TY - JOUR
T1 - Administrative databases in orthopaedic research
T2 - Pearls and pitfalls of big data
AU - Patel, Alpesh A.
AU - Singh, Kern
AU - Nunley, Ryan M.
AU - Minhas, Shobhit V.
N1 - Publisher Copyright:
Copyright © 2016 the American Academy of Orthopaedic Surgeons.
PY - 2016
Y1 - 2016
N2 - The drive for evidence-based decision-making has highlighted the shortcomings of traditional orthopaedic literature. Although highquality, prospective, randomized studies in surgery are the benchmark in orthopaedic literature, they are often limited by size, scope, cost, time, and ethical concerns and may not be generalizable to larger populations. Given these restrictions, there is a growing trend toward the use of large administrative databases to investigate orthopaedic outcomes. These datasets afford the opportunity to identify a large numbers of patients across a broad spectrum of comorbidities, providing information regarding disparities in care and outcomes, preoperative risk stratification parameters for perioperative morbidity and mortality, and national epidemiologic rates and trends. Although there is power in these databases in terms of their impact, potential problems include administrative data that are at risk of clerical inaccuracies, recording bias secondary to financial incentives, temporal changes in billing codes, a lack of numerous clinically relevant variables and orthopaedic-specific outcomes, and the absolute requirement of an experienced epidemiologist and/or statistician when evaluating results and controlling for confounders. Despite these drawbacks, administrative database studies are fundamental and powerful tools in assessing outcomes on a national scale and will likely be of substantial assistance in the future of orthopaedic research.
AB - The drive for evidence-based decision-making has highlighted the shortcomings of traditional orthopaedic literature. Although highquality, prospective, randomized studies in surgery are the benchmark in orthopaedic literature, they are often limited by size, scope, cost, time, and ethical concerns and may not be generalizable to larger populations. Given these restrictions, there is a growing trend toward the use of large administrative databases to investigate orthopaedic outcomes. These datasets afford the opportunity to identify a large numbers of patients across a broad spectrum of comorbidities, providing information regarding disparities in care and outcomes, preoperative risk stratification parameters for perioperative morbidity and mortality, and national epidemiologic rates and trends. Although there is power in these databases in terms of their impact, potential problems include administrative data that are at risk of clerical inaccuracies, recording bias secondary to financial incentives, temporal changes in billing codes, a lack of numerous clinically relevant variables and orthopaedic-specific outcomes, and the absolute requirement of an experienced epidemiologist and/or statistician when evaluating results and controlling for confounders. Despite these drawbacks, administrative database studies are fundamental and powerful tools in assessing outcomes on a national scale and will likely be of substantial assistance in the future of orthopaedic research.
UR - http://www.scopus.com/inward/record.url?scp=84975718139&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84975718139&partnerID=8YFLogxK
U2 - 10.5435/JAAOS-D-13-00009
DO - 10.5435/JAAOS-D-13-00009
M3 - Review article
C2 - 26836377
AN - SCOPUS:84975718139
SN - 1067-151X
VL - 24
SP - 172
EP - 179
JO - Journal of the American Academy of Orthopaedic Surgeons
JF - Journal of the American Academy of Orthopaedic Surgeons
IS - 3
ER -