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References from Longitudinal symptom severity tracking in vagus nerve stimulation patients: a 2-stage LLM-based pipeline with explainable AI. Local targets link to admitted publications; unresolved targets remain external evidence.
Vagus nerve stimulation (VNS): recent advances and future directions
10.1007/s10286-024-01065-w · 2024 · External reference
Vagus nerve stimulation therapy for drug-resistant epilepsy in children—a literature review
10.3390/jcm13030780 · 2024 · External reference
Vagus nerve stimulation modulates inflammation in treatment-resistant depression patients: a pilot study
10.3390/ijms25052679 · 2024 · External reference
Science, technology, and innovation: nursing responsibilities in clinical research
10.1016/j.cnur.2009.07.011 · 2009 · External reference
NLP methods for UMLS concept extraction of symptoms from unstructured data for use in prognostic COVID-19 analytic models
2020 · External reference
10.48550/arxiv.2407.21783
10.48550/arxiv.2407.21783 · 2024 · External reference
NLP methods for extraction of symptoms from unstructured data for use in prognostic COVID-19 analytic models
10.1613/jair.1.12631 · 2021 · External reference
10.1093/jamiaopen/ooab070
10.1093/jamiaopen/ooab070 · External reference
Measuring nominal scale agreement among many raters
10.1037/h0031619 · 1971 · External reference
10.48550/arxiv.2402.07927
10.48550/arxiv.2402.07927 · 2024 · External reference
Unresolved reference
2025 · External reference
A comparative analysis of large language models versus traditional information extraction methods for real-world evidence of patient symptomatology in acute and post-acute sequelae of SARS-CoV-2
10.1371/journal.pone.0323535 · 2025 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Efficacy and safety of vagus nerve stimulation in Lennox-Gastaut syndrome: a scoping review
10.3390/children11080905 · 2024 · External reference
Generalizable clinical note section identification with large language models
10.1093/jamiaopen/ooae075 · 2024 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Natural language processing of symptoms documented in free-text narratives of electronic health records: a systematic review
10.1093/jamia/ocy173 · 2019 · External reference
Understanding differences in electronic health record (EHR) use: linking individual physicians’ perceptions of uncertainty and EHR use patterns in ambulatory care
10.1136/amiajnl-2012-001377 · 2014 · External reference
Agreement between patient-reported symptoms and their documentation in the medical record
2008 · External reference
Explaining individual predictions when features are dependent: more accurate approximations to shapley values
10.1016/j.artint.2021.103502 · 2021 · External reference
Ensuring fairness in machine learning to advance health equity
10.7326/m18-1990 · 2018 · External reference
Dissecting racial bias in an algorithm used to manage the health of populations
10.1126/science.aax2342 · 2019 · External reference
