An overview of real‐world data sources for oncology and considerations for research

LT Penberthy, DR Rivera, JL Lund… - CA: A Cancer …, 2022 - Wiley Online Library
… -level assessment of the strengths and limitations of each data … the source data to be reviewed
for required comparisons when data … Examples include large electronic medical records

Oncology drug effectiveness from electronic health record data calibrated against RCT evidence: the PARSIFAL trial emulation

D Merola, J Young, D Schrag, KJ Lin… - Clinical …, 2022 - Taylor & Francis
registries, or healthcare claims, and a lack of information … To assess the compatibility of our
study result with the … Citation26 This was done to indirectly evaluate our MAR assumption, …

Natural language processing to identify cancer treatments with electronic medical records

J Zeng, I Banerjee, AS Henry, DJ Wood… - JCO Clinical Cancer …, 2021 - ascopubs.org
… We evaluate the mean and CI on the test set for the metrics: … unstructured data, we note that
bow and doc2vec have comparable … systems: Implications for outcomes research. Ann Intern …

Comparing medical history data derived from electronic health records and survey answers in the All of Us Research Program

L Sulieman, RM Cronin, RJ Carroll… - … American Medical …, 2022 - academic.oup.com
… within each category to use in the comparisons. For categories … For example, we used skin
cancer’s synonyms to retrieve its … to appear in the electronic clinical records given the average …

Comparison of machine learning methods with traditional models for use of administrative claims with electronic medical records to predict heart failure outcomes

RJ Desai, SV Wang, M Vaduganathan… - JAMA network …, 2020 - jamanetwork.com
… We did not evaluate model performance based on EMR data alone, which is an important
… be useful for clinicians as they weigh various care options for patients during medical visits. …

Incidence of bone metastases in patients with solid tumors: analysis of oncology electronic medical records in the United States

RK Hernandez, SW Wade, A Reich, M Pirolli, A Liede… - BMC cancer, 2018 - Springer
… in every time interval assessed, and substantially larger increases … preclude direct comparisons,
these earlier studies provide useful … SW is employed by Wade Outcomes Research and …

[HTML][HTML] Real‐world data: Assessing electronic health records and medical claims data to support regulatory decision‐making for drug and biological products

CJ Girman, ME Ritchey, VL Re III - … and Drug Safety, 2022 - ncbi.nlm.nih.gov
use electronic health records (EHR) or medical claims data in … direct assessment of a patient
or from medical records. While … comparable between the validation population and the study

The Chang Gung Research Database—a multi‐institutional electronic medical records database for real‐world epidemiological studies in Taiwan

SC Shao, YY Chan, YH Kao Yang… - … and drug safety, 2019 - Wiley Online Library
… as cancer, were higher than other health conditions in CGRD. … with similar patient
characteristics, based on a comparison … We recommend all CGRD researchers always evaluate

… -stratification model performance using demographic, diagnosis and medication data extracted from outpatient electronic health records versus administrative claims

H Kharrazi, W Chi, HY Chang, TM Richards… - Medical care, 2017 - journals.lww.com
… team did not contain clinical records collected in clinicalstudy was not to derive a better
model, model comparison … %); however, the overlaps for cancer (64.60%) and depression were …

… in patients with advanced nonsquamous NSCLC treated in real-world community oncology settings: results from a prospective medical record registry study

MS Walker, W Wong, A Ravelo, PJE Miller… - … quality of life outcomes, 2017 - Springer
… trial, patients were assessed using the global health related … This was an electronic medical
record (EMR) registry study of … with log rank test was used for comparison of PFS and OS …