of the Natural Language Processing of Structural Information Simplified Molecular-Input Line-Entry System Can Improve the In Vitro Prediction of Human Skin Sensitizers. Toxics 2024;12(2):153 View
  18. Dafny N, Claussen C, Frazier E, Liu Y. Differential Roles of Key Brain Regions: Ventral Tegmental Area, Locus Coeruleus, Dorsal Raphe, Nucleus Accumbens, Caudate Nucleus, and Prefrontal Cortex in Regulating Response to Methylphenidate: Insights from Neuronal and Behavioral Studies in Freely Behaving Rats. International Journal of Molecular Sciences 2024;25(11):5938 View
  19. Rieder A, Ramires Júnior O, Prauchner G, Wyse A. Effects of methylphenidate on mitochondrial dynamics and bioenergetics in the prefrontal cortex of juvenile rats are sex-dependent. Progress in Neuro-Psychopharmacology and Biological Psychiatry 2024;134:111057 View
  20. Lamy F, Meemon N. Exploring Twitter chatter to assess the type and availability of cannabis-related products in Thailand. Journal of Ethnicity in Substance Abuse 2024:1 View
  21. Dafny N, Elizondo G, Perez-Vasquez C. Differential Impact of Serotonin Signaling Methylphenidate on Young versus Adult: Insights from Behavioral and Dorsal Raphe Nucleus Neuronal Recordings from Freely Behaving Rats. International Journal of Molecular Sciences 2024;25(15):8082 View
  22. Schmitz F, Durán-Carabali L, Rieder A, Silveira J, Ramires Junior O, Bobermin L, Quincozes-Santos A, Alves V, Coutinho-Silva R, Savio L, Coelho D, Vargas C, Netto C, Wyse A. Methylphenidate Exposing During Neurodevelopment Alters Amino Acid Profile, Astrocyte Marker and Glutamatergic Excitotoxicity in the Rat Striatum. Neurotoxicity Research 2024;42(5) View