GPT-5.4 Example Item Pool

An example item pool generated with GPT-5.4 for demonstrating the psychometric reduction workflow implemented in GENIE. The data contain 180 personality items: 90 conscientiousness items and 90 openness items.

Usage

data("items.gpt5.4.example")

Format

A data frame with 180 rows and 4 variables:

ID

Unique item identifier.

statement

The generated item statement.

type

Higher-order item type: conscientiousness or openness.

attribute

Target attribute represented by the item.

Details

The item pool is the GPT-5.4 example used to illustrate AI-GENIE/GENIE item reduction. Conscientiousness items represent self-efficacy, achievement-striving, and perseverance. Openness items represent introspection, aesthetics, and abstract-thinking.

The corresponding embedding matrix is available as embeddings.gpt5.4.example.

See also

embeddings.gpt5.4.example, GENIE

Examples

data("items.gpt5.4.example")

dim(items.gpt5.4.example)
#> [1] 180   4
head(items.gpt5.4.example)
#>                type            attribute
#> 1 conscientiousness        self-efficacy
#> 2 conscientiousness        self-efficacy
#> 3 conscientiousness achievement-striving
#> 4 conscientiousness achievement-striving
#> 5 conscientiousness         perseverance
#> 6 conscientiousness         perseverance
#>                                                        statement ID
#> 1       I am someone who can handle demanding tasks effectively.  1
#> 2     I am someone who feels capable of meeting difficult goals.  2
#> 3   I am someone who sets high standards for my accomplishments.  3
#> 4 I am someone who pushes myself to achieve outstanding results.  4
#> 5        I am someone who keep working until a task is finished.  5
#> 6      I am someone who stay focused even when progress is slow.  6
table(items.gpt5.4.example$type)
#> 
#> conscientiousness          openness 
#>                90                90 
table(items.gpt5.4.example$attribute)
#> 
#>    abstract-thinking achievement-striving           aesthetics 
#>                   30                   30                   30 
#>        introspection         perseverance        self-efficacy 
#>                   30                   30                   30