Sentence examples for based on billing codes from inspiring English sources
We first developed and validated an algorithm based on billing codes and natural language processing (NLP) of unstructured clinical notes, to exclude RBC trait values that may have been affected by comorbidities, marrow/immune suppressing medications, or major surgery.
Children were classified as having congenital hypothyroidism based on billing codes and having filled a prescription for thyroid hormone treatment.
Cost valuations for physician visits were based on billing codes from the Alberta Health Care Insurance Plan Medical Benefits Price List (April 2009) [ 25].
Our administrative data for Pap smears were based on billing codes submitted by laboratories and physician billing codes as detailed in Additional file 1. Laboratory billings would not have been affected by EMR implementation.
Studies employed a variety of definitions for asthma, including ICD codes, physician visits and/or hospitalizations for asthma (based on billing codes), asthma medication prescriptions filled, and patient self-report.
To do this, we employed a previously developed algorithm based on billing codes and natural language processing of unstructured clinical notes to exclude RBC traits values affected by comorbidities, medications, or blood loss (Ding et al. 2012; Kullo et al. 2010, 2011).
The hospital discharge data are based on billing records and are compiled by the Illinois Hospital Association IHAA).
The data used in this study are based on billing numbers that may be shared by multiple physicians.
A disadvantage was that these routine yearly data collections were based on financial billing codes and not on actual practical clinical CT protocols or on CT dose assessment; therefore, they only yielded basic data, limiting the usefulness for clinical practice or for feedback.
Based on OHIP billing codes, we identified all colonoscopies (Z555) performed on patients linked to a PCP for each calendar year from 1996-2005.
