Charles J. Brainerd’s research while affiliated with Cornell University and other places

What is this page?


This page lists works of an author who doesn't have a ResearchGate profile or hasn't added the works to their profile yet. It is automatically generated from public (personal) data to further our legitimate goal of comprehensive and accurate scientific recordkeeping. If you are this author and want this page removed, please let us know.

Publications (246)


Developmental Invariance in Deep Distortions
  • Article
  • Publisher preview available

January 2025

·

2 Reads

Psychology and Aging

C. J. Brainerd

·

·

X. Liu

·

Recently, a distinction has been drawn between conventional false memories, which misrepresent specific facts, and deep distortions, which misrepresent relations that connect facts. We report the first study of adult developmental trends in deep distortions, using a paradigm in which people make conjoint recognition judgments about incompatible facts (e.g., Was Einstein born in Austria, Germany, or Switzerland?). As conventional false memories increase over the adult lifespan, it is natural to expect that deep distortions will do likewise. Surprisingly, however, the modal explanation of adult increases in false memory predicts that deep distortions will be developmentally invariant. We tested that prediction in two experiments that measured three deep distortions (violations of the logical laws of additivity, countable additivity, and universal event) in memory for real-world incompatibility relations (e.g., size of planets, geographical location of companies, people in historical events). In Experiment 1, robust violations of all three laws were detected in younger adults (N = 105; Mage = 20), and as predicted, those violations did not increase in adults (N = 182; Mage = 33) or older adults (N = 176; Mage = 62). Experiment 2 was designed to test whether deep distortions would increase with age when there was stronger support for retrieving verbatim memories, but once again, deep distortion levels were the same in young adults (N = 81; Mage = 19), adults (N = 167; Mage = 34), and older adults (N = 170; Mage = 62). Conjoint recognition analyses revealed that throughout the adult lifespan, verbatim memory played no role in deep distortions. Other analyses revealed that although incompatible facts are perfectly compensatory in the real world (Einstein could only be born in Germany to the extent that he was not born in Austria or Switzerland), memory for incompatible facts is noncompensatory throughout the adult lifespan.

View access options

Effects of emotional ambiguity and emotional intensity on true and false memory

May 2024

·

251 Reads

Memory & Cognition

Whereas the effects of emotional intensity (the perceived strength of an item’s valence or arousal) have long been studied in true- and false-memory research, emotional ambiguity (the uncertainty that attaches to perceived emotional intensity) has only been studied recently. Available evidence suggests that emotional ambiguity has reliable effects on true memory that are distinct from those of emotional intensity. However, those findings are mostly restricted to recall, and the effects of emotional ambiguity on false memory remain unexplored. The current study addressed both limitations by measuring the effects of emotional ambiguity and emotional intensity on true and false recognition. In two experiments, we manipulated valence ambiguity and valence intensity (Experiment 1) and arousal ambiguity and arousal intensity (Experiment 2) of Deese/Roediger/McDermott lists. Multiple linear regression analyses were conducted for Experiment 1, Experiment 2, and the combined data of the experiments to separate the effects of emotional ambiguity and emotional intensity. Our results showed that both valence ambiguity and arousal ambiguity improved true recognition, and the effects of valence ambiguity remained robust even when controlling for valence intensity, arousal intensity, and arousal ambiguity. More importantly, for both valence and arousal, there was an interaction between ambiguity and intensity in false memory. Specifically, we found that valence ambiguity increased false recognition with positive valence, while arousal ambiguity amplified the effect of arousal intensity on false recognition. Our results are discussed in the context of the emotional ambiguity hypothesis and fuzzy-trace theory.


Deep Distortions in Everyday Memory: Fact Memory Is Illogical, Too

February 2024

·

45 Reads

·

1 Citation

Journal of Experimental Psychology General

A distinction has recently been drawn between surface distortions and deep distortions in false memory, where the former are conventional errors of commission and the latter are illogical relations among multiple memories of items. The deep distortions that have been studied to date are violations of the logical rules that govern incompatibility relations, such as additivity and countable additivity. Because that work is confined to laboratory word-list tasks, it is subject to the ecological validity criticism that memory for everyday facts may not exhibit such phenomena. We report evidence that memory for everyday facts displays the same deep distortions as laboratory tasks. We developed a version of the conjoint-recognition paradigm that measures memory for incompatible general knowledge facts, similar to those found on the quiz program Jeopardy! In experiments with university participants, four deep distortions were detected (violations of the additivity, countable additivity, universal set, and compensation rules), with participants consistently remembering more than what is logically possible. The distortions were more robust than in laboratory experiments, and memories of incompatible facts (e.g., Jupiter and Saturn cannot both be the largest planet in the solar system) did not suppress each other. These patterns were replicated in subsequent experiments with older and more diverse participant samples. Consistent with the notion that deep distortions are by-products of gist memory, conjoint-recognition modeling analyses revealed that memory for everyday facts was even more reliant on gist than memory for word lists, and that verbatim memory was near-floor.


Judgments of Learning Reactivity on Item-Specific and Relational Processing

January 2024

·

47 Reads

·

2 Citations

Journal of Intelligence

Judgments of learning (JOLs) reactivity refers to the finding that the mere solicitation of JOLs modifies subsequent memory performance. One theoretical explanation is the item-specific processing hypothesis, which posits that item-level JOLs redound to the benefit of later memory performance because they enhance item-specific processing. The current study was designed to test this account. We factorially manipulated the organization (blocked vs. randomized) of categorized lists and JOL condition (item-JOLs, list-JOLs, no-JOLs) between participants, and fit the dual-retrieval model to free recall data to pinpoint the underlying memory processes that were affected by JOL solicitation. Our results showed that item-level JOLs produced positive reactivity for randomized but not for blocked categorized lists. Moreover, we found that the positive JOL reactivity for randomized categorized lists was tied to a familiarity judgment process that is associated with gist processing, rather than to item-specific recollective processes. Thus, our results pose a challenge to the item-specific processing explanation of JOL reactivity. We argue that JOL reactivity is not restricted to item-specific processing; instead, whether JOLs predominantly engage participants with item-specific or relational processing depends on the interaction between learning stimuli and JOLs.


From Association to Gist: Some Critical Tests

November 2023

·

23 Reads

Journal of Experimental Psychology Learning Memory and Cognition

We report the first evidence that the gist mechanism of fuzzy-trace theory and the associative mechanism of activation monitoring theory operate in parallel, in the recall version of the Deese/Roediger/McDermott illusion. In three experiments, we implemented a new methodology that allows their respective empirical indexes, gist strength (GS) and backward associative strength (BAS), to each be manipulated while the other is held constant. In Experiment 1, increasing GS increased false recall of missing words, but increasing BAS did not. In Experiments 2 and 3, however, increasing GS and increasing BAS both increased recall of missing words, and those effects were independent and additive. In all three experiments, GS and BAS affected true recall of list words in qualitatively different ways: (a) Increasing GS always improved true recall, regardless of whether BAS was high or low, but (b) increasing BAS impaired true recall when GS was high and improved true recall when GS was low. To pinpoint the retrieval loci of the two variables’ effects, we analyzed the data of all experiments with the dual-retrieval model. Those analyses showed that the variables’ respective effects were due to different retrieval processes.



Numeracy, gist, literal thinking and the value of nothing in decision making

May 2023

·

82 Reads

·

32 Citations

Nature Reviews Psychology

The onus on the average person is greater than ever before to make sense of large amounts of readily accessible quantitative information, but the ability and confidence to do so are frequently lacking. Many people lack practical mathematical skills that are essential for evaluating risks, probabilities and numerical outcomes such as survival rates for medical treatments, income from retirement savings plans or monetary damages in civil trials. In this Review, we integrate research on objective and subjective numeracy, focusing on cognitive and metacognitive factors that distort human perceptions and foment systematic biases in judgement and decision making. Paradoxically, an important implication of this research is that a literal focus on objective numbers and mechanical number crunching is misguided. Numbers can be a matter of life and death but a person who uses rote strategies (verbatim representations) cannot take advantage of the information contained in the numbers because 'rote' strategies are, by definition, processing without meaning. Verbatim representations (verbatim is only surface form, not meaning) treat numbers as data as opposed to information. We highlight a contrasting approach of gist extraction: organizing numbers meaningfully, interpreting them qualitatively and making meaningful inferences about them. Efforts to improve numerical cognition and its practical applications can benefit from emphasizing the qualitative meaning of numbers in context - the gist - building on the strengths of humans as intuitive mathematicians. Thus, we conclude by reviewing evidence that gist training facilitates transfer to new contexts and, because it is more durable, longer-lasting improvements in decision making.


The recognition effects of attribute ambiguity

May 2023

·

117 Reads

·

3 Citations

Psychonomic Bulletin & Review

When examining memory effects of semantic attributes, it is common practice to manipulate normed mean (M) ratings of the attributes (i.e., attribute intensity) in learning materials. Meanwhile, the standard deviations (SDs) of attribute ratings (i.e., attribute ambiguity) are usually treated as indexes of measurement error. However, some recent research found that recall accuracy varied as a function of both the intensity and ambiguity of semantic attributes such as valence, categoriza-tion, concreteness, and meaningfulness. These findings challenged the traditional interpretation of attribute rating SDs as noise indexes. In the current study, we examined the recognition effects of ambiguity, intensity, and Ambiguity × Intensity interactions for 21 attributes using mega study data for over 5,000 words. Our results showed that attribute ambiguity had reliable recognition effects beyond those of attribute intensity, and that it sometimes explained more unique variance in recognition than attribute intensity. Thus, we concluded that attribute ambiguity is a distinct psychological dimension of semantic attributes, which is processed separately from attribute intensity during encoding. Two theoretical hypotheses had been proposed for the memory effects of attribute ambiguity. We discuss the implications of our findings for the two theoretical hypotheses about how attribute ambiguity influences episodic memory.


The font size effect depends on inter‐item relation

March 2023

·

146 Reads

·

2 Citations

Memory & Cognition

The font size effect refers to the metacognitive illusion that larger fonts lead to higher judgments of learning (JOLs) but not better recall. Prior studies demonstrated robust JOL effects of font size under conditions of intra-item relation (i.e., cue–target relatedness within a word pair), even though intra-item relation is a more diagnostic cue than font size. However, it remains an open question whether the JOL effects of font size persist under conditions of inter-item relation (i.e., relations across items on a single-word list). In the current study, we examined the JOL and recall effects of font size when font size and inter-item relation were factorially manipulated in three JOL-recall experiments. Additionally, to manipulate the salience of inter-item relation, we presented related and unrelated lists in a blocked manner in Experiment 1 but in a mixed manner in Experiments 2 and 3. Our results showed that the JOL effects of font size are moderated or eliminated when inter-item relation is manipulated simultaneously with font size. Moreover, the smaller font led to better recall for related lists but not for unrelated lists across all three experiments. Therefore, our results demonstrate that individual cues may not be integrated with equal weight, and there can be a trade-off between item-specific and relational processing during the JOL process. Additionally, highlighting key information with larger fonts may not be optimal with related items.


Figure 1 The Big Three Latent Semantic Attributes
Bivariate Correlations Between M Intensity Ratings of Attributes in the Toglia and Battig Norms and the Stevenson et al. Norms
Retrieval Processes That Are Measured by the Dual-Retrieval Model
Means and SDs of Adjusted Ratio of Clustering Scores in Experiments 1-3
Maximum Likelihood Estimates of the Dual-Retrieval Model's Parameters for the Latent Valence, Age-of-Acquisition, and Size Attributes in Experiments 1-3

+1

The Big Three: Accuracy, Organization, and Retrieval Effects of Latent Semantic Attributes

February 2023

·

185 Reads

·

1 Citation

Journal of Experimental Psychology General

Rating norms for semantic attributes (e.g., concreteness, dominance, familiarity, and valence) are widely used in many psychological literatures to study the effects of processing specific types of semantic content. Word and picture norms for many attributes are available for thousands of items, but there is a contamination problem in experimentation. When an attribute's ratings are varied, how the semantic content that people process changes is unclear because ratings of individual attributes are correlated with ratings of so many other attributes. To solve this problem, the psychological space that 20 attributes occupy has been mapped, and factor score norms have been published for the latent attributes that generate that space (emotional valence, age-of-acquisition, and symbolic size). These latent attributes have yet to be manipulated in experimentation, and hence, their effects are unknown. We conducted a series of experiments that focused on whether they affect accuracy, memory organization, and specific retrieval processes. We found that (a) all three latent attributes affected recall accuracy, (b) all three affected memory organization in recall protocols, and (c) all three affected direct verbatim access, rather than reconstruction or familiarity. The memory effects of two of them (valence and age-of-acquisition) were unconditional, but memory effects were only detected for the third at particular levels of the other two. The key implications are that semantic attributes can now be cleanly manipulated, and when they are, they have broad downstream effects on memory. (PsycInfo Database Record (c) 2023 APA, all rights reserved).


Citations (86)


... In some recent experiments, we studied a class of false memories in which verbatim retrieval seemed to play virtually no role-namely, deep distortions (Brainerd et al., 2024). Hence, we investigated the developmental invariance prediction with this class of false memories. ...

Reference:

Developmental Invariance in Deep Distortions
Deep Distortions in Everyday Memory: Fact Memory Is Illogical, Too

Journal of Experimental Psychology General

... The interaction between reactivity and level of processing suggests that the reactivity effect may result from the fact that making JOLs induces more elaborative processing. Furthermore, it has been shown that making JOLs promotes item-specific processing of study items, in turn producing superior recall or recognition performance (Chang and Brainerd 2024;Senkova and Otani 2021;Zhao et al. 2023aZhao et al. , 2023b. ...

Judgments of Learning Reactivity on Item-Specific and Relational Processing

Journal of Intelligence

... However, this general belief is in contrast with research on spontaneous false memory [8][9][10] . That is, following theoretical explanations of false memories, adults are more prone to spontaneous false memories than children (i.e., developmental reversal) 16,33 . Endorsing a default assumption on children's susceptibility to producing false memories might result in legal professionals incorrectly disregarding the child's testimony or wrongly accepting the adult's testimony at face value. ...

Theoretical explanations of developmental reversals in memory and reasoning
  • Citing Article
  • September 2023

Developmental Review

... We found that the generalized overconfidence task (GOT), an alternative way to measure overconfidence that is unconfounded by task performance, was successful in predicting a broad range of behavioral outcomes, including conspiracy beliefs, BSR, overclaiming, and the ability to discern news headlines. Indeed, effect sizes for these correlations were generally as strong (and in some cases stronger) than for established performance-based measures, such as the CRT and numeracy (Pennycook, 2023;Peters, 2012;Reyna and Brainerd, 2023). The GOT was also more predictive of these outcomes than other overconfidence tasks (i.e., CRT and numeracy). ...

Numeracy, gist, literal thinking and the value of nothing in decision making
  • Citing Article
  • May 2023

Nature Reviews Psychology

... Brainerd et al. (2021b) also found that the standard deviation of arousal (i.e., arousal ambiguity) could moderate the valence-arousal relationship. Brainerd et al. (2021a) further showed that valence ambiguity had a curvilinear relationship with valence rating, suggesting that valence ambiguity is a variable distinct from valence (see also Chang & Brainerd, 2023). By considering the mean rating as a type of intensity variable, Brainerd and his colleagues (2021a, 2021b) postulated a quadratic intensity-ambiguity relationship, which may occur in valence, arousal, and lexico-semantic variables, such as concreteness, familiarity, and imageability. ...

The recognition effects of attribute ambiguity

Psychonomic Bulletin & Review

... Owing to the trade-off between item-specific and relational processing in memory (Hunt & Einstein, 1981), the memory effects of item-specific construct may be moderated by interitem relations, so that their effects can vary between related and unrelated word lists (e.g., Chang & Brainerd, 2023a). ...

The font size effect depends on inter‐item relation

Memory & Cognition

... Whereas the former is a multivariate construct tapping interindividual variability in the perceived strength of specific semantic attributes, the latter is a univariate construct focusing on to what extent a word is used in distinct contexts, with the underlying assumption being that a word's meaning varies with the contexts it appears in. Attribute ambiguity is aligned with the componential approach to semantics, whereas semantic ambiguity/diversity is aligned with the distributional approach to semantics (Brainerd et al., 2023). In brief, the former approach assumes semantic attributes as critical units that capture salient aspects of meaning and derive such attributes from theories of memory representation -such as concreteness and imageability from dualcoding theory (Paivio, 1970) and body-object interaction and sensorimotor attributes based on theories of grounded cognition (Barsalou, 2008). ...

The Big Three: Accuracy, Organization, and Retrieval Effects of Latent Semantic Attributes

Journal of Experimental Psychology General

... These results may have implications for situations in which memory authenticity is of high importance, such as in eyewitness testimony (Loftus, 2003). As many crime cases rely on eyewitness testimony due to a lack of forensic evidence (Zember, Brainerd, Reyna, & Kopko, 2012), it is imperative to an effective justice system to understand the conditions under which memory can become distorted. It has previously been demonstrated that older adults are more likely than young adults to report incorrect information in an eyewitness account (Aizpurua, Garcia-Bojos, & Migueles, 2009;Cohen & Faulkner, 1989). ...

The science of law and memory.
  • Citing Chapter
  • January 2012

... Since the time the current project was accepted as a Stage 1 registered report, other researchers have also contributed work examining details beyond aggregate memory (Chang & Brainerd, 2023;Halamish & Undorf, 2023;Zhao et al., 2023), which we will return to in the General Discussion section. In all, our experiments elucidate how JOLs influence memory for the relationship between words within each pair, as well as memory for the entire study episode, by considering these underlying parameters supporting memory performance. ...

Changed-goal or cue-strengthening? Examining the reactivity of judgments of learning with the dual-retrieval model

Metacognition and Learning

... Artificial intelligence researchers have employed either singlemodality approaches (Shi et al., 2021;Zhang et al., 2022) or multimodal biomarker datasets (Lin et al., 2021a;Wolf et al., 2022;Nan et al., 2022;Chang and Brainerd, 2022) to create various machine learning (ML) frameworks, to address that challenge. Those frameworks are typically designed to classify Alzheimer's disease prodromal stages, including the Cognitive Normal (CN), Mild Cognitive Impairment (MCI), and Alzheimer's disease (AD). ...

Predicting conversion from mild cognitive impairment to Alzheimer's disease with multimodal latent factors