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A logistic regression model for the decision to perform access surgery.
- Source :
-
Journal of clinical periodontology [J Clin Periodontol] 1997 Mar; Vol. 24 (3), pp. 171-9. - Publication Year :
- 1997
-
Abstract
- Access surgery may be recommended to about 80% of patients who present with advanced forms of periodontal disease. In this report, a multivariate logistic regression analysis which incorporated several clinical parameters for each tooth examined, i.e., tooth type, furcation involvement, bleeding on probing, attachment level, probing depth, mobility and BANA test score, was conducted using generalized estimating equations (GEE). This approach identified parameters that were significantly associated at p < 0.05 level with the need for access surgery or extraction for periodontal purposes. The estimated probabilities derived from the GEE model were plotted over the complete spectrum of operating conditions to obtain a receiver-operator characteristic (ROC) curve. At a probability cutpoint of 0.8, the decision threshold for surgery/extraction at the pretreatment examination would have a sensitivity of 76.1% and a specificity of 75.3%. We have taken this 0.8 cut point to look at specific clinical decisions made by our examiners after the patients had received scaling and root planing plus 2 weeks unsupervised usage of systemic antimicrobials. The clinicians' decision was taken as the primary reference standard. The model's estimated decision agreed with the clinicians' decision in 226 of the 284 teeth, for an accuracy of 80%. The specificity was 90% and the sensitivity was 43%.
- Subjects :
- Algorithms
Alveolar Bone Loss diagnostic imaging
Anti-Infective Agents, Local administration & dosage
Anti-Infective Agents, Local therapeutic use
Benzoylarginine-2-Naphthylamide
Dental Scaling
Furcation Defects pathology
Gingival Hemorrhage pathology
Humans
Logistic Models
Models, Statistical
Multivariate Analysis
Periodontal Attachment Loss pathology
Periodontal Diseases pathology
Periodontal Pocket pathology
Probability
ROC Curve
Radiography, Bitewing
Root Planing
Sensitivity and Specificity
Tooth pathology
Tooth Extraction
Tooth Mobility pathology
Decision Making
Periodontal Diseases surgery
Subjects
Details
- Language :
- English
- ISSN :
- 0303-6979
- Volume :
- 24
- Issue :
- 3
- Database :
- MEDLINE
- Journal :
- Journal of clinical periodontology
- Publication Type :
- Academic Journal
- Accession number :
- 9083901
- Full Text :
- https://doi.org/10.1111/j.1600-051x.1997.tb00487.x