Table 1 Refinement process of lexicon for analyzing cosine similarity in clinical notes.
Initial metastatic and PC terms chosen | Expanded lexicon of metastatic and PC terms from top 50 contextually similar terms within w2v models | Terms present in each year’s datasets | Final included list of terms after looking at most contextually similar terms |
---|---|---|---|
“metastatic” “mets” | “metastases”, “metastatic”, “widely_metastatic”, “metastasis”, “mets”, “widespread_metastatic”, “osseous_metastatic”, “bony_metastasis”, “metastasized”, “metastatic_deposit”, “metastatic_poorly_differentiated”, “hepatic_metastasis”, “brain_metastasis”, “bony_mets”, “metastatic_rcc”, “metastasize”, “metastatic_nsclc”, “oligometastatic”, “nodal_metastasis”, “ntrathoracic_metastatic” | “metastatic”, “widely_metastatic”, “metastasis”, “mets”, “osseous_metastatic”, “metastasized”, “metastasize”, “oligometastatic”, “nodal_metastasis” | “metastatic”, “widely_metastatic”, “metastasis”, “mets”, “osseous_metastatic”, “metastasized”, “metastasize”, “oligometastatic”, “nodal_metastasis” |
“palliative” “palliative care” | “pal care” “palliate” “pall” “palliation” “pc” “palliative care” “pc consult” “palliative” | “palliate” “pall” “palliation” “pc” “palliative” | “palliate” “pall” “palliation” “palliative” |