Each term is searched in the title of all publications by all researchers. If the filter "publications per year" is activated, the search is restricted to the period that comprises the start and end years indicated therein. The results are presented in descending order of frequency, followed by the total number of publications and, finally, in the alphabetical order of the researchers' names.How were the researchers appearing in this platform selected? List of terms related to neuroscience, psychology or education:
Access the following link to view the list of terms generated in step 1 of this platform: words.When the database was collected
The collection of Lattes curricula was carried out in 2023, august.What do the terms mean? Freq, Eve, Jou, Cha, Boo, TP and SA & C in the results table?
The term "Category" refers to one of the 334 ASJC (All Science Journal Classification) categories proposed in the document titled: "What is the complete list of Scopus Subject Areas and All Science Journal Classification Codes (ASJC)?", and represents a topic in which the publication is categorized. When referred to in relation to an expert, it means that this is the category in which the academic has the most classified publications.What do the abbreviations HS, LS, MU, PS, and SH stand for in the Subject Area chart and search results?
The abbreviations HS, LS, MU, PS, and SH represent the five subject areas in which the publications are categorized. The following table provides a breakdown of these areas, including all 334 possible categories.
|Abbreviation and Subject Area
Each publication was categorized into one of the 334 ASJC categories (and corresponding Subject Area) using methods based on ChatGPT and multilingual BERT. Essentially, approximately 40,000 of the publications produced by members of the CpE network were labeled based on questions posed to ChatGPT via the OpenAI API. The responses were directed to categorize each of the publication titles (and the respective venues in which they were published) into one of the 334 categories. This labeled dataset, consisting of triples formed by publication title published venue name ASJC category, was used to train/fine tunning a multilingual BERT-based neural network. This enabled obtaining an ASJC category for the approximately 2.2 million publications that composed the CpE Platform's publication database. More information about these technologies can be found through the following links:
This number represents the percentage of the specialist's publications that have been categorized under the indicated ASJC category. In the following example, it means that 72% of the specialist's publications have been labeled as "Computer Science Applications".How to quote the CpE platform
R. Lent, D. Foguel, M. Z. Guimarães, D. Botaro, J. P. Mena-Chalco. Science for Education network: The Brazilian proposal. In book: Developing Minds in the Digital Age: Towards a Science of Learning for 21st Century Education. OECD Publishing, Paris. 2019.Questions or suggestions?