Matches in SemOpenAlex for { <https://semopenalex.org/work/W4200423504> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W4200423504 abstract "We developed a novel conceptualization of one component of creativity in narratives by integrating creativity theory and distributional semantics theory. We termed the new construct, divergent semantic integration (DSI), defined as the extent to which a narrative connects divergent ideas. Across nine studies, 27 different narrative prompts and over 3,500 short narratives, we compared six models of DSI that varied in their computational architecture. The best performing model employed Bidirectional Encoder Representations Transformer (BERT), which generates context-dependent numerical representations of words (i.e., embeddings). BERT DSI scores demonstrated impressive predictive power, explaining up to 72% of the variance in human creativity ratings, even approaching human inter-rater reliability for some tasks. BERT DSI scores showed equivalently high predictive power for expert and non-expert human ratings of creativity in narratives. Critically, DSI scores generalized across Ethnicity and English language proficiency, including individuals identifying as Hispanic and L2 English speakers. The integration of creativity and distributional semantics theory has substantial potential to generate novel hypotheses about creativity and novel operationalizations of its underlying processes and components. To facilitate new discoveries across diverse disciplines, we provide a tutorial with code (osf.io/ath2s) on how to compute DSI and a web app (semdis.wlu.psu.edu) to freely retrieve DSI scores." @default.
- W4200423504 created "2021-12-31" @default.
- W4200423504 creator A5014969186 @default.
- W4200423504 creator A5021375048 @default.
- W4200423504 creator A5021466179 @default.
- W4200423504 creator A5038633538 @default.
- W4200423504 creator A5039243931 @default.
- W4200423504 creator A5057424987 @default.
- W4200423504 creator A5060350488 @default.
- W4200423504 creator A5066867460 @default.
- W4200423504 creator A5072456412 @default.
- W4200423504 creator A5077815350 @default.
- W4200423504 creator A5080585664 @default.
- W4200423504 date "2021-12-01" @default.
- W4200423504 modified "2023-09-27" @default.
- W4200423504 title "Divergent Semantic Integration (DSI): Extracting Creativity from Narratives with Distributional Semantic Modeling" @default.
- W4200423504 doi "https://doi.org/10.31234/osf.io/fmwgy" @default.
- W4200423504 hasPublicationYear "2021" @default.
- W4200423504 type Work @default.
- W4200423504 citedByCount "1" @default.
- W4200423504 countsByYear W42004235042022 @default.
- W4200423504 crossrefType "posted-content" @default.
- W4200423504 hasAuthorship W4200423504A5014969186 @default.
- W4200423504 hasAuthorship W4200423504A5021375048 @default.
- W4200423504 hasAuthorship W4200423504A5021466179 @default.
- W4200423504 hasAuthorship W4200423504A5038633538 @default.
- W4200423504 hasAuthorship W4200423504A5039243931 @default.
- W4200423504 hasAuthorship W4200423504A5057424987 @default.
- W4200423504 hasAuthorship W4200423504A5060350488 @default.
- W4200423504 hasAuthorship W4200423504A5066867460 @default.
- W4200423504 hasAuthorship W4200423504A5072456412 @default.
- W4200423504 hasAuthorship W4200423504A5077815350 @default.
- W4200423504 hasAuthorship W4200423504A5080585664 @default.
- W4200423504 hasBestOaLocation W42004235041 @default.
- W4200423504 hasConcept C11012388 @default.
- W4200423504 hasConcept C138885662 @default.
- W4200423504 hasConcept C151730666 @default.
- W4200423504 hasConcept C154945302 @default.
- W4200423504 hasConcept C15744967 @default.
- W4200423504 hasConcept C180747234 @default.
- W4200423504 hasConcept C184337299 @default.
- W4200423504 hasConcept C188147891 @default.
- W4200423504 hasConcept C199033989 @default.
- W4200423504 hasConcept C199360897 @default.
- W4200423504 hasConcept C204321447 @default.
- W4200423504 hasConcept C2776214188 @default.
- W4200423504 hasConcept C2779343474 @default.
- W4200423504 hasConcept C41008148 @default.
- W4200423504 hasConcept C41895202 @default.
- W4200423504 hasConcept C47350684 @default.
- W4200423504 hasConcept C77805123 @default.
- W4200423504 hasConcept C86803240 @default.
- W4200423504 hasConcept C90734943 @default.
- W4200423504 hasConceptScore W4200423504C11012388 @default.
- W4200423504 hasConceptScore W4200423504C138885662 @default.
- W4200423504 hasConceptScore W4200423504C151730666 @default.
- W4200423504 hasConceptScore W4200423504C154945302 @default.
- W4200423504 hasConceptScore W4200423504C15744967 @default.
- W4200423504 hasConceptScore W4200423504C180747234 @default.
- W4200423504 hasConceptScore W4200423504C184337299 @default.
- W4200423504 hasConceptScore W4200423504C188147891 @default.
- W4200423504 hasConceptScore W4200423504C199033989 @default.
- W4200423504 hasConceptScore W4200423504C199360897 @default.
- W4200423504 hasConceptScore W4200423504C204321447 @default.
- W4200423504 hasConceptScore W4200423504C2776214188 @default.
- W4200423504 hasConceptScore W4200423504C2779343474 @default.
- W4200423504 hasConceptScore W4200423504C41008148 @default.
- W4200423504 hasConceptScore W4200423504C41895202 @default.
- W4200423504 hasConceptScore W4200423504C47350684 @default.
- W4200423504 hasConceptScore W4200423504C77805123 @default.
- W4200423504 hasConceptScore W4200423504C86803240 @default.
- W4200423504 hasConceptScore W4200423504C90734943 @default.
- W4200423504 hasLocation W42004235041 @default.
- W4200423504 hasLocation W42004235042 @default.
- W4200423504 hasOpenAccess W4200423504 @default.
- W4200423504 hasPrimaryLocation W42004235041 @default.
- W4200423504 hasRelatedWork W167624295 @default.
- W4200423504 hasRelatedWork W2079283699 @default.
- W4200423504 hasRelatedWork W2110173145 @default.
- W4200423504 hasRelatedWork W2169056423 @default.
- W4200423504 hasRelatedWork W2405778037 @default.
- W4200423504 hasRelatedWork W2748952813 @default.
- W4200423504 hasRelatedWork W2903227578 @default.
- W4200423504 hasRelatedWork W3217566335 @default.
- W4200423504 hasRelatedWork W4312617581 @default.
- W4200423504 hasRelatedWork W592747606 @default.
- W4200423504 isParatext "false" @default.
- W4200423504 isRetracted "false" @default.
- W4200423504 workType "article" @default.