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| # Citation File Format (https://citation-file-format.github.io/). GitHub reads | |
| # this and shows a "Cite this repository" button on the repo page. | |
| # | |
| # It must agree with backend/app/citation.py, which is what the platform's own | |
| # Cite dialog serves. backend/tests/test_citation.py fails if the two drift. | |
| cff-version: 1.2.0 | |
| message: "If you use this platform in research, please cite it and the CCR method papers below." | |
| type: software | |
| title: "CCR Platform: Theory-Driven Psychological Text Analysis with Contextualized Construct Representation" | |
| abstract: >- | |
| A web platform for Contextualized Construct Representation (CCR): upload a | |
| corpus, choose validated psychological scale items, embed items and texts | |
| locally, and score every text by cosine similarity, with per-run metadata and | |
| a script that reproduces the numbers offline. | |
| authors: | |
| - family-names: Anand | |
| given-names: Deva | |
| email: devaanand@umass.edu | |
| affiliation: "Culture and Morality Lab, University of Massachusetts Amherst" | |
| - family-names: Atari | |
| given-names: Mohammad | |
| affiliation: "Culture and Morality Lab, University of Massachusetts Amherst" | |
| version: 0.2.0 | |
| date-released: "2026-09-10" | |
| license: MIT | |
| url: "https://psychologicaltextanalysis.com" | |
| repository-code: "https://github.com/Culture-and-Morality-Lab/ccr-platform" | |
| keywords: | |
| - psychology | |
| - text analysis | |
| - natural language processing | |
| - sentence embeddings | |
| - psychometrics | |
| references: | |
| - type: article | |
| title: "Contextualized Construct Representation: Leveraging Psychometric Scales to Advance Theory-Driven Text Analysis" | |
| authors: | |
| - family-names: Atari | |
| given-names: Mohammad | |
| - family-names: Omrani | |
| given-names: Ali | |
| - family-names: Dehghani | |
| given-names: Morteza | |
| year: 2023 | |
| publisher: | |
| name: PsyArXiv | |
| doi: 10.31234/osf.io/m93pd | |
| - type: conference-paper | |
| title: "Surveying the Dead Minds: Historical-Psychological Text Analysis with Contextualized Construct Representation (CCR) for Classical Chinese" | |
| authors: | |
| - family-names: Chen | |
| given-names: Yuqi | |
| - family-names: Li | |
| given-names: Sixuan | |
| - family-names: Li | |
| given-names: Ying | |
| - family-names: Atari | |
| given-names: Mohammad | |
| year: 2024 | |
| collection-title: "Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing" | |
| publisher: | |
| name: "Association for Computational Linguistics" | |
| start: 2597 | |
| end: 2615 | |
| doi: 10.18653/v1/2024.emnlp-main.151 | |