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{ "pk": 28053, "title": "How people detect incomplete explanations", "subtitle": null, "abstract": "In theory, there exists no bound to a causal explanation – every\nexplanation can be elaborated further. But reasoners rate some\nexplanations as more complete than others. To account for this\nbehavior, we developed a novel theory of the detection of\nexplanatory incompleteness. The theory is based on the idea\nthat reasoners construct mental models of causal explanations.\nBy default, each causal relation refers to a single mental model.\nReasoners should consider an explanation complete when they\ncan construct a single mental model, but incomplete when they\nmust consider multiple models. Reasoners should thus rate\ncausal chains, e.g., A causes B and B causes C, as more\ncomplete than “common cause” explanations (e.g., A causes B\nand A causes C) or “common effect” explanations (e.g., A\ncauses C and B causes C). Two experiments validate the\ntheory's prediction. The data suggest that reasoners construct\nmental models when generating explanations.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "explanatory reasoning" }, { "word": "incompleteness" }, { "word": "causal\nreasoning" }, { "word": "mental models" } ], "section": "Publication-based-Talks", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/1vg5g5qc", "frozenauthors": [ { "first_name": "Joanna", "middle_name": "", "last_name": "Korman", "name_suffix": "", "institution": "Navy Center for Applied Researcher in Artificial Intelligence", "department": "" }, { "first_name": "Sangeet", "middle_name": "", "last_name": "Khemlani", "name_suffix": "", "institution": "Navy Center for Applied Researcher in Artificial Intelligence", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2018-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28053/galley/17692/download/" } ] }