Article

Finding the Best Match – A Case Study on the (Text-)Feature and Model Choice in Digital Mental Health Interventions

2022-10-17

Abstract excerpt

<h4>Purpose: </h4> With the need for psychological help long exceeding the supply, finding ways of scaling and better allocating mental health support is a necessity. This paper contributes by investigating how to best predict intervention dropout and failure to allow for a need-based adaptation of treatment. <h4>Methods: </h4>: We systematically compare the predictive power of different text representation metho...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: bd34e8f8-b88e-5241-a84b-b4f63f24acb4
DOI: 10.21203/rs.3.rs-2120943/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Finding the Best Match – A Case Study on the (Text-)Feature and Model Choice in Digital Mental Health InterventionsDOI 10.21203/rs.3.rs-2120943/v1Read

Digital shadows in mental health map how LLMs simulate depression, anxiety, and stress through language and psychometricsSemantic proximity Read

Developing a Behavioral Phenotyping Layer for Artificial Intelligence-Driven Predictive Analytics in a Digital Resiliency Course: Protocol for a Randomized Controlled Trial.Semantic proximity Read

A Systematic Evaluation of Large Language Models for PTSD Severity Estimation: The Role of Contextual Knowledge and Modeling StrategiesSemantic proximity Read

First the Rules, Then the Summary: Piloting a Design for Accurate LLM-Generated Clinical SummariesSemantic proximity Read

Text Classification of German Mental Healthcare Data: A Hands-on Tutorial on Natural Language Processing Techniques.Semantic proximity Read

Text Psychometrics: Assessing Psychological Constructs in Text Using Natural Language ProcessingSemantic proximity Read

Systematic Review of Large Language Models for Mental Health TherapySemantic proximity Read

Data-driven approaches to tackling mental healthSemantic proximity Read

Mental Health Benchmarks for Large Language Models: A Systematic Scoping ReviewSemantic proximity Read