Psychological Assessment Using NLP and LLMs

This repository contains the data and implementation materials for "Beyond Likert Scales: Convergent Validity of an NLP-Based Future Self-Continuity Assessment from Verbal Data" (DOI: 10.31234/osf.io/ub5am_v1). The project demonstrates a novel method of psychological assessment that uses Natural Language Processing (NLP) and Large Language Models (LLMs) to analyze verbal responses to structured interview prompts related to Future Self-Continuity (FSC). The repository is organized into two main components: Study Data Protocol dataset from the validation study (N=164) Brief report data files Implementation Python code for NLP-based FSC assessment using Claude API Claude API prompt engineering and scoring rubrics Configuration templates and setup documentation Implementation README with replication instructions For implementation questions or technical support, please contact the corresponding author.

Publication Details

Journal
OSF Preprints (OSF Preprints)
Published
2025-01-01
DOI
https://doi.org/10.17605/osf.io/jc86m
Primary Topic
Mental Health via Writing
Type
article
Field-Weighted Citation Impact
0.00
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article

Psychological Assessment Using NLP and LLMs

OSF Preprints (OSF Preprints)
Mental Health via Writing
article

Psychological Assessment Using NLP and LLMs

article en

Abstract

This repository contains the data and implementation materials for "Beyond Likert Scales: Convergent Validity of an NLP-Based Future Self-Continuity Assessment from Verbal Data" (DOI: 10.31234/osf.io/ub5am_v1). The project demonstrates a novel method of psychological assessment that uses Natural Language Processing (NLP) and Large Language Models (LLMs) to analyze verbal responses to structured interview prompts related to Future Self-Continuity (FSC). The repository is organized into two main components: Study Data Protocol dataset from the validation study (N=164) Brief report data files Implementation Python code for NLP-based FSC assessment using Claude API Claude API prompt engineering and scoring rubrics Configuration templates and setup documentation Implementation README with replication instructions For implementation questions or technical support, please contact the corresponding author.

OSF Preprints (OSF Preprints)
Quality Education
Openalex Percentile: Top 46%
Mental Health via Writing
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