Dr. Holleman et Dl. Simel, QUANTITATIVE ASSESSMENTS FROM THE CLINICAL EXAMINATION - HOW SHOULD CLINICIAN INTEGRATE THE NUMEROUS RESULTS, Journal of general internal medicine, 12(3), 1997, pp. 165-171
OBJECTIVE: To describe strategies for using multiple clinical examinat
ion items to estimate disease probabilities; and to evaluate the diagn
ostic accuracy of each strategy. DESIGN Prospective observational stud
y. SETTING: Medical preoperative evaluation clinic at a university-aff
iliated Veterans Affairs Medical Center. PATIENTS: Previously reported
consecutive series of patients referred for outpatient medical preope
rative risk assessment. MEASUREMENTS AND MAIN RESULTS: Pulmonary clini
cal examination and spirometry were the measurements. A strategy of us
ing likelihood ratios (LRs) from seven clinical examination items was
least accurate (p < .0001). Three alternative strategies were equivale
nt in diagnostic accuracy (p greater than or equal to .2): (1) using t
he single best clinical examination item and its LR, (2) using the LRs
from three clinical examination items chosen by logistic regression,
and (3) using the adjusted LRs chosen in strategy 2. When compared wit
h using LRs from all seven items, the strategies of using three LRs ch
osen by logistic regression or using adjusted likelihood ratios better
discriminated patients with airflow limitation from those without (re
ceiver operating characteristic [ROC] areas 0.79 vs 0.69: p = .02). Us
ing the single best clinical finding did not statistically degrade the
clinical examination's discriminating ability (ROC areas 0.79 vs 0.75
; p = .20). CONCLUSIONS: Describing the rational clinical examination
requires evaluating conditional independence of examination components
. Conditional independence assumptions were violated when seven clinic
al examination items were used to estimate posterior probability of ai
rflow limitation. Focusing on clinical examination items identified th
rough logistic models overcame violations of independence; further sta
tistical adjustment did not improve diagnostic accuracy. Clinicians ca
n use the single most predictive clinical examination finding to avoid
inaccuracy from violating the independence assumption.