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Metacognitive Judgments & Monitoring Article List

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Papers:

Eakin, D. & Hertzog, C. (2009). Age invariance in feeling of knowing during implicit interference effects. Unpublished manuscript.  

Abstract

Cued recall for semantically targets influenced by implicit interference from semantic associates of the cue.  In extralist cueing, targets are studied alone (e.g. TREE) and then recall is prompted by providing a semantically related cue (e.g., TWIG). Cues that have a large number of associates, or a large set size, educe more implicit interference than cues with a small set size, resulting in lower recall performance (e.g. D.L. Nelson & McEvoy, 1979; Eakin & Hertzog, 2006). The Processing Implicit and Explicit Representations Model (PEIR2; D. L. Nelson, McKinney, Gee, & Janczura, 1998) explains cue-set-size effects as follows.  When a word is encoded both (a) an explicit episodic representation and (b) an implicit semantic activation of related word concepts are generated.  At recall, when a non-student, related word cues retrieval of the studied target, semantic associates can lead to successful retrieval; however, all associates compete for retrieval, generating implicit interference.  Sampling from large-set-size cues produces more interference relative to small-set-size cues, lowering the probability of recall.

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Hertzog, C., Dunlosky, J., & Sinclair, S. (2009). Episodic Feeling-of-knowing resolution derives from the quality of original encoding: Outcomes of a repetition/delay task paradigm. Unpublished manuscript.  

Abstract

Recent studies have argued for adult age-related deficits in the resolution of episodic feeling-of-knowing (FOK) owing to decline in frontally mediated inferential processes. We contrast this inferential-deficit hypothesis with the memory-constraint hypothesis, which argues that any observed deficits are an artifact of differences in level of learning. We posit that the quality of original encoding increases the probability that diagnostic information about the target will be accessible when making the FOK. A repetition-delay paradigm for a list of paired-associate items showed that repeated presentations at encoding increases resolution of FOKs for unrecalled items for both (a) recognition memory accuracy and (b) recognition memory confidence judgments. Older adults given a 48 hour delay between encoding and subsequent tests (and FOKs) had equivalent memory performance to younger adults given a 7-day delay, and produced equivalent FOK resolution, including equivalent effects of repetition on resolution. These results refute the inferential deficit hypothesis.

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Baker, J. M. C., Dunlosky, J., & Hertzog, C. (in press). How accurately can older adults evaluate the quality of their text recall?: The effect of feedback on term-specific judgment accuracy. Applied Cognitive Psychology.

Abstract

Adults of all ages have difficulties accurately judging how well they have learned text materials; unfortunately, such low levels of metacomprehension accuracy may obscure age-related deficits. Higher levels of relative accuracy have been obtained when younger adults make postdictions about which test questions they had answered correctly. Accordingly, we focus on the accuracy of postdictive judgments to evaluate whether age-related deficits would emerge with higher levels of accuracy and whether people’s postdictive accuracy would benefit from feedback. Participants read texts with definitions embedded in them, attempted to recall each definition, and then made a postdictive judgment about the quality of their definition recall. When making these judgments, participants either received no feedback or were presented the correct definition as feedback. Age-related equivalence was found in the relative accuracy of these term-specific judgments, and older adults’ absolute accuracy benefited from feedback to the same degree as did younger adults.

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Daniels, K. A., Toth, J. P., & Hertzog, C. (2009). Aging and recollection in the accuracy of judgments of learning. Psychology and Aging.

Abstract

Dual-process theories propose that episodic memory performance reflects both recollection of prior details as well as more automatic influences of the past. The authors explored the idea that recollection mediates the accuracy of judgments of learning (JOLs) and may also help explain age differences in JOL accuracy. Young and older adults made immediate JOLs at study and then completed recognition or recall tests that included a recollect/familiar judgment. JOLs were found to be strongly related to recollected items but not to items remembered on the basis of familiarity. The pattern was weaker in older adults, consistent with age-related declines in recollection.

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Touron, D. R., Hertzog, C., & Speagle, J. Z. (in press). Subjective learning discounts test type: Evidence from an associative learning and transfer task. Experimental Psychology.

Abstract

We evaluated the extent to which memory test format and test transfer influence the dynamics of metacognitive judgments. Participants completed 2 study-test phases for paired-associates, with or without transferring test type, in one of four conditions: (1) recognition then recall, (2) recall then recognition, (3) recognition throughout, or (4) recall throughout. Global judgments were made pre-study, post-study, and post-test for each phase; judgments of learning (JOLs) following item study were also collected. Results suggest that metacognitive judgment accuracy varies substantially by memory test type. Whereas underconfidence in JOLs and global predictions increases with recall practice (Koriat’s underconfidence-with-practice effect), underconfidence decreases with recognition practice. Moreover, performance changes when transferring test type were not fully anticipated by pre-test judgments.

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Hertzog, C., Dunlosky, J., & Sinclair, S. M. (2009). Age differences in the monitoring of learning: Cross-sectional evidence of spared resolution across the adult life span. Unpublished manuscript.

Abstract

Research on metacognitive development in adulthood has exclusively used extreme-age-groups designs. Given the limitations of this design, we used a full cross-sectional sample (N = 286, age range: 20-80) to evaluate how associative relatedness and encoding strategies influence the magnitude and resolution of judgments of learning (JOLs) across the adult life-span. At study participants studied related and unrelated word pairs and made JOLs. After a cued-recall test, retrospective item strategy reports were collected. Results revealed developmental patterns not available from previous studies (e.g., linear age-related declines in JOL magnitude across the lifespan) and converged with previous studies to indicate that adult development spares monitoring of learning. Both relatedness and effective strategy use positively influenced JOL resolution, and effective strategy use was responsible for higher resolution of JOLs for unrelated items. The simultaneous investigation of multiple cues for JOLs is essential for fully understanding how people construct metacognitive judgments.

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MacLaverty, S.N., & Hertzog, C. (2009). Do age-related differences in episodic feeling of knowing accuracy depend on the timing of the judgment? Unpublished manuscript.

Abstract

The current study investigated whether there were age-related differences in episodic feeling-of knowing (FOK) accuracy and whether accuracy was influenced by when the FOK judgments were made. Younger and older participants were randomly assigned to 1 of 4 conditions that manipulated the timing of the FOK in relation to cued -recall and recognition. Age-related differences in FOK accuracy were not reliable either when the FOK was immediate or when it was delayed. Moreover, FOK accuracy was above chance for both age groups. Remember/Know (RK) judgments correlated reliably with FOKs for unrecalled words for both age groups and did not vary by FOK timing. Verbal ability, but not education, health, or perceptual speed, correlated with FOK accuracy. These results suggest that rather than a general age-related deficit in episodic FOK accuracy the presence of age-related differences in resolution might be influenced by individual differences in such factors as verbal ability.

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Serra, M. J., Dunlosky, J., & Hertzog, C. (2008). Do older adults show less confidence in their monitoring of learning? Experimental Aging Research, 34, 379-391.

Abstract

Although aging has a minimal effect on the accuracy of people’s judgments of learning (JOLs) at predicting future memory performance, older adults may be less confident in these memory judgments—similar to the age declines often reported with memory self-efficacy. To evaluate this possibility, the authors had younger and older adults make JOLs for paired associates and rate their confidence in the accuracy of each JOL. Age-related declines in confidence in judgments were evident for immediate JOLs but not for delayed JOLs. Implications of these outcomes for theory of JOLs and explaining age-related differences in self-regulated study are discussed.

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Eakin, D. K., & Hertzog C. (2006). Release from implicit interference in memory and metamemory: Older adults know that they can't let go. Journals of Gerontology Series B-Psychological Sciences and Social Sciences, 61(6), P340-P347.

Abstract

Cued recall performance is better when cue and targets have a small number of semantic associates, which is an effect of implicit interference from shared associates (Nelson, McKinney, Gee, & Janczura, 1998). The present study examined age-related effects on memory under conditions of implicit interference. Recall and recognition performance of both younger and older adults was evaluated for small-versus large-set-size cues under two contexts. Comparable cue-set-size effects were obtained for both age groups under extralist cueing, but they were eliminated only for younger adults under intralist cueing. Older adults were not able to use the context to effectively eliminate implicit interference from associates of the cue as did younger adults, perhaps because of an inhibition deficit. Both groups had equivalent metamemory accuracy and sensitivity, indicating that the monitoring of learning prior to a test reflected the effects of implicit interference and is not impaired by aging.

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Dunlosky, J., Baker, J.M.C., Rawson, K., & Hertzog, C. (2005). Does Aging Influence People's Metacomprehension? Effects of Processing Ease on Judgements of Text Learning.

Abstract

In two experiments, we investigated whether age-related differences exist in metacomprehension by evaluating predictions from the ease-of-processing (EOP) hypothesis and by estimating the accuracy of judgments of text learning for both older and younger adults. According to this hypothesis, judgments of how well a text has been learned are based on how easily each text was processed, with easier processing resulting in greater judgments. Participants read either sentence pairs (Experiment 1) or longer texts (Experiment 2) and judged their learning of each text immediately after reading. Ease of processing each text was also measured. Although an age-related difference in the use of EOP in judgments was observed with sentence pairs, older and younger adults’ judgments were related to processing ease for longer texts. In both experiments, age equivalence also occurred in judgment accuracy. Thus, the overall pattern of results suggests that people’s judgments of text learning remain largely intact with aging.

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Robinson, A. E., Hertzog, C., & Dunlosky, J. (2006). Aging, encoding fluency, and metacognitive monitoring.  Aging, Neuropsychology, and Cognition, 13(3), 458-478.

Abstract

Encoding fluency (how rapidly one generates a mediator for a new association) may be a cue used to judge one’s own learning. To evaluate age differences in utilization of this cue, older and younger adults were instructed to use interactive imagery to study paired associates, pressing a button to indicate when an image had been formed for a given pair. A judgment of learning (JOL) was also made immediately after each pair had been studied. Hence, at least two cues pertaining to encoding fluency—whether an image had been formed (a diagnostic cue) and the latency of formation (a nondiagnostic one)—were available when making JOLs. Age equivalence was found in JOL accuracy, and JOLs for both age groups were positively related to imagery formation and were negatively related to the latency of image formation. Moreover, subjectively judged latency correlated higher with JOLs than actual (objective) latency, supporting the hypothesis that perceived fluency is a cue used in constructing JOLs.

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Dunlosky, J., Kubat-Silman, A. K., & Hertzog, C. (2003). Do age differences exist in monitoring of encoding? Effects of aging on the magnitude and accuracy of quality-of-encoding judgments. American Journal of Psychology, 116, 431-454.

Abstract

Age-invariance in the monitoring of associative learning has been the norm in numerous investigations concerning how accurately people predict future recall--predictions which are partly based on people’s beliefs about forgetting. In the present research, we obtained a measure of monitoring that is minimally influenced by beliefs about forgetting. Participants made quality-of-encoding (QUE) judgments by rating how well each item had been encoded. In two experiments, older and younger adults studied 60 paired-associate items; immediately after studying each one, they made a QUE judgment. Each item was presented at a 4-sec or 8-sec presentation rate. QUEs from both age groups were sensitive to the production of different strategies, presentation rate, and item characteristics. Reliable age differences in the correlation of QUEs and subsequent recall were found for related items (Experiment 1) but not for unrelated items (Experiment 2). The outcomes indicate similar processes for generating QUE judgments by older and younger adults, but they also suggest the possibility of an age-related deficit in the accuracy of monitoring encoding in some experimental conditions.

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Dunlosky, J., Kubat-Silman, A. K., & Hertzog, C. (2003). Training monitoring skills improves older adults' self-paced associative learning. Psychology and Aging, 18, 340-345.

Abstract

We investigated a memory-enhancement program that involved teaching older adults to regulate study through self testing. A regulation group was taught standard strategies along with self-testing techniques for identifying less-well learned items that could benefit from extra study. This group was compared to a strategy-control group that were taught only strategies and to a waiting-list control group. Greater training gains were shown for the regulation group (effect size, d = .72) than for the strategy-control (d = .28) and waiting-list control (d = .03) groups, indicating that training a monitoring skill--self testing--can improve older adults’ learning.

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Hertzog, C., Dunlosky, J., Robinson A. E., & Kidder, D. P.  (2003). Encoding fluency is a cue used for judgments about learning. Journal of Experimental Psychology:  Learning, Memory, & Cognition, 29(1),  22-34.

Abstract

Paired-associate learning was used to investigate the hypothesis that the speed of generating an interactive image (encoding fluency) influenced two metacognitive judgments: judgments of learning (JOLs) and quality of encoding ratings (QUEs). Results from the first two experiments indicated that latency of a keypress indicating successful image formation was negatively related to both JOLs and QUEs even though latency was unrelated to recall. The third experiment demonstrated that when concrete and abstract items were mixed in a single list, latency was related to concreteness, judgments, and recall. However, item concreteness and fluency influenced judgments independent of one another. These outcomes suggest an important role of encoding fluency in the formation of metacognitive judgments about learning and future recall.

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Hertzog, C. (2002). Metacognition in older adults: implications for application.  In T. J. Perfect, & B. L. Schwartz (Eds.), Applied metacognition (pp. 169-196). London: Cambridge University Press.

Abstract

Metacognition is a construct that has received considerable attention in developmental psychology, including psychological gerontology - the science of aging. As I treat it here, metacognition is a broad umbrella term that covers several related constructs: knowledge about cognition, beliefs (both about oneself and about cognition in general), and monitoring (Hertzog and Hultsch, 2000). Much of the emphasis in studies of aging and metacognition has been placed on the role of beliefs about memory and aging, both in oneself and others, and how those beliefs may influence beliefs about one's own cognitive functioning. Traditionally, beliefs have played less of a role in research by experimental psychologists interested in metacognition. This line of theory and research has typically focused on processes of awareness and judgment concerning the status of the cognitive system, concentrating on the constructs of monitoring and control achieved via utilization of monitoring (e.g. Nelson, 1996). This state of affairs seems to be changing, as scientists interested in metacognition have begun to consider the potential importance of constructs such as causal attributions in explaining the accuracy or inaccuracy of measures of monitoring (e.g. Koriat, Goldsmith, and Pansky, 2000).

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Hertzog, C., Kidder, D. P., Powell-Moman, A. & Dunlosky, J. (2002). Aging and monitoring associative learning: Is monitoring accuracy spared or impaired?  Psychology and Aging, 17, 209-225.

Abstract

Mixed lists of associatively related and unrelated paired-associates were used to study monitoring of associative learning. Older and younger adults produced above-chance levels of relative accuracy, as measured by intraindividual correlations of JOLs with item recall. JOLs were strongly influenced by relatedness, and this effect was greater for older adults. Relative accuracy was higher for unrelated than for related pairs. Correlations of JOLs with item recall for a randomly yoked learner indicated that access to one’s own encoding experiences increased relative accuracy. Older adults showed equivalent privileged access when using continuous (but not discrete) JOL rating scales. Both age groups manifested a contrast effect (lower JOLs for unrelated items when mixed with related items). Aging appears to spare monitoring of encoding, even though it adversely affects associative learning.

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Dunlosky, J. & Hertzog, C. (2000).  Updating knowledge about strategy effectiveness: A componential analysis of learning about strategy effectiveness from task experience.  Psychology and Aging, 15, 462-474.

Abstract

Researchers have argued for age deficits in learning about the relative effects of encoding strategies from task experience, partly on the basis of absolute accuracy of metacognitive judgments. However, these findings could be attributed to factors other than age differences in learning about encoding strategies. Forty older adults and 40 younger adults participated in two study-test trials in which they studied paired associates with either interactive imagery or rote repetition, predicted subsequent recall for the items, attempted to recall each item, and postdicted recall performance. Recall was greater for imagery than repetition, yet this effect was not fully reflected by predictions made on Trial 1, allowing for the possibility of knowledge updating about the strategies on Trial 2. Although, both older and younger adults accurately postdicted recall performance during Trial 1, absolute accuracy of the predictions made on Trial 2 showed little improvement. However, both age groups demonstrated increases in between-person correlations of predictions with recall, which is consistent with age deficits in knowledge updating. Thus, both younger and older adults had updated knowledge about the strategies form task experience, but such updating was not evident in the absolute accuracy of the predictions.

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Hertzog, C., Park, D. C., Morrell, R. W., & Martin, M. (2000). Behavioral specificity in the accuracy of subjective memory complaints.  Applied Cognitive Psychology, 14, 257-275.

Abstract

A cross-sectional sample of adults completed an extensive set of cognitive tasks and a set of questionnaires measuring depressive affect, memory complaint, and other variables. During an interview about their prescribed medications, the participants also reported whether they were having problems remembering to take the medication as prescribed (an everyday prospective memory problem). Their medication adherence at home was then monitored for one month using pill bottles with microelectronic caps. Cognitive tasks correlated with memory complaints, as measured by the Memory Functioning Questionnaire, but not with problems in remembering to take medications. The highest correlations were with a free recall task. Conversely, reported problems with medication adherence during the interview had good predictive validity for subsequent adherence problems, but not for cognitive tasks, including a measure of prospective memory. Depressive affect was related to both the questionnaire and the interview complaints about medication adherence, but a structural equation model showed that the relationships of cognition and medication adherence to the different memory complaints were independent of depressive affect. The results are interpreted in terms of a behavioral specificity hypothesis, which states that adults’self-reports of memory problems are valid when they focus directly on specific memory-related behaviors in everyday contexts.

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Dunlosky, J. T., & Hertzog, C. (1998).  Training programs to improve learning in later adulthood: Helping older adults educate themselves.  In D. J. Hacker, J. Dunlosky, & A. C. Graesser (Eds.), Metacognition in educational theory and practice (pp. 249-275). Mahwah, NJ: Lawrence Erlbaum Associates.

Abstract

We review findings in the literature regarding aging and metacognitive monitoring, strategy use, and learning. The central thesis is that aging does not impair the ability to monitor ongoing learning, even though it has an adverse impact on learning itself. Given that older adults are able to monitor their learning, the argument developed in this chapter is that they can potentially benefit from the strategic use of monitoring to control or regulate their learning. This involves the use of self-testing as a metacognitively oriented strategy -- actually testing one's learning and then adjusting learning strategies based on the self-testing. Existing training programs for older adults have focused almost exclusively on strategy training, with or without cognitive restructuring of dysfunctional beliefs about the nature of aging and its effects on memory. We argue that existing training programs should be expanded to included metacognitive training, so that older adults are encouraged to monitor the effectiveness of strategies by self-testing, and to then adapt their strategic behavior (for example, by allocating more time and effort to study the information they have not yet mastered).

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Dunlosky, J., & Hertzog, C. (1997).  Older and younger adults use a functionally identical algorithm to select items for restudy during multi-trial learning.  Journal of Gerontology: Psychological Sciences, 52, 178-186.

Abstract

We investigated whether aging affects several components of how people select items for study during multitrial learning. Younger and older adults studied paired-associate items and then made delayed judgments of learning (JOLs). Immediately after making a JOL for an item, some participants decided whether to restudy the item on subsequent trials; for other participants, the computer selected for restudy the items that had been judged as least-well learned. Next, paired-associate recall occurred, which was followed by restudy-test trials. As expected, age differences occurred in recall on the first trial, and this difference was propagated across trials. In contrast to the hypothesis that older adults would be more conservative in selecting items, both age groups selected to restudy (a) the items that they had rated as least-well learned and (b) the majority of items that would not be recalled on the first trial. Comparisons between participants who self-selected items vs. the groups in which the computer controlled selection also converged on the conclusion of age equivalence in processes underlying item selection.

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Connor, L. T., Dunlosky, J., & Hertzog, C. (1997).  Age-related differences in absolute but not relative metamemory accuracy.  Psychology and Aging, 12, 50-71.

Abstract

In 3 experiments, the effects of age on different kinds of metacognitive prediction accuracy were assessed. Participants made global memory predictions and item-by-item memory predictions in a single experimental task. Metacognitive accuracy was evaluated with correlational and more traditional difference-score measures. Difference-score measures were found, in some cases, to be sensitive to level of recall performance. Correlational techniques revealed that older adults monitored learning effectively. Relative to younger adults, they showed equally accurate immediate judgments of learning (JOLs), produced an equivalent delayed-JOL effect, and showed equivalent upgrading in the accuracy of their global prediction from before to after study of test materials.

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Hertzog, C., Saylor, L. L., Fleece, A. M., & Dixon, R. A. (1994).  Metamemory and aging: Relations between predicted, actual, and perceived memory task performance.  Aging and Cognition, 1, 203-237.

Abstract

Four experiments examined adult age differences in predictions and postdictions of memory task performance. The results support the conceptualization of performance predictions as constructed judgments that tare influenced by a number of factors, including memory self-efficacy and task appraisal processes. Prediction accuracy varied as a function of the type of task (recall better than recognition), subject age (better accuracy by old adults), and task experience (improvement over trials). Prediction accuracy appeared to be influenced by inferences about possible levels of task performance. Different age groups were equally accurate at postdicting performance. Three of the four experiments obtained predictions both before and after study, observing an increase in the correlations of predictions with recall after study. This upgrading effect was more pronounced for younger adults relative to older adults, possibly indicating poorer monitoring of learning or the contents of memory by older adults during the construction of the after-study prediction.

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Hertzog, C., Dixon, R. A., & Hultsch, D. F. (1990).  Relationships between metamemory, memory predictions, and memory task performance in adults.  Psychology and Aging, 5, 215-227.

Abstract

A cross-sectional sample of adults recalled categorized word lists and narrative texts. Subjects gave performance predictions before each of 3 recall trials for each task. Older subjects had poorer memory performance and also predicted lower performance levels than did younger subjects. The LISREL models suggested (a) direct effects of memory self-efficacy (MSE) on initial predictions; (b) upgrading of prediction-performance correlations across trials, determined by direct effects of performance on subsequent predictions; (c) significant effects of a higher order verbal memory factor on MSE; and (d) an independent relationship of text recall ability to initial text recall performance predictions. These results lend support to the theoretical treatment of predictions as task-specific MSE judgments.

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