Salient Items Research Articles

Probing Digital Footprints and Reaching for Inherent Preferences: A Cause-Disentanglement Approach to Personalized Recommendations

This study introduces DISC (Disentangling consumers’ Inherent preferences, item Salience effect, and Conformity effect), a novel personalized recommendation approach that leverages disentangled representation learning and causal graph modeling to provide interpretable and effective recommendations. By analyzing consumer behavior across various shopping stages, DISC identifies and differentiates the inherent factors that influence purchasing decisions. DISC cuts through biases to pinpoint consumers’ inherent preferences driving purchases, empowering platforms with the ability to deliver tailored recommendations that resonate deeply with users. Through extensive experiments on real-world data sets, DISC significantly outperforms existing methods, demonstrating its superiority in both in-sample prediction and generating recommendations that align with consumers’ true interests. With its robust performance and theoretical underpinnings, DISC holds promising implications for e-commerce platforms seeking to enhance recommendation accuracy, interpretability, and user engagement.

Secondary capture: Salience information persistently drives attentional selection.

It is well known that attention is captured by salient objects or events. The notion that attention is attracted by salience information present in the visual field is also at the heart of many influential models of attention. These models typically posit a hierarchy of saliency, suggesting that attention progresses from the most to the least salient item in the visual field. However, despite the significance of this claim in various models, research on eye movements challenges the idea that search strictly follows this saliency hierarchy. Instead, eye-tracking studies have suggested that saliency information has a transient impact, only influencing the initial saccade toward the most salient object, and only if executed swiftly after display onset. While these findings on overt eye movements are important, they do not address covert attentional processes occurring before a saccade is initiated. In the current series of experiments, we explored whether there was evidence for secondary capture-whether attention could be captured by another salient item after the initial capture episode. To explore this, we utilized displays with multiple distractors of varying levels of saliency. Our primary question was whether two distractors with different saliency levels would disrupt search more than a single, highly salient distractor. Across three experiments, clear evidence emerged indicating that two distractors interfered more with search than a single salient distractor. This observation suggests that following initial capture, secondary capture by the next most salient distractor occurred. These findings collectively support the idea that covert attention traverses the saliency hierarchy. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Evidence against the low-salience account of attentional suppression.

Do salient distractors have the power to automatically capture attention? This question has led to a heated debate concerning the role of salience in attentional control. A potential resolution, called the signal suppression hypothesis, has proposed that salient items produce a bottom-up signal that vies for attention, but that salient stimuli can be suppressed via top-down control to prevent the capture of attention. This hypothesis, however, has been criticized on the grounds that the distractors used in initial studies of support were weakly salient. It has been difficult to know how seriously to take this low-salience criticism because assertions about high and low salience were made in the absence of a common (or any) measure of salience. The current study used a recently developed psychophysical technique to compare the salience of distractors from two previous studies at the center of this debate. Surprisingly, we found that the original stimuli criticized as having low salience were, if anything, more salient than stimuli from the later studies that purported to increase salience. Follow-up experiments determined exactly why the original stimuli were more salient and tested whether further improving salience could cause attentional capture as predicted by the low-salience account. Ultimately, these findings challenge purely stimulus-driven accounts of attentional control. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

The interaction of top–down and bottom–up attention in visual working memory

Understanding the interplay between top–down and bottom–up attention in visual working memory (VWM) is crucial, although the specific challenges arising from this interaction remain ambiguous. In this study, we address this complexity by examining how cue informativeness and probe status of the salient items influence this interaction. Through three experiments, we manipulated top–down attention by varying probe frequencies using pre-cues and bottom–up attention by varying the visual salience of memory items. Experiment 1 explored cue informativeness at 100% and 50%, while Experiments 2 and 3 maintained cue informativeness at 80% and 50%. Additionally, Experiment 1 tested a few of the salient items, Experiment 2 excluded them, and Experiment 3 tested half of them in each cue condition. Across all experiments, we consistently observed cueing benefits for cue-directed items, albeit with costs to non-cued items. Furthermore, cue informativeness and the probe status of salient items emerged as critical factors influencing the interaction between top–down and bottom–up attention in VWM. These findings underscore the pivotal roles of cue informativeness and salient item relevance in shaping the dynamics of top–down and bottom–up attention within VWM.

Multiple evolutionary pressures shape identical consonant avoidance in the world’s languages

Languages disfavor word forms containing sequences of similar or identical consonants, due to the biomechanical and cognitive difficulties posed by patterns of this sort. However, the specific evolutionary processes responsible for this phenomenon are not fully understood. Words containing sequences of identical consonants may be more likely to arise than those without; processes of word form mutation may be more likely to remove than create sequences of identical consonants in word forms; finally, words containing identical consonants may die out more frequently than those without. Phylogenetic analyses of the evolution of homologous word forms indicate that words with identical consonants arise less frequently than those without. However, words with identical consonants do not die out more frequently than those without. Further analyses reveal that forms with identical consonants are replaced in basic meaning functions more frequently than words without. Taken together, results suggest that the underrepresentation of sequences of identical consonants is overwhelmingly a by-product of constraints on word form coinage, though processes related to word usage also serve to ensure that such patterns are infrequent in more salient vocabulary items. These findings clarify aspects of processes of lexical evolution and competition that take place during language change, optimizing communicative systems.

What polarizes citizens? An explorative analysis of 817 attitudinal items from a non-random online panel in Germany.

Various studies point to the lack of evidence of distributive opinion polarization in Europe. As most studies analyse the same item batteries from international social surveys, this lack of polarization might be due to an item's issue (e.g., the nature or substance of an item) or item formulation characteristics used to measure polarization. Based on a unique sample of 817 political attitudinal items asked in 2022 by respondents of a non-random online panel in Germany, we empirically assess the item characteristics most likely to lead to distributive opinion polarization-measured with the Van der Eijk agreement index. Our results show that only 20% of the items in our sample have some-at most moderate-level of opinion polarization. Moreover, an item's salience in the news media before the survey data collection, whether an item measures attitudes toward individual financial and non-financial costs, and the implicit level of knowledge required to answer an item (level of technicality) are significantly associated with higher opinion polarization. By contrast, items measuring a cultural issue (such as issues on gender, LGTBQI+, and ethnic minorities) and items with a high level of abstraction are significantly associated with a lower level of polarization. Our study highlights the importance of reflecting on the potential influence of an item's issue and item formulation characteristics on the empirical assessment of distributive opinion polarization.

First Phase Development of a Patient-reported Outcome Measure for Midface Oncology

Background: Facial cancer surgery involving the midface (comprising the lower eyelids, nose, cheeks, and upper lip) can have debilitating life-changing functional, social, and psychological impacts on the patient. Midface symptoms are inadequately captured by existing patient-reported outcome measures (PROMs). PROMs are increasingly used for individual patient care, quality improvement, and standardized reporting of treatment outcomes. This study aimed to present our findings from the first phase of the development of a midface, specifically periocular and nasal, PROM. Methods: After international guidance for PROM development, the first phase comprised identification of salient issues and item generation. Fifteen patients who had midface surgery and 10 clinicians from various specialties with more than 5 years’ experience treating these patients were recruited. Semi-structured interviews explored aesthetic, functional, social, and psychological outcomes, with specific attention to deficiencies in current PROMs. Thematic analysis was used to develop an item pool, and group interviews with clinicians were carried out to create and refine PROM scales. Results: Qualitative data from patient interviews were grouped into aesthetic, functional, and psychosocial domains for the eyelids and nose. Ninety-nine draft items were generated across these domains. Following focus group discussions, the final version of the midface-specific PROM contained 31 items (13 eye-specific, 10-nose-specific, eight general midface items). Conclusions: This midface-specific PROM is valuable in assessing and comparing patient-reported outcomes in those who have undergone complex resection and reconstruction of the midface. This PROM is currently undergoing field testing.

A perspective on how to improve the quality of life of elderly people living in rural areas

Introduction: We are going to witness the demographic shift with the predictable trends of population ageing and thus need to understand healthy ageing. This study was aimed to understand factors that influence the quality of life (QOL) of the elderly. Methods: This was a qualitative study conducted in 4 selected villages including males and females of age group > 60 years of age. 20 elderly individuals and 10 elderly individuals were chosen for a free listing and pile sorting exercise respectively. Smith's index was calculated for a free listing. Multidimensional scaling and cluster analysis were conducted to do pile sorting of data. Data were analyzed using Flame v1.2 and Anthropac. Result: During free-listing, 54 salient items were identified. Financial stability, healthy living, self-sufficiency, and work engagement were the most frequent responses that came from the study subjects. 25 salient items that were repeated in the free-listing exercise were included for the pile-sorting. The piles generated ranged from 3-12. Later, 25 perceived items (factors) for improving quality of life were clustered into 5 groups (Role of harmonious family, healthy ageing, daily schedule activity, leisure time and external support). Conclusion: The elderly recognized that a harmonious family, healthy ageing, daily schedule with leisure activity, and Government support can all improve their quality of life.

The Electrophysiological Markers of Statistically Learned Attentional Enhancement: Evidence for a Saliency-based Mechanism.

It is well established that attention can be sharpened through the process of statistical learning (e.g., visual search becomes faster when targets appear at high-relative-to-low probability locations). Although this process of statistically learned attentional enhancement differs behaviorally from the well-studied top-down and bottom-up forms of attention, relatively little work has been done to characterize the electrophysiological correlates of statistically learned attentional enhancement. It thus remains unclear whether statistically learned enhancement recruits any of the same cognitive mechanisms as top-down or bottom-up attention. In the current study, EEG data were collected from while participants searched for an ambiguous unique shape in a visual array (the additional singleton task). Unbeknown to the participants, targets appeared more frequently in one location in space (probability cuing). Encephalographic data were then analyzed in two phases: an anticipatory phase and a reactive phase. In the anticipatory phase preceding search stimuli onset, alpha lateralization as well as the Anterior Directing Attention Negativity and Late Directing Attention Positivity components-signs of preparatory attention known to characterize top-down enhancement-were tested. In the reactive phase, the N2pc component-a well-studied marker of target processing-was examined following stimuli onset. Our results showed that statistically learned attentional enhancement is not characterized by any of the well-known anticipatory markers of top-down attention; yet targets at high probability locations did reliably evoke larger N2pc amplitudes, a finding that is associated with bottom-up attention and saliency. Overall, our findings are consistent with the notion that statistically learned attentional enhancement increases the perceptual salience of items appearing at high-probability locations relative to low-probability locations.

Context-sensitive rationality: Choice by salience

We describe a context-sensitive approach to individual choice, in which the explanation is provided by a family of linear orders indexed by all available items. Selection from a menu is then recovered by the classical maximization paradigm, subject to the constraint that the justifying rationale must be indexed by an item of the menu. This approach allows us to pursue two complementary goals: (1) a fine classification of all possible choices into classes of rationality, and (2) a bounded rationality model based on an ordinal notion of salience. Concerning (1), we refine the context-free model of rationalization by multiple rationales, partitioning the class of all choice functions on n items into n classes of rationality. The least rational class is expressive of a moody behavior, which is rare for small n, but prevailing for large n. Concerning (2), we enrich our framework by a binary relation of salience, which guides the selection process. Upon requiring that all rationales associated to equally salient items coincide, choice is explained by appealing to the unique linear order indexed by a maximally salient item of the menu. Choice by salience is a specification of choice with limited attention. Numerical estimates show the sharp selectivity of this model of bounded rationality.

Food healthiness judgements among Brazilian and German lay adults.

This study investigated which foods are most saliently judged as healthy and unhealthy in Brazil and Germany and the reasons for these judgements. Dietary guidelines in the two countries differ in that those in Brazil are based on a food processing classification rather than nutrient profiling, whereas dietary guidelines in Germany do not include the processing level of food. In an online study with 355 lay adults (Brazil n = 205, Germany n = 150), we explored which foods are listed as healthy and unhealthy using a free-listing method. The main reasons for these healthiness judgements were then identified with a one or two-word phrase and compared between countries. Saliency analysis was conducted to identify the 15 most salient healthy and unhealthy foods in each country. Principles of content analysis were used to assess the reasons why these 15 items were listed as most salient by the participants. Results showed that both Brazilians and Germans listed mostly natural or minimally processed food (e.g. fruits, vegetables, grains, fish and milk) as healthy, whereas types of convenience and fast food, sweets and other ultra-processed foods (e.g. chocolate, soda, French fries, pizza and hamburger) were the most salient unhealthy items listed in both countries. Differences in culturally relevant items listed in each country are discussed. Further, in both countries, despite differences in their dietary guidelines, food healthiness judgements for the most salient items listed relied heavily on the nutritional content of food, reinforced the 'good/healthy' and 'bad/unhealthy' dichotomy, and were centred on benefits or harms to the body (e.g. prevention or cause of diseases and weight control). The similarity of food healthiness judgements between the two countries, together with their agreement with conventional health claims and dietary guidelines, suggest that lay Brazilian and German adults are knowledgeable about the general concepts of 'healthy' and 'unhealthy' food. Finally, these findings suggest that rather than just providing more nutritional information, policymakers and health professionals need to take into account the multiple psychosocial and environmental determinants of eating in these countries.

Long-term alliance for pathology equipment and technology acquisition: a paradigm shift for improved quality and efficiency.

Personnel costs are the largest single budget item in the clinical laboratory, other major expenses being equipment, analyzers, blood and blood components, and cost of day-to-day consumables. This report describes our experience with developing a long-term relationship with a single major vendor as a paradigm shift from the traditional multiple vendors, multiple contracts, and recurrent extended negotiations. Our objective was to develop a long-term approach for replacement of effete equipment and upgrades to operations in a pathology and laboratory medicine department in collaboration with vendors providing equipment and services. Major vendors were invited to visit the department to analyze the workload and workflow and suggest integrated solutions to meet the goals of the department. Multiple iterations of the proposals were evaluated, and a recommendation made to the medical center leadership. The vendor, the medical center, and the department jointly developed a 15-year partnership plan to improve the operations of pathology services. The agreement encompasses a range of management and performance criteria for both sides. The salient items discussed were laboratory staffing, turnaround time, workload change, test insourcing, reference laboratory costs, and scholarly productivity and teaching. The agreement reduced laboratory staffing by 21%, eliminated stat tests by reducing the turnaround time for routine tests to less than 45 minutes for 90% of tests, with an increase of 9.1% in the number of tests, Cost avoidance in salary and reference laboratory costs was $3,424,136/year against an expected target of $2 million in total savings, despite not including cost avoidance from promoting appropriate use of laboratory testing for inpatients and increase in revenue from increase in ambulatory testing. Vizient score in laboratory utilization improved from the 94th to 76th percentile. Scholarly output increased by more than 100%. This model of a long-term alliance with a chosen vendor led to improvements in quality and efficiency.

The Attentional Capture Debate: When Can We Avoid Salient Distractors and When Not?

There has been a long-standing debate concerning whether we are able to resist attention capture by salient distractors. The so-called "signal suppression hypothesis" of Gaspelin and Luck (2018) claimed to have resolved this debate. According to this view, salient stimuli "naturally attempt to capture attention", yet attention capture may be prevented by a top-down inhibitory mechanism. The current paper describes the conditions in which attention capture by salient distractors can be avoided. Capture by salient items can be avoided when the target is non-salient and therefore difficult to find. Because fine discrimination is needed, a small attentional window is adapted resulting in serial (or partly serial) search. Salient signals outside the focused attentional window do not capture attention anymore not because they are suppressed but because they are ignored. We argue that in studies that have provided evidence for signal suppression, search was likely serial or at least partly serial. When the target is salient, search will be conducted in parallel, and in those cases the salient singleton cannot be ignored nor suppressed but instead will capture attention. We argue that the "signal suppression" account (Gaspelin & Luck, 2018) that seeks to explain resistance to attentional capture has many parallels to classic visual search models such as the "feature integration theory" (Treisman & Gelade, 1980), "feature inhibition" account (Treisman & Sato, 1990), and "guided search" (Wolfe et al, 1989); all models that explain how the serial deployment of attention is guided by the output of earlier parallel processes.

“They Protect us as if they were our Mom” Masking Attitudes from Freelist Survey Data and Qualitative Interviews in San Diego School Communities

Background: Despite being disproportionately impacted by COVID-19 due to a lack of structural support, marginalized communities have been largely ignored in the politically polarized debate over school masking. In response to this, we sought to explore masking attitudes by centering the voices of parents and children at historically marginalized, predominantly Hispanic schools in southern California. Methods: We conducted a mixed-methods study with parents and children attending 26 low-income predominantly Hispanic-serving elementary schools. A random sample of parents was asked to provide a freelist of words they associate with masking. A subset of parents with children aged 4–6 was recruited from these surveys to participate in parent-child interviews (PCI). We calculated Smith’s salience index for all unique items, stratifying by language (English/Spanish). Item salience guided PCI thematic analysis for additional context and meaning. Results: 648 participants provided 1118 unique freelist items in English and Spanish. 19 parent-child pairs were interviewed, 11 in Spanish and 8 in English. The most salient words were “safety”(0.37), “protection”(0.12), “prevention”(0.05), “health”(0.04), “good”(0.03), “can’t breathe”(0.03), “necessary”(0.02), “care”(0.02), “precaution”(0.02), and “unnecessary”(0.02). Spanish speakers had a more favorable view of masking than English speakers, particularly regarding “protection” (0.20 vs 0.08) and “prevention” (0.10 vs 0.02). Discussion: Masking is an affordable individual-level risk mitigation that protects the communities that have inequitably shouldered the burdens of the COVID-19 pandemic. We recommend that policymakers prioritize the views of those most impacted when deciding on risk mitigation policies like school masking.

A Delphi Study to Develop Items for a New Tool for Measuring Child Neglect for Use by Multi-Agency Practitioners in the UK

Social work and allied professions can struggle to accurately assess child neglect. Our research project is developing a new child neglect measurement tool for use by multi-agencies to address this issue. Phase two of this project employed a Delphi study to gather the views of a range of experts to help develop it. There were two important stages to inform the Delphi study: a systematic review of child neglect measures, and three online focus groups with a purposive sample of 16 participants with expertise in child neglect (academics, practitioners, and experts by experience). We then conducted a three-round modified online Delphi study with a purposive sample of 60 international panellists with expertise in child neglect. We followed the CREDES guidelines for the rigorous application of the Delphi technique. The panel generated salient items for the tool and scaled these for importance. The panel reached consensus for 18 items and 15 elements for the tool. The items included neglect type, chronicity, and severity. The elements included hyperlinks to research and the use of 10-point scales. The draft tool is short and may be useable by a range of practitioners in multi-agency settings. It is inclusive of social harms, such as poverty and social isolation. It will now be piloted.

Adults with overweight or obesity use less efficient memory strategies compared to adults with healthy weight on a verbal list learning task modified with food words

Several studies suggest poorer episodic memory among adults with overweight (OW) relative to those with healthy weight (HW); however, few have used food stimuli. To understand the salience of food-related items when assessing memory, we adapted an episodic memory task, by replacing some non-food words with snack foods. Participants were 96 weight-loss seeking adults with OW compared to 48 adults with HW from the community matched on age, gender, ethnicity, and education. Overall memory ability was similar, although a trend showed the adults with HW performed better than adults with OW on immediate recall (d = 0.32, p = 0.07). However, there were clear differences in the use of learning strategies. Adults with HW utilized sematic clustering more effectively than adults with OW during all test phases (ds = 0.44–0.62; ps ≤ 0.01). Adults with HW also utilized serial clustering more effectively (d = 0.51; p < 0.01). Adults with HW showed better semantic clustering for both food and non-food words during immediate and short delay recall (ds = 0.42–0.78; ps ≤ 0.01) but semantic clustering was only better for the non-food category at long delay (d = 0.55; p < 0.01). These results show that adults with OW utilized less efficient learning strategies throughout the task and food-related content may impact learning. Clinically, these findings may suggest that weight-loss treatments should consider incorporating the teaching of learning and memory strategies to help increase utilization of new skills.

Generating reading comprehension items using automated processes

Over the last five years, tremendous strides have been made in advancing the AIG methodology required to produce items in diverse content areas. However, the one content area where enormous problems remain unsolved is language arts, generally, and reading comprehension, more specifically. While reading comprehension test items can be created using many different item formats, fill-in-the-blank remains one of the most common when the goal is to measure inferential knowledge. Currently, the item development process used to create fill-in-the-blank reading comprehension items is time-consuming and expensive. Hence, the purpose of the study is to introduce a new systematic method for generating fill-in-the-blank reading comprehension items using an item modeling approach. We describe the use of different unsupervised learning methods that can be paired with natural language processing techniques to identify the salient item models within existing texts. To demonstrate the capacity of our method, 1,013 test items were generated from 100 input texts taken from fill-in-the-blank reading comprehension items used on a high-stakes college entrance exam in South Korea. Our validation results indicated that the generated items produced higher semantic similarities between the item options while depicting little to no syntactic differences with the traditionally written test items.

Untypical Contrast Normalization Explains the "Weak Outnumber Strong" Numerosity Illusion.

Less salient, lower contrast disks appear to be more numerous than more salient, higher contrast disks when intermingled in equal numbers into the same display (Lei and Reeves, 2018), but they are equal in perceived numerosity when segregated into different displays. Comparative judgements indicate that the apparent numerosity of the lower contrast disks is unaffected by being intermingled with high contrast disks, whereas the high contrast disks are reduced in numerosity by being intermingled with the low contrast ones (Lei and Reeves, 2018). Here, we report that this illusion also occurs for absolute judgements of the numerosities of displays of from 20 to 80 disks. A model based on luminance-difference contrast normalization (LDCN) explains the illusory loss of high-contrast (salient) items along with veridical perception of the low-contrast ones. The model correctly predicts that perceived numerosity is linearly related to the square-root of the number of disks, with the extent of the illusion depending on an attentionally-weighted function of contrast and assimilation.

Are there any effects of eco-climatic factors on freshwater prawn reproduction: a study on monsoon river prawn, Macrobrachium malcolmsonii.

Prawns are regarded as delicious food items and a source of income as it is the salient exportable fishery item of Bangladesh and a number of other countries. Climate change may inhibit the general physiological activity of prawns. This study explored the eco-climatic effects on reproduction, including size at first sexual maturity (Lm), spawning season, and fecundity of monsoon river prawn, Macrobrachium malcolmsonii (Milne-Edwards, 1844). The study was carried out in the Ganges (Padma) River basin, northwestern Bangladesh, from January to December 2014. Seven hundred fifty-seven specimens ranging from 0.80 to 18.27g BW (body weight) with TLs (total length) of 4.20 to 11.52cm were analyzed. The Lm was estimated as 6.2-6.6cm. Total fecundity was higher than earlier studies and ranged from 2743 to 122,165 with a mean value of 6715 ± 2437. The spawning season was estimated from April to October with a peak in July. Significant correlation was found between rainfall and the presence of ovigerous females, i.e., spawning season. The number of ovigerous females increased in ≥ 100mm average rainfall, and the maximum ovigerous female spawned at 250-320mm rainfall. Spawning season of M. malcolmsonii may have shifted with shifting rainy season as a result of climate change. The findings of our investigation would be useful for sustainable management of the fishery of M. malcolmsonii and other prawn species in the Ganges River, Bangladesh, and adjoining countries with similar eco-climatic factors.

Oculomotor suppression of abrupt onsets versus color singletons.

There is considerable evidence that salient items can be suppressed in order to prevent attentional capture. However, this evidence has relied almost exclusively on paradigms using color singletons as salient distractors. It is therefore unclear whether other kinds of salient stimuli, such as abrupt onsets, can also be suppressed. Using an additional singleton paradigm optimized for detecting oculomotor suppression, we directly compared color singletons with abrupt onsets. Participants searched for a target shape (e.g., green diamond) and attempted to ignore salient distractors that were either abrupt onsets or color singletons. First eye movements were used to assess whether salient distractors captured attention or were instead suppressed. Initial experiments using a type of abrupt onset from classic attentional capture studies (four white dots) revealed that abrupt onsets strongly captured attention whereas color singletons were suppressed. After controlling for important differences between the onsets and color singletons - such as luminance and color - abrupt-onset capture was reduced but not eliminated. We ultimately conclude that abrupt onsets are not suppressed like color singletons.