Calculator Provision as an Accommodation for the Canadian Forces Aptitude Test (CFAT)
Bibliographic record
Abstract
The impact of calculator provision on the reliability and validity of a version of the Canadian Forces Aptitude Test—Problem Solving subtest was investigated in order to inform testing accommodation policy. Two hundred and fifty-four Canadian Armed Forces recruits undergoing basic training participated in the experimental research design, which consisted of a calculator and a no-calculator condition. Results supported that the convergent validity of the test was maintained in the calculator condition, as indicated by similar validity coefficients with other measures of cognitive ability in the two conditions; however, several items showed increased correct responding, and there was mixed support for criterion-related validity when calculators were provided. Additionally, the calculator condition moderated the relationship between calculator dependency and test performance, such that the relationship was positive in the calculator condition and negative in the no-calculator condition. Implications of these results with respect to accommodation policy are discussed, as well as additional research that would be beneficial in this area.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".