Quantifying 'problematic' DIF within an IRT framework: application to a cancer stigma index

被引:44
作者
Edelen, Maria Orlando [1 ]
Stucky, Brian D. [2 ]
Chandra, Anita [3 ]
机构
[1] RAND Corp, Boston, MA 02116 USA
[2] RAND Corp, Santa Monica, CA 90407 USA
[3] RAND Corp, Arlington, VA 22202 USA
关键词
IRT; DIF; IRT DIF evaluation; wABC; dEAP; ITEM RESPONSE THEORY; IDENTIFICATION; SCALE; BANK; SEM; EM;
D O I
10.1007/s11136-013-0540-4
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
DIF detection within an IRT framework is highly powerful, often identifying significant DIF that is of little clinical importance. This paper introduces two metrics for IRT DIF evaluation that can discern potentially problematic DIF among items flagged with statistically significant DIF. Computation of two DIF metrics-(1) a weighted area between the expected score curves (wABC) and (2) a difference in expected a posteriori scores across item response categories (dEAP)-is described. Their use is demonstrated using data from a 27-item cancer stigma index fielded to four adult samples: (1) Arabic (N = 633) and (2) English speakers (N = 324) residing in Jordan and Egypt, and (3) English (N = 500) and (4) Mandarin speakers (N = 500) residing in China. We used IRTPRO's DIF module to calculate IRT-based Wald chi-square DIF statistics according to language within each region. After standard p value adjustments for multiple comparisons, we further evaluated DIF impact with wABC and dEAP. There were a total of twenty statistically significant DIF comparisons after p value adjustment. The wABCs for these items ranged from 0.13 to 0.90. Upon inspection of curves, DIF comparisons with wABCs > 0.3 were deemed potentially problematic and were considered further for removal. The dEAP metric was also informative regarding impact of DIF on expected scores, but less consistently useful for narrowing down potentially problematic items. The calculations of wABC and dEAP function as DIF effect size indicators. Use of these metrics can substantially augment IRT DIF evaluation by discerning truly problematic DIF items among those with statistically significant DIF.
引用
收藏
页码:95 / 103
页数:9
相关论文
共 36 条
[1]  
[Anonymous], 1997, Handbook of Item Response Theory, DOI [DOI 10.1007/978-1-4757-2691-6_5, DOI 10.1007/978-1-4757-2691-65, 10.1007/978-1-4757-2691-6]
[2]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[3]   ADAPTIVE EAP ESTIMATION OF ABILITY IN A MICROCOMPUTER ENVIRONMENT [J].
BOCK, RD ;
MISLEVY, RJ .
APPLIED PSYCHOLOGICAL MEASUREMENT, 1982, 6 (04) :431-444
[4]  
Cai L., 2011, IRTPRO FLEXIBLE MULT
[5]   SEM of another flavour: Two new applications of the supplemented EM algorithm [J].
Cai, Li .
BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY, 2008, 61 :309-329
[6]  
Carle AC, 2011, EXPERT REV PHARM OUT, V11, P677, DOI [10.1586/erp.11.74, 10.1586/ERP.11.74]
[7]  
Chandra A., 2013, DEV GLOBAL CANC STIG
[8]   Six Patient-Reported Outcome Measurement Information System Short Form Measures Have Negligible Age- or Diagnosis-Related Differential Item Functioning in Individuals With Disabilities [J].
Cook, Karon F. ;
Bamer, Alyssa M. ;
Amtmann, Dagmar ;
Molton, Ivan R. ;
Jensen, Mark P. .
ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION, 2012, 93 (07) :1289-1291
[9]   Construction of the eight-item patient-reported outcomes measurement information system pediatric physical function scales: built using item response theory [J].
DeWitt, Esi Morgan ;
Stucky, Brian D. ;
Thissen, David ;
Irwin, Debra E. ;
Langer, Michelle ;
Varni, James W. ;
Lai, Jin-Shei ;
Yeatts, Karin B. ;
DeWalt, Darren A. .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 2011, 64 (07) :794-804
[10]   Differential item functioning on the Mini-Mental State Examination - An application of the Mantel-Haenszel and standardization procedures [J].
Dorans, Neil J. ;
Kulick, Edward .
MEDICAL CARE, 2006, 44 (11) :S107-S114