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Counterfactual thinking.
Abstract
Counterfactuals are mental representations of alternatives to the past and produce consequences that are both beneficial and aversive to the individual. These apparently contradictory effects are integrated in a functionalist model of counterfactual thinking. The author reviews research in support of the assertions that (a) counterfactual thinking is activated automatically in response to negative affect, (b) the content of counterfactuals targets particularly likely causes of misfortune, (c) counterfactuals produce negative affective consequences through a contrast-effect mechanism and positive inferential consequences through a causal-inference mechanism, and (d) the net effect of counterfactual thinking is beneficial.
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“Labaien et al. generate contrastive explanations for time-series data [141].”
From A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence (2021) · cites this paper as [141]
In the citing paper
“On the one hand, visual explanations for non-visual input data (i.e., datasets containing continuous or categorical featurevalue pairs) plot feature-value pair dependencies [134], [141], [142].”
From A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence (2021) · cites this paper as [141]
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“Assim como no processo experimental, o pensamento contrafactual envolve a consideração lógica de relações e associações causais entre eventos; as alternativas contrafactuais seriam como testes a partir dos quais essas relações poderiam ser inferidas (Roese, 1997).”
BackgroundTao, S. U. O., Yan, Y. A. N. G., Fan, Z., Wang, M., & Zhao, G. (2018) · Advances in Psychological Science · doi:10.3724/sp.j.1042.2018.01689 · Cited by 1
“…et al., 2013)。 纵观以上三种理论解释, 最终可归结为结果 评价理论解释的两大争论:强化学习理论 (the reinforcement-learning theory, Holroyd & Coles, 2002)和情感动机假说 (the motivational/affective hypothesis, Gehring & Willoughby, 2002 )。前两者 解释都认为 near-miss输钱通过增强奖赏预期提升 个体持续赌博动机, 它们都属于强化学习理论的 范畴, 但二者的具体分歧在于:认知曲解假说把 near-miss…”
Influential
Metadata
- Authors
- Roese, N. J.
- Affiliations
- Northwestern University (US)
- Corresponding author
- Roese, Neal J.
- ORCID
- Roese, Neal J.
- Venue
- Psychological Bulletin
- Published
- 1997
- Volume
- 121
- Issue
- 1
- Pages
- 133-148
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W4246855866
- Cited by
- 1,156
- References
- 0
- Citations by year
- 2026: 50 · 2025: 58 · 2024: 87 · 2023: 56 · 2022: 73 · 2021: 59 · 2020: 71 · 2019: 34 · 2018: 62 · 2017: 57 · 2016: 53 · 2015: 48 · 2014: 40 · 2013: 38 · 2012: 38
- FWCI
- 13.68
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Keywords
- counterfactual reasoning, counterfactuals, negative affect, contrast effects, causal inference, misfortune, functionalism
- MeSH terms
- Anger, Depression, Humans, Internal-External Control, Motivation, Problem Solving, Social Perception, Thinking
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