JAMA · 1990 · 48 citations · 17 references
MedicineInfectious DiseasesMicrobiologyDiagnostic MicrobiologyMedical MicrobiologyReproductive HealthCervical CytologyCervical InfectionCervicovaginal CytologyGynecologic InfectionsReproductive Tract InfectionsSexually Transmitted InfectionsCervical EctopyCervical FriabilityClinical Diagnostic ValidityDiagnosis Of Cervical InfectionDiagnostic Model AnalysisDiagnostic Model ValidationLogistic RegressionSexually Transmitted Cervical Infections
We developed and prospectively tested a logistic regression model for chlamydial cervical infection. Study subjects included 2271 women receiving gynecologic care in our student health clinic. Clinical data were collected in a standardized fashion. We identified cell culture--isolated Chlamydia trachomatis from 133 (9%) of 1458 subjects in the derivation set and 73 (10%) of 729 subjects in the validation set. Model variables included a new sexual partner within 2 months or more than one sexual partner within 6 months; cervical ectopy; cervical friability; at least 20 polymorphonuclear leukocytes per high-power field in cervical secretions; white blood cells in vaginal secretions; and use of an antibiotic active against C trachomatis within a month. This model can distinguish women with low, medium, and high risks of chlamydial infection (on derivation set: receiver operating characteristic curve area, 0.710; SE, 0.026; on validation set: area, 0.698; SE, 0.035) using simple clinical information obtained in the office.
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Regression modelling strategies for improved prognostic prediction
Frank E. Harrell, Kerry L. Lee, Robert M. Califf et al. · Statistics in Medicine · 1984 · 1.8K citations