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{ "pk": 28823, "title": "Decomposing Individual Differences in Cognitive Control:A Model-Based Approach", "subtitle": null, "abstract": "Researchers have long been interested in using laboratory mea-sures of cognitive control to predict a person’s cognitive con-trol/self control success outside the lab. We used a computa-tional approach to identify which lab-based performance mea-sures provide the most valid individual difference measuresof one’s ability and/or motivation to exert cognitive control.We simulated performance across an array of cognitive controltasks, and estimated the degree to which different performancemetrics (e.g., congruency effects, conflict adaptation, and de-mand avoidance) could theoretically provide valid estimatesof processes underlying control allocation. By performing di-mension reduction on these performance metrics, we furtherrevealed latent dimensions that can index separate mechanismsof control-demanding behavior. Our results suggest that indi-vidual differences in measures of cognitive control can orig-inate from multiple factors, several of which are unrelated tocapacity for cognitive control. We conclude by discussing im-plications of these analyses for assessing individual differencesin cognitive control phenomena.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "individual differences; cognitive control; motiva-tion; self-control" } ], "section": "Papers with Poster Presentations", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/95f995wb", "frozenauthors": [ { "first_name": "Sebastian", "middle_name": "", "last_name": "Musslick", "name_suffix": "", "institution": "Princeton University", "department": "" }, { "first_name": "Jonathan", "middle_name": "D.", "last_name": "Cohen", "name_suffix": "", "institution": "Princeton University", "department": "" }, { "first_name": "Amitai", "middle_name": "", "last_name": "Shenhav", "name_suffix": "", "institution": "Brown University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2019-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28823/galley/18694/download/" } ] }