Toward Cross-Domain Engagement Analysis in Medical Notes

Sara Rosenthal, Adam Faulkner
2018 Proceedings of the BioNLP 2018 workshop  
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 κ of .53, suggesting
more » ... rong annotator intuitions regarding engagement-bearing language. In addition, we report the results of a series of preliminary engagement classification experiments using domain adaptation.
doi:10.18653/v1/w18-2325 dblp:conf/bionlp/RosenthalF18 fatcat:fvoc63ydsrbahmp3jzz5ppvzga