Matches in SemOpenAlex for { <https://semopenalex.org/work/W4311140946> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4311140946 abstract "The visual modality is central to both reception and expression of human creativity. Creativity assessment paradigms, such as structured drawing tasks (Barbot, 2018), seek to characterize this key modality of creative ideation. However, visual creativity assessment paradigms often rely on cohorts of expert or naïve raters to gauge the level of creativity of the outputs. This comes at the cost of substantial human investment in both time and labor. To address these issues, recent work has leveraged the power of machine learning techniques to automatically extract creativity scores in the verbal domain (e.g., SemDis; Beaty & Johnson, 2021). Yet, a comparably well-vetted solution for the assessment of visual creativity is missing. Here, we introduce AuDrA—an Automated Drawing Assessment platform to extract visual creativity scores from simple drawing productions. Using a collection of line drawings and human creativity ratings, we trained AuDrA and tested its generalizability to untrained drawing sets, raters, and tasks. Across 4 datasets, nearly 60 raters, and over 13,000 drawings, we found AuDrA scores to be highly correlated with human creativity ratings for new drawings on the same drawing task (r = .65 - .81; mean = .76). Importantly, correlations between AuDrA scores and human raters surpassed those between drawings’ elaboration (i.e., ink on the page) and human creativity raters, suggesting that AuDrA is sensitive to features of drawings beyond simple degree of complexity. We discuss future directions, limitations, and link the trained AuDrA model and a tutorial (https://osf.io/kqn9v/) to enable researchers to efficiently assess new drawings." @default.
- W4311140946 created "2022-12-23" @default.
- W4311140946 creator A5001629065 @default.
- W4311140946 creator A5039715134 @default.
- W4311140946 creator A5057424987 @default.
- W4311140946 creator A5072456412 @default.
- W4311140946 date "2022-12-02" @default.
- W4311140946 modified "2023-09-27" @default.
- W4311140946 title "AuDrA: An Automated Drawing Assessment Platform for Evaluating Creativity" @default.
- W4311140946 doi "https://doi.org/10.31234/osf.io/t63dm" @default.
- W4311140946 hasPublicationYear "2022" @default.
- W4311140946 type Work @default.
- W4311140946 citedByCount "1" @default.
- W4311140946 countsByYear W43111409462023 @default.
- W4311140946 crossrefType "posted-content" @default.
- W4311140946 hasAuthorship W4311140946A5001629065 @default.
- W4311140946 hasAuthorship W4311140946A5039715134 @default.
- W4311140946 hasAuthorship W4311140946A5057424987 @default.
- W4311140946 hasAuthorship W4311140946A5072456412 @default.
- W4311140946 hasBestOaLocation W43111409461 @default.
- W4311140946 hasConcept C11012388 @default.
- W4311140946 hasConcept C138496976 @default.
- W4311140946 hasConcept C154945302 @default.
- W4311140946 hasConcept C15744967 @default.
- W4311140946 hasConcept C162324750 @default.
- W4311140946 hasConcept C180747234 @default.
- W4311140946 hasConcept C187736073 @default.
- W4311140946 hasConcept C27158222 @default.
- W4311140946 hasConcept C2780451532 @default.
- W4311140946 hasConcept C41008148 @default.
- W4311140946 hasConcept C52641369 @default.
- W4311140946 hasConcept C77805123 @default.
- W4311140946 hasConceptScore W4311140946C11012388 @default.
- W4311140946 hasConceptScore W4311140946C138496976 @default.
- W4311140946 hasConceptScore W4311140946C154945302 @default.
- W4311140946 hasConceptScore W4311140946C15744967 @default.
- W4311140946 hasConceptScore W4311140946C162324750 @default.
- W4311140946 hasConceptScore W4311140946C180747234 @default.
- W4311140946 hasConceptScore W4311140946C187736073 @default.
- W4311140946 hasConceptScore W4311140946C27158222 @default.
- W4311140946 hasConceptScore W4311140946C2780451532 @default.
- W4311140946 hasConceptScore W4311140946C41008148 @default.
- W4311140946 hasConceptScore W4311140946C52641369 @default.
- W4311140946 hasConceptScore W4311140946C77805123 @default.
- W4311140946 hasLocation W43111409461 @default.
- W4311140946 hasLocation W43111409462 @default.
- W4311140946 hasOpenAccess W4311140946 @default.
- W4311140946 hasPrimaryLocation W43111409461 @default.
- W4311140946 hasRelatedWork W1607061142 @default.
- W4311140946 hasRelatedWork W1871232572 @default.
- W4311140946 hasRelatedWork W1977957435 @default.
- W4311140946 hasRelatedWork W2485087130 @default.
- W4311140946 hasRelatedWork W2748952813 @default.
- W4311140946 hasRelatedWork W3111666087 @default.
- W4311140946 hasRelatedWork W4205842694 @default.
- W4311140946 hasRelatedWork W4281760774 @default.
- W4311140946 hasRelatedWork W4285126679 @default.
- W4311140946 hasRelatedWork W4311140946 @default.
- W4311140946 isParatext "false" @default.
- W4311140946 isRetracted "false" @default.
- W4311140946 workType "article" @default.