@inproceedings{rosenthal-faulkner-2018-toward,
    title = "Toward Cross-Domain Engagement Analysis in Medical Notes",
    author = "Rosenthal, Sara  and
      Faulkner, Adam",
    editor = "Demner-Fushman, Dina  and
      Cohen, Kevin Bretonnel  and
      Ananiadou, Sophia  and
      Tsujii, Junichi",
    booktitle = "Proceedings of the {B}io{NLP} 2018 workshop",
    month = jul,
    year = "2018",
    address = "Melbourne, Australia",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/jlcl-multiple-ingestion/W18-2325/",
    doi = "10.18653/v1/W18-2325",
    pages = "189--193",
    abstract = "We present a novel annotation task evaluating a patient`s engagement with their health care regimen. The concept of engagement supplements the traditional concept of adherence with a focus on the patient`s affect, lifestyle choices, and health goal status. We describe an engagement annotation task across two patient note domains: traditional clinical notes and a novel domain, care manager notes, where we find engagement to be more common. The annotation task resulted in a kappa of .53, suggesting strong annotator intuitions regarding engagement-bearing language. In addition, we report the results of a series of preliminary engagement classification experiments using domain adaptation."
}