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In addition, 1 study from the open source and 1 from industrial technique research studies utilized a method of manual training to tailor the tool for their specific research study data [] Table 1.  Related Source Here  used for sentiment analysis. Author, Year, Location, Discipline, Sentiment towards, Type of method, Bhattacharya et al [] 2012United States, Public health25 Federal health firms, Open source, Black et al [] 2011United States, Emergency medicine2011 Japanese earthquake and tsunami, Commercial, Cole-Lewis et al [] 2013-2014United States, Public health, E cigarette, Produced for study, Daniulaityte et al [] 2016United States, Public health, Sentiment towards drug-related tweets, Produced for research study, Desai et al [] 2011United States, Medical conference, Twitter activity at Kidney Week 2011Produced for research study, Greaves et al [] 2012United Kingdom, Public health, Hospital quality, Commercial, Hawkins et al [] 2015United States, Public health, Healthcare facility quality, Open source, Myslin et al [] 2012Global, Public health, Tobacco, Produced for research study, Nwosu et al [] 2015Global, Illness specific, Palliative medication, Open source, Ramagopalan et al [] 2006-2014United States, Illness treatment, Numerous sclerosis treatments, Open source, Sofean and Smith [] 2013United States, Public health, Tobacco, Produced for research study, Tighe et al [] 2015United States, Illness symptoms, Discomfort, Produced for research study, Table 2.

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Author, Tool, Annotators, Kappa, By hand annotated sample, Sample size, By hand annotated compared with overall sample, n (%)Cole-Lewis et al [] Produced for study: artificial intelligence classifiers based upon 5 categories (NB, KNN, and SVM)6. 6425017,098250 (1. 46)Desai et al [] Produced for study: guideline based using AFINN (Called after the author, Finn Arup Neilsen)N/A N/A N/A 993N/A Daniulaityte et al [] Produced for research study: logistic regression, NB, SVM2.

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7100073621000 (13. 58)Sofean and Smith [] Produced for study: 5-fold validation using assistance vector devices (SVM's) model utilizing Waikato Environment for Understanding Analysis toolkit toolkit, N/A N/A 500N/A N/A Tighe et al [] Produced for study: rule based using AFINNN/A N/A N/A 65,000 N/A Bhattacharya et al [] Open source: Senti, Strength3N/A N/A 164,104 N/A Hawkins et al [] Open source: artificial intelligence classifier using Python library Text, Blob2+Amazon Mechanical Turk >.