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Table 8 Summary of problematic items as indicated by the current study’s analysis and Kalinowski et al. (2016)’s IRT analysis

From: Measuring undergraduate evolution learning using the CANS: psychometric strengths and limitations

Item

Psychometric Pattern

Recommended Improvements

IRT Factor Loading1

Unidimensional Rasch Model Fit 2

Resistance to Instruction2

Construct Irrelevant Variation2

4

Poor factor loading

Acceptable

Not resistant. Item difficulty decreased.

Absent

No specific changes recommended by Kalinowski et al. and our study did not find problems with this item. The item requires reading of an introductory paragraph at the beginning of the section for full context. It may be beneficial to provide this information directly in the question itself.

5

Acceptable factor loading

Unacceptable. Unproductive for measurement likely due to redundancy with item 19.

Not resistant. Item difficulty decreased.

Absent

No improvements recommended

6

Poor factor loading

Unacceptable. Degrading to measurement

Not resistant. Item difficulty decreased.

Present

Address possible construct irrelevant variation related to the nature of science or remove the item from the instrument.

12

Poor factor loading

Unacceptable. Degrading to measurement

Resistant. Item difficulty increased but topic not addressed3

Present

Address possible construct irrelevant variation related to the nature of science or remove the item from the instrument.

13

Poor factor loading

Acceptable

Resistant. Item difficulty remained almost constant.

Absent

Change text in answer option C from “different genes” to “different alleles” or “different versions” of the same gene.

18

Poor factor loading

Acceptable

Not resistant. Item difficulty decreased.

Absent

No specific changes recommended by Kalinowski et al. and our study did not find problems with this item.

19

Acceptable factor loading

Unacceptable. Unproductive for measurement likely due to redundancy with item 5.

Not resistant. Item difficulty decreased.

Absent

No improvements recommended

20

Poor factor loading

Unacceptable. Unproductive for measurement.

Resistant. Item difficulty increased.

Absent

Define seedlings in the introductory paragraph and the question stem.

  1. 1Finding from Kalinowski et al. 2016
  2. 2Finding from the current study