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Natural language processing in electronic health records in relation to healthcare decision-making: a systematic review
Abstract Background: Natural Language Processing (NLP) is widely used to extract clinical
insights from Electronic Health Records (EHRs). However, the lack of annotated data …
insights from Electronic Health Records (EHRs). However, the lack of annotated data …
Large language models in mental health care: a sco** review
The promise of a model-based psychiatry: building computational models of mental ill health
Computational models have great potential to revolutionise psychiatry research and clinical
practice. These models are now used across multiple subfields, including computational …
practice. These models are now used across multiple subfields, including computational …
Application of natural language processing (NLP) in detecting and preventing suicide ideation: a systematic review
(1) Introduction: Around a million people are reported to die by suicide every year, and due
to the stigma associated with the nature of the death, this figure is usually assumed to be an …
to the stigma associated with the nature of the death, this figure is usually assumed to be an …
The performance of machine learning models in predicting suicidal ideation, attempts, and deaths: a meta-analysis and systematic review
Research has posited that machine learning could improve suicide risk prediction models,
which have traditionally performed poorly. This systematic review and meta-analysis …
which have traditionally performed poorly. This systematic review and meta-analysis …
Use of unstructured text in prognostic clinical prediction models: a systematic review
Objective This systematic review aims to assess how information from unstructured text is
used to develop and validate clinical prognostic prediction models. We summarize the …
used to develop and validate clinical prognostic prediction models. We summarize the …
[HTML][HTML] Linguistic features of suicidal thoughts and behaviors: A systematic review
Abstract Language is a potential source of predictors for suicidal thoughts and behaviors
(STBs), as changes in speech characteristics, communication habits, and word choice may …
(STBs), as changes in speech characteristics, communication habits, and word choice may …
AI and narrative embeddings detect PTSD following childbirth via birth stories
Free-text analysis using machine learning (ML)-based natural language processing (NLP)
shows promise for diagnosing psychiatric conditions. Chat Generative Pre-trained …
shows promise for diagnosing psychiatric conditions. Chat Generative Pre-trained …