Keyword Search: Finds papers that have matching keywords in their title, abstract, or authors.
- Not be able to generalize a search query

Semantic Search: Recognizes connections between words and finds similarities between papers and the search query.
- Searches for previously unknown research fields using queries in the form of a sentence or question.


University of Michigan - Ann Arbor

- Find platforms similar to 1Cademy
- Summarize interesting features that could benefit 1Cademy
- Using these findings, come up with solutions to make 1Cademy a better platform

Comparative Analysis of 1Cademy

More senior Researchgate members who are experts in a particular field of science volunteer to contribute and recommend publications to other researchers to read and discuss.  

Researchgate's key contributor feature

A feature that helps researchers to connect and collaborate on COVID-19 research.
Helps search for researchers by location, discipline, location, career level, and skills.

Researchgate Expert Finder 

Experienced members of Researchgate who are experts in a particular field (e.g. epidemiology, ecology, virology, etc) who help make recommendations about what content should be displayed. They do not have the ability to influence the visibility of the content. Also, they do not have the ability to review content that violated Researchgate's policies. 
However, they do have the ability to limit the number of submissions a member can make within a topic area.

Researchgate Community Moderator

Members can post questions and start discussions with other members in their research community. Facilitates the flow of knowledge and progress on one's research 

Researchgate Posting Questions and Discussions

Collabvoid sorts its papers by creating categories (e.g. transmission, treatment, prevention, etc.) Each category has a brief description about it including the total number of papers. It also includes the number of papers that were added within the past seven days and within the past 30 days

Collabvoid Paper Categories

Collabvoid: Semantic Search v. Keyword Search

Displays and categories papers by location across the globe using countries, regions, and cities of publication. Once a location has been selected, it shows all papers published from that location.

Collabvoid: Research Map

- Lists features and functions that it currently has and will include in the future
- Details where their data comes from 
- Details how uncommon features are used

Collabvoid FAQ Page

Users can select the peer review filter to view publications that have been reviewed or ones that have not been reviewed

COVID Scholar Peer Review Filter

- Quotes to search for a specified multi-word phrase
- Plus sign and search-term to specify the result must include the term
- Minus sign and search-term to specify the result must exclude the term
- Parenthesis to specify OR matches any of the terms inside
- Field name: search-term to search for publications in specific fields

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