Using the entire cohort in the receiver operating characteristic analysis maximizes precision of the minimal important difference
We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve. Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questio...
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Published in | Journal of clinical epidemiology Vol. 62; no. 4; pp. 374 - 379 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
New York, NY
Elsevier Inc
01.04.2009
Elsevier Elsevier Limited |
Subjects | |
Online Access | Get full text |
ISSN | 0895-4356 1878-5921 1878-5921 |
DOI | 10.1016/j.jclinepi.2008.07.009 |
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Abstract | We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve.
Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined).
Using the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale.
When calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision. |
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AbstractList | AbstractObjectiveWe compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve. Study Design and SettingStudies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined). ResultsUsing the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale. ConclusionWhen calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision. We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve.OBJECTIVEWe compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve.Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined).STUDY DESIGN AND SETTINGStudies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined).Using the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale.RESULTSUsing the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale.When calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision.CONCLUSIONWhen calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision. We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve. Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined). Using the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale. When calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision. We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve. Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined). Using the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale. When calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision. |
Author | Guyatt, Gordon H. Schünemann, Holger J. Critch, Jeffrey N. Griffith, Lauren E. Turner, Dan Griffiths, Anne M. Beaton, Dorcas E. |
Author_xml | – sequence: 1 givenname: Dan surname: Turner fullname: Turner, Dan email: turnerd@szmc.org.il organization: Pediatric Gastroenterology Unit, Shaare Zedek Medical Center, Jerusalem, Israel – sequence: 2 givenname: Holger J. surname: Schünemann fullname: Schünemann, Holger J. organization: Department of Epidemiology/CLARITY Research Group, Italian National Cancer Institute “Regina Elena,” Rome, Italy – sequence: 3 givenname: Lauren E. surname: Griffith fullname: Griffith, Lauren E. organization: Departments of Clinical Epidemiology and Biostatistics and Medicine, McMaster University, Hamilton, Ontario, Canada – sequence: 4 givenname: Dorcas E. surname: Beaton fullname: Beaton, Dorcas E. organization: Department of Occupational Therapy, St Michael's Hospital, University of Toronto, Canada – sequence: 5 givenname: Anne M. surname: Griffiths fullname: Griffiths, Anne M. organization: Division of Gastroenterology, Hepatology and Nutrition, the Hospital for Sick Children, University of Toronto, Canada – sequence: 6 givenname: Jeffrey N. surname: Critch fullname: Critch, Jeffrey N. organization: Department of Pediatrics, Memorial University of Newfoundland, Canada – sequence: 7 givenname: Gordon H. surname: Guyatt fullname: Guyatt, Gordon H. organization: Departments of Clinical Epidemiology and Biostatistics and Medicine, McMaster University, Hamilton, Ontario, Canada |
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Snippet | We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on... AbstractObjectiveWe compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using... |
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SubjectTerms | Biological and medical sciences Clinical trials Cohort Studies Confidence intervals CRQ Epidemiology Inflammatory bowel disease Internal Medicine Medical sciences MID Miscellaneous PCDAI Pediatrics Prognosis Public health. Hygiene Public health. Hygiene-occupational medicine PUCAI Questionnaires ROC ROC Curve RQLQ Sensitivity and Specificity Severity of Illness Index Studies Surveys and Questionnaires - standards Toxicity |
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Title | Using the entire cohort in the receiver operating characteristic analysis maximizes precision of the minimal important difference |
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