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A Narrative Review Of Stigma And Masking In Adhd: Insights From English-Language Research And The Japanese Cultural Context, Chiharu Maeda, Laura E. Knouse, Konoka Takeda, Chisato Masudomi, Eriko Takahashi, Taisuke Katsuragawa, Hiroaki Kumano Mar 2026

A Narrative Review Of Stigma And Masking In Adhd: Insights From English-Language Research And The Japanese Cultural Context, Chiharu Maeda, Laura E. Knouse, Konoka Takeda, Chisato Masudomi, Eriko Takahashi, Taisuke Katsuragawa, Hiroaki Kumano

Psychology Faculty Publications

Attention-deficit/hyperactivity disorder (ADHD) is a prevalent neurodevelopmental condition associated with impairments across educational, occupational, and social domains. Individuals with ADHD are often exposed to misunderstanding and negative evaluation, which can contribute to stigma and psychological distress. Recently, “masking”—efforts to conceal or compensate for ADHD-related characteristics to meet social expectations—has been discussed as a potential behavioral response to stigma, yet empirical research on this phenomenon remains limited. This narrative review synthesizes English-language research on public stigma and self-stigma related to ADHD and examines how stigma may be associated with masking behaviors in ADHD, drawing on conceptual insights from the literature on …


From Arrival To Opportunity: A Policy Analysis For Supporting Newly Arrived English Learners In California, Valeria Gabrielli, Stephanie Mendoza Hernandez Mar 2026

From Arrival To Opportunity: A Policy Analysis For Supporting Newly Arrived English Learners In California, Valeria Gabrielli, Stephanie Mendoza Hernandez

School of Public Policy Capstones

Newly arrived immigrant students, commonly referred to as “newcomers,” represent a notable portion of the English Learner (EL) population in California’s K–12 public schools. As of Fall 2023, the California Department of Education reported that newcomers comprised 3.27% of total student enrollment. Although enrollment is projected to decline in the near term, the potential for future increases highlights the need for sustainable, evidence-based support systems. This study examines how California K–12 public schools with large EL populations provide academic and trauma-informed support services to newcomer students, with a particular focus on early intervention in grades K–5. Using the Bardach policy …


Enhancing Academic And Religious Values Through Literacy: An Ethnographic Qualitative Study In A Hindu Student Community, Ni Komang Sutriyanti, I Wayan Widiana, Ni Luh Ika Windayani, I Gede Wahyu Suwela Antara Mar 2026

Enhancing Academic And Religious Values Through Literacy: An Ethnographic Qualitative Study In A Hindu Student Community, Ni Komang Sutriyanti, I Wayan Widiana, Ni Luh Ika Windayani, I Gede Wahyu Suwela Antara

The Qualitative Report

This study explores the influence of Indonesia's school literacy initiative program, also known as the school literacy movement (SLM), on academic achievement and religious character formation among Hindu students at Bali Mandara State High School. The SLM’s effects within Bali’s predominantly Hindu community provide a perspective on how literacy initiatives intersect with cultural and religious education in a largely Muslim country. The objective of the study was to assess the transformative impact of the SLM on both educational outcomes and character development, specifically examining its alignment with Hindu teachings. A qualitative approach was employed, with data collected through semi-structured interviews …


Qualitative Analysis Of Emotion Schemes Theory Of Compassion Satisfaction In Emotion - Focused Therapy, Bronislava Šoková, Lenka Janík Blašková, Katarína Greškovičová, Júlia Halamová Mar 2026

Qualitative Analysis Of Emotion Schemes Theory Of Compassion Satisfaction In Emotion - Focused Therapy, Bronislava Šoková, Lenka Janík Blašková, Katarína Greškovičová, Júlia Halamová

The Qualitative Report

There is little to no research focused on the qualitative understanding of compassion satisfaction among helping professionals, despite the demanding nature of the profession. Our aim was to examine how helping professionals experience compassion satisfaction through the lens of emotion scheme theory applied in emotion-focused therapy. Eight helping professionals were randomly selected from the pool of 29 participants representing a convenience sample, with the age range from 20 to 44 years. Data were collected via online in-depth interviews with open-ended questions concerning emotion scheme of their intense experience of compassion satisfaction. To analyze the data, phenomenology and consensual qualitative analysis …


Retrieval Interference In The Processing Of Relative Clauses: Evidence From The Visual-World Paradigm, Matthew W. Lowder, Gwynna Ryan Mar 2026

Retrieval Interference In The Processing Of Relative Clauses: Evidence From The Visual-World Paradigm, Matthew W. Lowder, Gwynna Ryan

Psychology Faculty Publications

Although object-extracted relative clauses (ORCs) are more difficult to process than subject-extracted relative clauses (SRCs), there is still substantial disagreement regarding the cognitive mechanisms underlying these effects. The current visual-world eyetracking experiment took a novel approach to this problem by examining whether ORC-SRC differences would emerge at the matrix verb during the processing of spoken sentences containing these structures. Fixation patterns at the onset of the matrix verb revealed a tendency for participants to fixate the picture representing the subject of the sentence in both ORCs and SRCs. Crucially, participants considered the picture corresponding to a competing noun more while …


Psy312 - Psychology Of Memory, Sandra Campeanu Mar 2026

Psy312 - Psychology Of Memory, Sandra Campeanu

Open Educational Resources

Theoretical issues, established findings, empirical research, and contemporary controversies in the study of memory. Analysis of the processes of encoding, storage and retrieval, including models, developmental changes, neurophysiology, and memory distortions. Consideration of the ways memory influences behavior, problem solving, and sense of self.

This document is a revised syllabus for Professor Campeanu's PSY312 - Psychology of Memory course at Lehman College.


A Grounded Theory Study Of Parent Social Support For Peer-Victimized Children, Madeline Glawe Mar 2026

A Grounded Theory Study Of Parent Social Support For Peer-Victimized Children, Madeline Glawe

Dissertations (1934 -)

Peer-victimization/bullying (PVB) is a common adverse childhood experience associated with significant psychosocial consequences including mental health concerns (e.g., internalizing problems, anxiety, depression), behavioral problems, and poorer academic outcomes. Although existing research has established that parental social support serves as a protective factor for victimized children, little research has explored how parents provide support over time, how their internal experiences shape their provision of support, and how parents make decisions about the support they are delivering. This dissertation used Constructivist Grounded Theory to explore the process through which parents provided social support to children experiencing PVB. Semi-structured interviews were conducted with …


The Living Lab: Instructional Design Interventions To Improve Communication And Equity In Federal Housing Programs, Joana I. Camp Mar 2026

The Living Lab: Instructional Design Interventions To Improve Communication And Equity In Federal Housing Programs, Joana I. Camp

Knowledge and Creativity Expo

The Living Lab is an independent applied research project informed by my 25 years of lived experience as a Section 8 voucher holder, examining how instructional design strategies can improve administrative workflows, communication, and equitable access within the Housing Choice Voucher Program. Drawing on sustained participation, the research identifies two primary systemic barriers: the federally mandated 15-day inspection period and incomplete Request for Tenancy Approval (RFTA) packets. To address these issues, the project developed the RFTA Roadmap—a zero-cost, clarity-driven communication tool that embeds sequential instructions directly within procedural workflows, mitigating the Split-Attention Effect and cognitive “Bandwidth Tax” associated with standard …


Analyzing Methods To Support Students Left Behind In Colorado Primary/Secondary Schools, Grace Hudson Mar 2026

Analyzing Methods To Support Students Left Behind In Colorado Primary/Secondary Schools, Grace Hudson

Undergraduate Theses, Capstones, and Recitals

In the United States, there has been an increase of deportations, since 2024, of undocumented immigrants. This has disproportionally affected Mexicans and others from Latin American countries (Dreby 2012) due to them being the largest group of undocumented people in the United States. One effect of these deportations is an increase in children that are left in the United States while their parent(s) are in detention or have been deported. Some of these children are in mixed-status families, which means that the child has a different citizenship status than their parents or other members in their family, which allows for …


Adaptations Of Collaborative/Therapeutic Assessment With Survivors Of Torture: Clinical Insights From Shareback Conversations, Samantha Correa Mar 2026

Adaptations Of Collaborative/Therapeutic Assessment With Survivors Of Torture: Clinical Insights From Shareback Conversations, Samantha Correa

Graduate School of Professional Psychology: Doctoral Papers and Masters Projects

Survivors of Torture (SoT) experience disproportionately high rates of PTSD, depression, and anxiety (Steel et al., 2009). Many SoT treatment programs use brief assessments to monitor symptoms (McFarlane & Kaplan, 2012). However, research on integrating feedback into treatment had been limited until Colpas et al.'s 2024 study on Sharebacks, a novel approach where clients review their progress with their clinician in structured feedback sessions. Given the therapeutic potential of assessment feedback (Tarocchi et al., 2013; Smith & George, 2012; Poston & Hanson, 2010) and Colpas et al.'s findings on Sharebacks' importance, this study explores how practitioners can most effectively incorporate …


Pressed For Time: The Role Of Time Pressure And Attentional Awareness On The Mental Health Of Employed Informal Dementia Caregivers, Kate Bishop Mar 2026

Pressed For Time: The Role Of Time Pressure And Attentional Awareness On The Mental Health Of Employed Informal Dementia Caregivers, Kate Bishop

University Honors Theses

Informal caregivers for individuals with Alzheimer’s and related dementias (ADRD) experience increased time demands and poorer well-being, especially when caregiving is combined with paid employment. Subjective feelings of high time pressure, which include feeling rushed and short on time, relate to poorer self-reported measures of mental health more than objective task load. Attentional awareness is one of the fundamental components of mindfulness alongside nonjudgmental acceptance; it has been linked with more optimal mental health and feelings of having enough time. This cross-sectional study examined whether higher levels of perceived time pressure would relate to poorer self-reported mental health functioning and …


I Think You Overuse That Word: A Theoretical Examination From Multiple Lenses Of "Why Relational Beings Have Become Hesitant To Commit.", Rafe Karen Mar 2026

I Think You Overuse That Word: A Theoretical Examination From Multiple Lenses Of "Why Relational Beings Have Become Hesitant To Commit.", Rafe Karen

Graduate School of Professional Psychology: Doctoral Papers and Masters Projects

This paper serves as a companion to a documentary film that explores the shifting landscape of modern relationships. The film presents personal narratives about dating, connection, and commitment, and the paper offers an experiential exploration of these themes, focusing on dating dynamics, social media, online dating, lack of connection, Coronavirus 2019 (Covid-19), video games, and the effects of overwhelming choice. Drawing from existing literature and insights gained during the filmmaking process, the paper analyzes broader societal and psychological patterns shaping modern relationships. Using a combination of filmed interviews and direct observation, the study examines the lived experiences of individuals navigating …


Dating Among University Undergraduates Living With Disability In South-Western Nigeria, Usman A. Ojedokun, Bukunmi I. Oluborode, Lateef J. Adeyemo Mar 2026

Dating Among University Undergraduates Living With Disability In South-Western Nigeria, Usman A. Ojedokun, Bukunmi I. Oluborode, Lateef J. Adeyemo

The Journal of Social Encounters

In many university campuses in Nigeria, undergraduates living with disability are visible and functionally involved in academic, political, social, and religious activities. However, the social life of these students is hardly the focus of scholarly research. Therefore, this study explored dating behaviours among undergraduates of selected public universities in south-western Nigeria living with disability. The social disability model was employed as the conceptual framework. Data were elicited through in-depth interview and focus group discussion methods.  Findings showed that the choice of partners among undergraduates living with disability was guided by trust, communication, emotional safety, shared values, and acceptance of disability …


Living In Liberal Areas Reduced Covid-19 Vaccine Hesitancy Among Conservatives, Brittany L. Kmush, Rachel E. Dinero Mar 2026

Living In Liberal Areas Reduced Covid-19 Vaccine Hesitancy Among Conservatives, Brittany L. Kmush, Rachel E. Dinero

Population Health Research Brief Series

Political divisions shaped public health responses throughout the COVID-19 pandemic, with conservatives expressing higher vaccine hesitancy than liberals. But does where conservatives live matter? This brief summarizes findings from a study using survey data from 683 U.S. adults (ages 18-94) collected March-April 2023, combined with 2020 presidential election results by zip code. The authors found that liberals consistently had low vaccine hesitancy and high uptake regardless of where they lived, but conservatives living in lower Trump vote share communities reported lower vaccine hesitancy and higher vaccination and booster uptake than conservatives in high Trump vote share communities. This pattern was …


Emergent Patterns In Individual Perceptions Of Domestic Violence Among African Immigrants, Annah Ezuma Mar 2026

Emergent Patterns In Individual Perceptions Of Domestic Violence Among African Immigrants, Annah Ezuma

Walden Dissertations and Doctoral Studies

Domestic abuse continues to be a prevalent and intricate matter within society, frequently concealed by silence. The comprehension of individuals’ perceptions of abuse is of utmost importance in the advancement of efficacious interventions and support systems. Among African immigrants in the United States, perceptions of domestic violence were often influenced by several factors like religion and migration stressors. Despite increasing concerns about abuse within this population, limited research has explored how they interpret abuse and how these perceptions shape help seeking behaviors and disclosure. The gap was significant because of the cultural transition and many immigrant experiences. This qualitative study …


Lost In Translation? Bilingual Readability In Healthcare Forms, Darin Challacombe, Elizabeth Mcelhiney Mar 2026

Lost In Translation? Bilingual Readability In Healthcare Forms, Darin Challacombe, Elizabeth Mcelhiney

SACAD: Scholarly Activities

Health information achieves impact only when it is accessible and understandable to patients and their caregivers. Challacombe and McElhiney (2025), in Advances in Health Information Science and Practice, reported results from three studies analyzing the readability of patient-facing forms from the 150 highest-ranked hospitals in the United States. Their findings revealed the average readability of these forms exceeded the recommended 8th-grade reading level, indicating patients may not have fully understood their privacy rights or the specific documents requested.

This follow-up study extends the previous research by evaluating Spanish-language versions of these forms. Preliminary results suggest many translated documents are written …


The Collective Impact Of Physical Activity, Somatic Therapy, And Nature-Based Spirituality (Pastans) On Individuals Recovering From Substance Use Disorders (Suds), Sara R. Maddox Mar 2026

The Collective Impact Of Physical Activity, Somatic Therapy, And Nature-Based Spirituality (Pastans) On Individuals Recovering From Substance Use Disorders (Suds), Sara R. Maddox

University Honors Theses

This correlation research study explores the collective impact of physical activities, somatic therapies, and nature-based spirituality (referred to as PASTANS, a term created by the researcher) on individuals recovering from substance use disorders (SUDs). The study aimed to evaluate how these practices enhanced emotional regulation and fostered community development, thereby supporting sustained recovery and overall well-being. PASTANS interconnected to alleviate cravings and rewire brain reward pathways, promoting cultural connections through activities that resonated with pre-colonial traditions and were accessible to atheists and agnostics.

Participants engaged in movement and somatic practices in natural settings, including yoga and hiking. Somatic therapies are …


The Role Of Teacher-Student Identity-Matching In Multi-Informant Universal Screening For Social, Academic, And Emotional Behavior Risk Among Middle School Students, Melissa L. Brown Mar 2026

The Role Of Teacher-Student Identity-Matching In Multi-Informant Universal Screening For Social, Academic, And Emotional Behavior Risk Among Middle School Students, Melissa L. Brown

USF Tampa Graduate Theses and Dissertations

Multi-informant universal screening tools leverage insights from multiple perspectives to paint a comprehensive picture of student risk across a variety of domains. However, many barriers exist to the appropriate and effective implementation of multi-informant universal screening within the school. When such screening tools are utilized without intentional consideration of students’ unique backgrounds and lived experiences, harmful outcomes may disproportionally impact marginalized and minoritized students. To address this, context-sensitive, identity-conscious approaches may improve the accuracy and equity of identifying students in need of support. This study investigated the role of identity concordance (i.e., alignment of teacher and student gender and race/ethnicity) …


Exploring The Relationships Between Differentiation Of Self, Family Unit Functioning, And Posttraumatic Growth In Adult Female Survivors Of Domestic Minor Sex Trafficking, Samantha Stokesberry Mar 2026

Exploring The Relationships Between Differentiation Of Self, Family Unit Functioning, And Posttraumatic Growth In Adult Female Survivors Of Domestic Minor Sex Trafficking, Samantha Stokesberry

Doctoral Dissertations and Projects

The purpose of this dissertation was to explore the relationships between differentiation of self (DoS), family unit functioning (FUF), and posttraumatic growth (PTG) in adult female domestic minor sex trafficking (DMST) survivors in the United States. A Bowen Family Systems Theory framework was used for the theoretical foundation of this study and the research was explored from a Christian worldview. A sample of 30 adult female DMST survivors between the ages of 25-55 completed an anonymous online survey that included four measures: a demographics form, The Differentiation of Self Inventory – Revised (DSI-R), the Family Unit Functioning Questionnaire (FUF-Q), and …


The Psychometric Use Of Word Embeddings, Thomas Benjamin Lyle Wasden Mar 2026

The Psychometric Use Of Word Embeddings, Thomas Benjamin Lyle Wasden

Doctoral Dissertations and Projects

This quantitative study examined the feasibility of categorizing individuals by English-language competency using word embeddings derived from language samples obtained from these individuals and by viewing word embeddings as a psycholinguistic construct. Word embeddings have been shown to be a versatile tool for performing a large number of important natural language processing (NLP) tasks, as well as a plausible model for some processes in the human mind, including processes within the domain of psycholinguistics. This research seeks to build upon previous research by showing that word embeddings may shed light on the underlying neural representation of semantic entities being acquired …


Not All Ei Dimensions Are Created Equal: Differential Effects Of Perceived Leader Emotional Intelligence On Lmx Quality And Employee Engagement, Michael Frommack Mar 2026

Not All Ei Dimensions Are Created Equal: Differential Effects Of Perceived Leader Emotional Intelligence On Lmx Quality And Employee Engagement, Michael Frommack

Doctoral Dissertations and Projects

This quantitative study examined the pathways through which employees’ perceptions of their leaders’ emotional intelligence influenced employee engagement, with leader-member exchange (LMX) quality as a mediating mechanism. Using structural equation modeling with data from 368 full-time employees, the study investigated whether the four dimensions of leader emotional intelligence differentially predicted the three dimensions of employee engagement. Results demonstrated that leader EQ strongly predicted LMX quality (β = .80, p < .001, R² = .64), and that leader emotional intelligence and LMX quality significantly predicted employee engagement in bivariate analyses (β = .43, p < .001, R² = .19; β = .47, p < .001, R² = .22, respectively). However, LMX quality completely mediated this relationship. The indirect effect was significant (β = .26, p = .002), while the direct effect was nonsignificant after accounting for LMX (β = .17, p = .108), indicating full mediation. No dimension-specific pathways emerged after controlling for relationship quality. Supplementary analyses revealed that others’ emotion appraisal (OEA) demonstrated almost twice the predictive strength of the other emotional intelligence dimensions for predicting LMX quality (β = .45, p < .001). These findings provide empirical support for Social Exchange Theory and demonstrate that leader emotional intelligence is statistically accounted for by relationship quality mechanisms. Practical implications suggest that organizations should prioritize relationship building competencies in leadership development and selection. Theoretical implications challenge assumptions about dimensional equivalence in emotional intelligence frameworks and establish LMX quality as the complete mediator for leadership influence on employee engagement.


Public Perception Of Risk In Missing Persons Investigations, Harry Lockett, Stefana Juncu Mar 2026

Public Perception Of Risk In Missing Persons Investigations, Harry Lockett, Stefana Juncu

International Journal of Missing Persons

The current study investigated public perceptions of risk in missing person cases. A total of 271 participants were sequentially presented with five fictional vignettes describing missing individuals. Each case included a baseline description of the disappearance being "out of character" and four of these cases were paired with an additional risk factor: substance abuse, depression, dementia, or repeat missing status. The gender of the missing person was also manipulated between participants. Participants rated each case using both the standard categorical scale (Low/Medium/High) and an Extended Scale ranging from 1 to 7 and were also invited to respond to exploratory items …


‘‘If It Bleeds, Does It Lead?’: Lived Experiences Of Media Engagement For Families Of Missing Persons., Sarah Wayland Professor, Loren O'Keeffe, Syadani Riyad Fatema, Amy-Louise Byrne Dr, Elizabeth Paton Mar 2026

‘‘If It Bleeds, Does It Lead?’: Lived Experiences Of Media Engagement For Families Of Missing Persons., Sarah Wayland Professor, Loren O'Keeffe, Syadani Riyad Fatema, Amy-Louise Byrne Dr, Elizabeth Paton

International Journal of Missing Persons

The media plays an important role in a missing persons case. Media is a powerful tool in raising public awareness and support, traversing police investigation, family liaison, and the business of media. This article reports on a focus group of seven people with a long-term missing family member, and two focus group facilitators, one of whom was also the family member of a missing person (n=9). The aim of the study was to better understand how people, who have lived experience of a family member missing, participate in media opportunities, to understand impact. Thematic analysis generated five major themes 1) …


Numerals And Other Means Of Expressing Plurality In Language And Thought: A Developmental Perspective Across Cultures., Giovanni Giuseppe G.G. Nicosia Prof. Mar 2026

Numerals And Other Means Of Expressing Plurality In Language And Thought: A Developmental Perspective Across Cultures., Giovanni Giuseppe G.G. Nicosia Prof.

Numeracy

Several ancient languages use linguistic structures to differentiate between singular, dual, and plural forms that are used when one, two, or many objects are referenced. (Some languages go further, adding a trial form to differentiate two from three.) In many modern languages, numerals are used to convey precise number. After reviewing a range of ways languages express number (including the interesting case of Pirahã which does not express precise number), the paper concludes with a proposed developmental path for the expression of quantity in languages.


The Bidirectional Effects Of Engaging In Hazard Perception And Work-Related Phone Calls, Hannah V. Pannell Mar 2026

The Bidirectional Effects Of Engaging In Hazard Perception And Work-Related Phone Calls, Hannah V. Pannell

USF Tampa Graduate Theses and Dissertations

This research investigates the bidirectional effects of conducting work-related phone negotiations during a driving task. With the prevalence of multitasking in today's fast-paced environments, understanding the effects of dual-task interference is critical for enhancing road safety and workplace efficiency. Experiment 1 established a foundational understanding that multitasking negatively affects both driving ability and negotiation outcomes. Experiment 2 employed an accomplice script to standardize negotiation quality, revealing that while dual-tasking again impaired driving performance, focused negotiators earned more points on the integrative items and overall. Analyses of negotiation behaviors further indicate differences in the use of distributive behaviors. Together, these experiments …


Do Attorneys Discriminate? Understanding The Implications Of Bias On Voir Dire & Jury Selection, Jessica Lambert Mar 2026

Do Attorneys Discriminate? Understanding The Implications Of Bias On Voir Dire & Jury Selection, Jessica Lambert

Doctor of Psychology (PsyD)

Biases, generally defined as predispositions or inclinations for or against ideas, is a broadly prevalent aspect of human cognition and decision-making (Steinhauser, 2020). Bias is present in every decision-making structure, even those in which we strive for the greatest neutrality, such as the legal system (Alter, 2010). An especially important place to seek to minimize or eliminate bias is in the courtroom. Our justice system is built upon the assumption of impartiality and nonpartisanship (Rosenberg, 2008), yet biases and stereotypical decision- making are common criticisms of the court (Curley et al., 2022; Chopp, 2017). This study attempts to identify the …


Handling Item-Level Missing Data In Linear Regression: A Tutorial, Guyin Zhang, Lihan Chen, Dexin Shen Mar 2026

Handling Item-Level Missing Data In Linear Regression: A Tutorial, Guyin Zhang, Lihan Chen, Dexin Shen

Faculty Publications

With advances in methodology and statistical software, modern methods for handling missing data have become more accessible and straightforward to apply. In psychological studies, researchers often use questionnaires or scales composed of multiple items to measure constructs of interest. As a result, missing values frequently occur at the item level, whereas data analyses are typically conducted at the scale (composite) level. However, properly addressing item-level missing data remains a common challenge for many applied psychologists, including researchers who are otherwise well experienced in handling missing data at the scale level. In this tutorial, we introduce six approaches for handling item-level …


Hss 216 Introduction To Motivational Interviewing, Juline A. Koken Mar 2026

Hss 216 Introduction To Motivational Interviewing, Juline A. Koken

Open Educational Resources

This syllabus contains links to an OER textbook that was adopted for our Introduction to Motivational Interviewing course, along with additional links to OER videos and additional readings.


The Illusion Of Causality In Llms: A Developmentally Grounded Analysis Of Semantic Scaffolding And Benchmark–Capability Mismatches, Daisuke Akiba Mar 2026

The Illusion Of Causality In Llms: A Developmentally Grounded Analysis Of Semantic Scaffolding And Benchmark–Capability Mismatches, Daisuke Akiba

Publications and Research

Recent benchmarks increasingly report that large language models (LLMs) exhibit human-like causal reasoning abilities, including counterfactual inference and intervention planning. However, many such evaluations rely on domains that are heavily represented in training data and embed strong semantic cues, raising the possibility that apparent causal competence may reflect semantic pattern recombination rather than structure-sensitive causal reasoning. Drawing on human developmental theories of causal induction, this perspective argues that genuine causal understanding requires robustness to novelty and reliance on conditional structure rather than semantic familiarity. To illustrate the testability of this claim, the paper includes a pilot demonstration using synthetic causal …


Dyadic Respiratory Sinus Arrhythmia Outcomes For Mothers And Their Children: Long-Term Follow-Up Of A Randomized Controlled Trial Of Brief Parenting Interventions, Abigail Sullivan, Sophia Eisenberg Garcia, Maria Kinsey, Komal Brown, Rong Bai, Melissa Mcternan, Seth J. Scholer, Ron Prinz, Julia Fleckman, Stacy Drury, Catherine A. Taylor Mar 2026

Dyadic Respiratory Sinus Arrhythmia Outcomes For Mothers And Their Children: Long-Term Follow-Up Of A Randomized Controlled Trial Of Brief Parenting Interventions, Abigail Sullivan, Sophia Eisenberg Garcia, Maria Kinsey, Komal Brown, Rong Bai, Melissa Mcternan, Seth J. Scholer, Ron Prinz, Julia Fleckman, Stacy Drury, Catherine A. Taylor

Student Publications [Scholarly]

This study was part of a longitudinal follow-up of a 3-armed randomized controlled trial designed to test the effects of two brief parenting interventions, Play Nicely (PN) and Triple P-Level 2 (TP2), to a usual care control on parenting outcomes. Female caregivers with an identified index child (Mage = 3.7 years, standard deviation [SD] = 1.7) were recruited through women, infants, and children (WIC) clinics in the greater New Orleans region. At a long-term (Myears = 5 years, SD = 0.9) follow-up assessment, respiratory sinus arrhythmia (RSA) was assessed for a subset of these mother–child dyads during three dyadic interaction …