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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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“The ability to simulate alternatives to factual events is called counterfactual thinking (CFT), and it is a signature of humans’ cognition [1].”
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“Reviewing a large number of studies of counterfactual thinking, Roese (1997) claimed that such thoughts are typically instigated (a) by negative affect, and (b) by close calls.”
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“4 Counterfactual thinking is a mental construction of “what might have been” (Roese, 1996; 1997). may accept very risky bets aiming to lower the acquisition price and consequently achieve the breakeven faster.”
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“Even though counterfactual effects may be observed across different yet motivationally linked behaviors, they are more immediate— and arguably stronger—in behaviors that make up the antecedent of the counterfactual conditional (Smallman and Roese 2009; Epstude and Roese 2008).”
Background
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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