Education Catalog

Sociotechnical feasibility of natural language processing-driven tools in clinical trial eligibility prescreening for Alzheimer’s disease and related dementias Read the Abstract Presenter Statement of Purpose Current clinical trials continue to suffer from low recruitment rates. Improving the recruitment process is a crucial step towards eliminating barriers that inhibit participation and [...]

Prediction of multiclass surgical outcomes in glaucoma using multimodal deep learning based on free-text operative notes and structured EHR data Read the abstract Presenters Statement of Purpose The integration of the vast available EHR data and artificial intelligence (AI) in healthcare management and clinical care has been a growing area [...]

Utilizing patient-nurse verbal communication in building risk identification models: the missing critical data stream in home healthcare Read the abstract Presenter Maryam Zolnoori, PhD, is a postdoctoral research scientist in the School of Nursing. She has master’s degrees in information technology and health informatics from Tarbiat Modares University and Indiana [...]

Inpatient nurses' preferences and decisions with risk information visualization Read the abstract Presenter Statement of Purpose Many hospitals have implemented sophisticated predictive models in hopes of improving care delivery; however, these systems’ effectiveness have yielded mixed results, with a primary reason being ineffective user interfaces contributing to implementation challenges. We [...]

Improving model transferability for clinical note section classification models using continued pretraining Read the abstract Presenters Watch Recording Statement of Purpose Section classification refers to the task of assigning section names to clinical note segments. This is typically a preprocessing step that benefits downstream NLP tasks, such as named entity [...]