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References from Rethinking input complexity in transformer-based clinical prediction: implications for feature dimensionality and sequence length in longitudinal electronic health record data. Local targets link to admitted publications; unresolved targets remain external evidence.
Doctor AI: predicting clinical events via recurrent neural networks
2016 · External reference
10.1038/s41746-018-0029-1 · 2018 · Admitted local publication
Deep EHR: a survey of recent advances in deep learning techniques for electronic health record (EHR) analysis
10.1109/jbhi.2017.2767063 · 2018 · External reference
BEHRT: transformer for electronic health records
10.1038/s41598-020-62922-y · 2020 · External reference
TransformEHR: transformer-based encoder-decoder generative model to enhance prediction of disease outcomes using electronic health records
10.1038/s41467-023-43715-z · 2023 · External reference
Transformer patient embedding using electronic health records enables patient stratification and progression analysis
10.1038/s41746-025-01872-z · 2025 · External reference
Med-BERT: pretrained contextualized embeddings on large-scale structured electronic health records for disease prediction
10.1038/s41746-021-00455-y · 2021 · External reference
Key challenges for delivering clinical impact with artificial intelligence
10.1186/s12916-019-1426-2 · 2019 · External reference
Do no harm: a roadmap for responsible machine learning for health care
10.1038/s41591-019-0548-6 · 2019 · External reference
Transformers and large language models in healthcare: a review
10.1016/j.artmed.2024.102900 · 2024 · External reference
Attention is all you need
2017 · External reference
10.1007/978-0-387-84858-7
10.1007/978-0-387-84858-7 · 2009 · External reference
An introduction to variable and feature selection
2003 · External reference
Calibration: the Achilles heel of predictive analytics
10.1186/s12916-019-1466-7 · 2019 · External reference
Assessing the performance of prediction models: a framework for traditional and novel measures
10.1097/ede.0b013e3181c30fb2 · 2010 · External reference
Decision curve analysis: a novel method for evaluating prediction models
10.1177/0272989x06295361 · 2006 · External reference
Cohort vs case-control design for transformer-based prediction of asthma exacerbations in mild asthma
10.1038/s41746-026-02624-3 · 2026 · External reference
Risk factors for acute asthma exacerbations in adults with mild asthma
10.1016/j.jaip.2024.05.034 · 2024 · External reference
Axiomatic attribution for deep networks
2017 · External reference
Unresolved reference
2018 · External reference
Prediction models need appropriate internal, internal-external, and external validation
10.1016/j.jclinepi.2015.04.005 · 2016 · External reference
High-performance medicine: the convergence of human and artificial intelligence
10.1038/s41591-018-0300-7 · 2019 · External reference
