Skills & techniques: Text mining, sentiment analysis, topic modeling, social media analytics, R, Python.
Justification
- Inform the general public about scientific discoveries.
- Inform people about the benefits of intermittent fasting and its effects on longevity.
- Determine the pros and cons of this practice.
- Provide techniques for scientists to share scientific information to the general public.
Intermittent fasting or time-restricted eating
- Fasting is the act of abstaining to eat for a number of days
- Time-restricted eating is the act of abstaining from eating for a number of hours.
- 16:8
- 20:4
- 12:12
- 14:10
- It has been shown to have numerous health benefits.
Positive Sentiment
Topic modeling
Weight loss mechanisms and popular diets
[‘reduced’, ‘review’, ‘energy’, ‘present’, ‘ad’, ‘popular’, ‘meal’, ‘loss’, ‘mechanisms’, ‘study’]
Positive metabolic benefits of healthy eating and exercise programs
[‘program’, ‘expression’, ‘metabolic’, ‘calorie’, ‘improve’, ‘benefits’, ‘positive’, ‘healthy’, ‘humans’, ‘protein’]
The impact of fasting on metabolic health and weight management
[‘including’, ‘fasting’, ‘benefits’, ‘impact’, ‘studies’, ‘ramadan’, ‘effective’, ‘metabolic’, ‘results’, ‘weight’]
Experimental models and beneficial metabolic pathways for calorie intake
[‘metabolic’, ‘pathways’, ‘caloric’, ‘day’, ‘beneficial’, ‘food’, ‘intake’, ‘experimental’, ‘models’, ‘animal’]
Experimental models and beneficial metabolic pathways for calorie intake
[‘types’, ‘mice’, ‘different’, ‘days’, ‘studies’, ‘day’, ‘including’, ‘effective’, ‘body’, ‘male’]
Negative sentiment
Topic modeling
Animal models and limited benefits of certain practices for survival and aging
[‘help’, ‘benefits’, ‘practiced’, ‘survival’, ‘aging’, ‘models’, ‘animal’, ‘food’, ‘shown’, ‘limited’]
The effects of daily 12-hour fasting on liver function and intake
[‘prolonged’, ‘daily’, ‘study’, ‘shows’, ‘include’, ‘liver’, ‘time’, ‘intake’, ’12’, ‘practice’]
The role of the SIRT1 enzyme and implicated genes in human aging over the past years
[‘past’, ‘years’, ‘popularity’, ‘enzyme’, ‘sirt1’, ‘role’, ‘implicated’, ‘genes’, ‘aging’, ‘human’]
Widely used caloric type to enhance body benefits in different mouse groups
[‘widely’, ‘groups’, ‘decreased’, ‘benefits’, ‘used’, ‘mice’, ‘enhance’, ‘type’, ‘caloric’, ‘body’]
Investigating the effects of prolonged time window for daily resistance training on increasing resistance
[‘window’, ‘increase’, ‘resistance’, ‘study’, ‘long’, ‘investigated’, ‘groups’, ‘daily’, ‘hours’, ‘time’]
