Objective: Many health planners promote the use of competition to contain c
ost and improve quality of care. Using a standard econometric model, we exa
mined the evidence for "value-based" cardiac surgery provider selection in
eastern Massachusetts, where there is significant competition and managed c
are penetration.
Methods: McFadden's conditional logit model was used to study cardiac surge
ry provider selection among 6952 patients and eight metropolitan Boston hos
pitals in 1997. Hospital predictor variables included beds, cardiac surgery
case volume, objective clinical and financial performance, reputation (per
cent out-of-state referrals, cardiac residency program), distance from pati
ent's home to hospital, and historical referral patterns. Subgroup analyses
were performed for each major payer category.
Results: Distance from patient's home to hospital (odds ratio 0.90; P = .00
0) and the historical referral pattern from each patient's hometown (z = 45
.305; P = .000) were important predictors in all models. A cardiac surgery
residency enhanced the probability of selection (odds ratio 5.25; P = .000)
, as did percent out-of-state referrals (odds ratio 1.10; P = .001). Higher
mortality rates were associated with decreased probability of selection (o
dds ratio 0.51; P = .027), but higher length of stay was paradoxically asso
ciated with greater probability (odds ratio 1.72; P = .000). Total hospital
costs were irrelevant (odds ratio 1.00; P = .179). When analyzed by payer
subgroup, Medicare patients appeared to select hospitals with both low mort
ality (odds ratio 0.43; P = .176) and short length of stay (odds ratio 0.76
; P = .213), although the results did not achieve statistical significance.
The commercial managed care subgroup exhibited the least "value-based" beh
avior. The odds ratio for length of stay was the highest of any group (odds
ratio = 2.589; P = .000) and there was a subset of hospitals for which hig
her mortality was actually associated with greater likelihood of selection.
Conclusions: The observable determinants of cardiac surgery provider select
ion are related to hospital reputation, historical referral patterns, and p
atient proximity, not objective clinical or cost performance. The paradoxic
behavior of commercial managed care probably results from unobserved choic
e factors that are not primarily based on objective provider performance.