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Articles 31 - 60 of 969
Full-Text Articles in Human Factors Psychology
Repairing Workplace Trust: A Process-Based Classroom Exercise For Management Education, Luke A. Langlinais Ph.D.
Repairing Workplace Trust: A Process-Based Classroom Exercise For Management Education, Luke A. Langlinais Ph.D.
Posters
Trust is essential in every workplace, but conflicts, mistakes, and broken promises are inevitable. This project develops an experiential classroom exercise in which students diagnose workplace trust violations, examine the perspectives and emotions of both parties, and practice selecting and communicating evidence-based reparative actions. The exercise translates organizational behavior research into a practical learning experience that develops not only managerial competence but also the character, empathy, and relational wisdom needed to build healthy organizations and promote human flourishing.
I gratefully acknowledge peer review feedback on this project, and I am accountable for writing of this product without generative AI and …
Wip: Developing A Generative Ai Autoethnography Assistant, Jyoti Suhag, Jennifer Drewyor, Kathryn Bugbee, Michelle Jarvie-Eggart, Lynn Albers, Leo Ureel
Wip: Developing A Generative Ai Autoethnography Assistant, Jyoti Suhag, Jennifer Drewyor, Kathryn Bugbee, Michelle Jarvie-Eggart, Lynn Albers, Leo Ureel
Michigan Tech Publications
Background: Generative AI (genAI) is transforming educational research, offering new possi-bilities for conducting interviews while local sandboxing minimizes data privacy risks and hallucinations. Purpose: This work-in-progress presents the AI Autoethnography Assistant, a project investigating how large language models (LLMs) can support autoethnographic interview design and execution. Approach: Using prompt engineering grounded in Interpretative Phenomenological Anal-ysis, paraphrasing techniques, and structured follow-up questions, we developed protocols that incorporate po-sitionality and prompt reflection on origin stories and pivotal life moments. Outcomes: Conversations conclude at the user’s discretion, with the AI generating a thematic summary. We tested refined prompts across four platforms (Gemini, Claude, …
A Poetic Call For And A Reflection And Commentary On Clarity, Understanding, Hope, Courage, And Compassion, Carroy U. Ferguson
A Poetic Call For And A Reflection And Commentary On Clarity, Understanding, Hope, Courage, And Compassion, Carroy U. Ferguson
Psychology Faculty Publication Series
Finding a published poem I had written as a teenager, titled “The Heavens Weep.” this article uses that poem as the basis for a commentary that reflects on the state of the world today (2026), As a commentary, the article uses the poetic and metaphoric words in the poem as a relevant "reality check" for what is still going on today. In essence, the commentary is about a call for Clarity, Understanding, Hope, Courage, and Compassion, or what I call Archetypal Energies, Higher Vibrational Energies that operate deep within our individual and collective psyches to creatively urge us to "see" …
Penilaian Safety Climate Di Area Quarry Pada Pabrik Semen Di Indonesia, Andrizqa Andrizqa, Mufti Wirawan, Raden Ismail Haq, Asep Zaenal Muttaqien, Muhammad Arifin Ramzy Lubis
Penilaian Safety Climate Di Area Quarry Pada Pabrik Semen Di Indonesia, Andrizqa Andrizqa, Mufti Wirawan, Raden Ismail Haq, Asep Zaenal Muttaqien, Muhammad Arifin Ramzy Lubis
National Journal of Occupational Health and Safety
Work in the quarry area of the cement industry has a high risk of occupational accidents. Workers' understanding of the safety climate is important to prevent workplace accidents and injuries. This study aimed to assess the safety climate in the quarry area of a cement plant in Indonesia while identifying aspects that still require improvement. This study employed a descriptive quantitative approach using a questionnaire adapted from the Loughborough Safety Climate Assessment Toolkit (LSCAT). The sample consisted of all workers in the quarry area, including 49 permanent workers and 90 contract workers. The results showed that the average safety climate …
Improving Urban Search And Rescue Team Coordination Through Adaptive Context Awareness, Daniel Reyes Duran
Improving Urban Search And Rescue Team Coordination Through Adaptive Context Awareness, Daniel Reyes Duran
Doctoral Dissertations and Master's Theses
Modern multi-agent Urban Search and Rescue (USAR) operations heavily rely on mobile geospatial Common Operating Pictures (COPs) to maintain team coordination and Situational Awareness (SA). However, the proliferation of high-frequency sensor telemetry at the tactical edge has introduced a data saturation paradox challenge: while information theoretically drives informed decision-making, unmanaged data surges induce increased operator cognitive overload and alert fatigue on mobile End-User Devices (EUDs), while downstream data-broadcasting models inherently strain edge processing and viewport environments.
To resolve these constraints, this dissertation presents a context-aware Value of Information (VoI) data-management framework integrated directly with a custom, event-driven Android Team Awareness …
Kelelahan Kerja, Kualitas Tidur, Dan Pengetahuan Mengemudi Defensif Sebagai Faktor Risiko Perilaku Defensive Driving Pada Pengemudi Grabcar Malang, Elisa Lutfiyah Azizah, Dian Puspitaningtyas Laksana, Marji Marji, Agung Kurniawan
Kelelahan Kerja, Kualitas Tidur, Dan Pengetahuan Mengemudi Defensif Sebagai Faktor Risiko Perilaku Defensive Driving Pada Pengemudi Grabcar Malang, Elisa Lutfiyah Azizah, Dian Puspitaningtyas Laksana, Marji Marji, Agung Kurniawan
National Journal of Occupational Health and Safety
Online transportation activities contribute to the increasing volume of vehicles, particularly GrabCar drivers in Malang City, which has the potential to worsen traffic congestion. Identification results showed that GrabCar drivers experienced drowsiness while driving and work fatigue due to the habit of working at night and for more than eight hours per day, accompanied by limited understanding related to defensive driving. This study aimed to determine the effect of work fatigue and knowledge, as well as differences in sleep quality scores, on defensive driving behavior. This study employed an observational analytic design with a cross-sectional approach involving 87 GrabCar drivers …
Faktor Yang Berhubungan Dengan Keaktifan Pelaporan Bahaya K3 Pada Pekerja Pelabuhan Batu Bara: Studi Cross-Sectional, Samuel Adi Kristiawan, Dewi Puspito Sari, Nur Ani, Wartini Wartini
Faktor Yang Berhubungan Dengan Keaktifan Pelaporan Bahaya K3 Pada Pekerja Pelabuhan Batu Bara: Studi Cross-Sectional, Samuel Adi Kristiawan, Dewi Puspito Sari, Nur Ani, Wartini Wartini
National Journal of Occupational Health and Safety
Active hazard reporting is a key indicator in preventing workplace accidents and strengthening safety culture, particularly in high-risk industries such as coal port services. This study aimed to analyze internal and external factors associated with active hazard reporting among workers in the coal port services industry. A quantitative cross-sectional study with total sampling was conducted involving all workers (N = 130). Data were collected using a structured questionnaire measuring accident history, unsafe actions, unsafe conditions, supervisor support, performance appraisal, risk level, and hazard reporting activity. Univariate and bivariate analyses were performed using the Chi-Square test. The results showed that 66.2% …
Pengaruh Intervensi Sigo Terhadap Perbaikan Postur Kerja Dan Penurunan Keluhan Musculoskeletal Disorders Pada Pekerja Sewing Di Cv X Sukoharjo, Sumardiyono Sumardiyono, Tiara Damar Pratiwi, Warda Yussy Rha
Pengaruh Intervensi Sigo Terhadap Perbaikan Postur Kerja Dan Penurunan Keluhan Musculoskeletal Disorders Pada Pekerja Sewing Di Cv X Sukoharjo, Sumardiyono Sumardiyono, Tiara Damar Pratiwi, Warda Yussy Rha
National Journal of Occupational Health and Safety
Sewing workers in the garment industry are at high risk of developing non-ergonomic working postures that may lead to musculoskeletal disorders (MSDs), due to prolonged static postures and the use of chairs that are not compatible with workers’ anthropometry. Preliminary surveys indicated complaints of pain in the back, neck, and waist (90%), shoulders and forearms (85%), and upper arms (80%). An ergonomic intervention that can be implemented is the use of ergonomic chairs. This study aims to analyze the effect of using SIGO (Seat Improvement for Garment Operators) as an ergonomic intervention on improving working posture and reducing MSD complaints …
Investigating The Effect Of Gendered Seating Proximity On Classroom Success For Female Engineering Students, Cassandra Savukinas, Kayla D. Taylor
Investigating The Effect Of Gendered Seating Proximity On Classroom Success For Female Engineering Students, Cassandra Savukinas, Kayla D. Taylor
Student Research Symposium (SRS)
This research will examine how aspects of an undergraduate learning environment, specifically seating choices and spatial positioning of female-presenting students, affects classroom success for female-identifying engineering students. Existing literature highlights the underrepresentation of women in engineering and gender disparities in STEM education, which persist from elementary school through higher education. Single-sex K-12 school environments report enhanced academic performance and self-esteem for female students; however, few studies explore gendered seating proximity in coeducational, male-dominated undergraduate STEM courses. Investigating how gendered seating dynamics impact components of classroom success can provide insight into improving retention and engagement for female-identifying students in engineering majors. …
Are Single-Pilot Operations An Advantage Or A Disadvantage?, Ezgi Berte Erme
Are Single-Pilot Operations An Advantage Or A Disadvantage?, Ezgi Berte Erme
International Journal of Aviation, Aeronautics, and Aerospace
This study aims to investigate the potential benefits and drawbacks of Single-Pilot Operations (SPO) and to provide actionable insights for commercial airlines. A qualitative research design was employed, with data collected via online interviews and analyzed thematically and descriptively using MAXQDA 24. The findings indicate that pilots perceive several advantages of SPO, including the power of automation, learning artificial intelligence, minimizing human error, cockpit systems designed for artificial intelligence, more effective decision-making/speed-up in response time, reduced labor costs, reduced pilot fatigue, and reduced need for human factor/performance. Conversely, the perceived disadvantages include diminished lack of situational awareness, lack of communication …
Interpreting American Sign Language: A Literature Review Of Assistive Technologies, Natalie Louise Paradiso, Emma Grace Kochenderfer
Interpreting American Sign Language: A Literature Review Of Assistive Technologies, Natalie Louise Paradiso, Emma Grace Kochenderfer
Student Scholar Symposium Abstracts and Posters
American Sign Language (ASL) is a visually elaborate, spatially oriented linguistic methodology that relies on combinations of hand movements, body positioning, facial expressions, and motion/spatial perception, aspects of which make interpretation difficult for automated machine recognition. Current assistive technology approaches to ASL interpretation are generally within the categories of computer vision models (including deep learning, multi-focus image fusion, and keypoint tracking) and wearable, multimodal/sensor-based approaches (such as smart glasses and inertial-sensor gloves). Within controlled environments, computer vision models perform well. However, when applied to conditions such as non-manual signs/features, signer variability, and rapid assimilation, they falter in processing all aspects …
Alone And Radicalized: The Hidden Link Between Isolationism And Political Violence, Zaina Siddiqui
Alone And Radicalized: The Hidden Link Between Isolationism And Political Violence, Zaina Siddiqui
Student Scholar Symposium Abstracts and Posters
As some socially isolated individuals come to view political violence as legitimate, what exactly draws the line towards political extremism? My findings examine the relationship between loneliness, social marginalization, and support for political violence through psychological theories on radicalization. Using Chapman University’s American Fear Survey Wave 11, I examined the correlation between isolationism and a sense of belonging, with the latter leading to support for political violence and extremism. The project contributes to research on political extremism by focusing on loneliness as a loss of belonging and personal significance rather than on ideology or pathology alone. In my research, I …
Personality Meets Possibility: Exploring Cognitive Engagement For Older Adults In A Changing World, Kalvry A. Cooper
Personality Meets Possibility: Exploring Cognitive Engagement For Older Adults In A Changing World, Kalvry A. Cooper
All Theses
Engagement in cognitively stimulating activities (CSAs) is critical for maintaining cognitive health in older adults. While existing research has examined the benefits of CSAs, less is known about how factors such as personality traits, education, and technology proficiency influence engagement, especially during the COVID-19 pandemic. This study aims to explore older adults' participation in online versus in-person CSAs during the pandemic and identify key predictors of engagement. Using secondary data from the EFIT and ENACT studies, this research investigates how variables like marital status, education, personality traits, and mobile device proficiency shape older adults' decisions to engage in online or …
Choosing Death: The Moral Legitimacy Of Voluntary Active Euthanasia, Emma Rougeou
Choosing Death: The Moral Legitimacy Of Voluntary Active Euthanasia, Emma Rougeou
Honors Theses
During the last three decades, the issue of physician assisted suicide has captivated the interest of private citizens and state legislatures. Thinking about the matter of end-of-life concerns, particularly surrounding euthanasian (practices that hasten the deaths of suffering terminally ill people) have shifted. Views of private citizens and state-level legislation reflects a “slow shift to more permissive attitudes” (Cohen et al., 2012). Meanwhile, as recently as March 2026, state legislators in conjunction with the NY State Governor, passed a bill legalizing medical aid in dying for terminally ill patients. This thesis is intended to thoughtfully contribute to meaningful discourse on …
Factors Affecting Pedestrian-Vehicle Conflicts: An Empirical Analysis, Christo D. Jamo
Factors Affecting Pedestrian-Vehicle Conflicts: An Empirical Analysis, Christo D. Jamo
Honors Scholar Theses
The number of pedestrian deaths increased by 78% between 2009 and 2023, while other motor vehicle crash deaths increased by 13% in the same period [1]. To identify potential pedestrian safety measures, this study analyzed the effects of location-based demographics, pedestrian phasing type, and other physical infrastructure and behavior variables on the probability of pedestrian-vehicle conflicts at signalized intersections, which is a surrogate measure of crash risk. Data were collected from 55 intersections in Connecticut, and the pedestrian-vehicle interactions were classified by severity based on the Swedish Traffic Conflict Technique: undisturbed passage, potential conflict, minor conflict, or serious conflict. Because …
Evaluating The Psychometric Validity Of Science Curiosity, Brooke Simila
Evaluating The Psychometric Validity Of Science Curiosity, Brooke Simila
Graduate Theses and Dissertations (2019 - present)
As political polarization and mass distrust in scientific consensus increases, psychologists have sought to understand individual differences that contribute to polarized political and scientific reasoning. One emerging concept in this area is science curiosity (SC), the disposition to seek and engage with scientific information for personal gratification (Kahan et al., 2017). A handful of studies have identified SC as an offsetting variable in politically motivated reasoning (Motta et al., 2021). However, the psychometric structure of SC remains underexplored; it is unclear whether SC represents a distinctive, unidimensional disposition or merely a manifestation of general curiosity traits. The purpose of this …
Narcissism And Eyewitness Identification, Haley M. Hearn
Narcissism And Eyewitness Identification, Haley M. Hearn
Graduate Theses and Dissertations (2019 - present)
According to the Innocence Project, 69% of individuals exonerated by DNA evidence were initially found guilty due to an eyewitness misidentification (Innocence Project, n.d.-a). A way that investigators attempt to prevent misidentification is by assessing how confident eyewitnesses are in their identifications. There is a large body of research suggesting that these confidence estimates can, in many instances, operate as reliable barometers of accuracy. However, what if an eyewitness is overconfident? Narcissism is a personality trait characterized by overconfidence. If a narcissistic eyewitness reports confidence in their identification of a suspect, should this report be trusted? Two studies were conducted …
Exploring The Experiences Of Adult Children Of Parents With Addiction: A Qualitative Support Group Approach, Brooke Stanton
Exploring The Experiences Of Adult Children Of Parents With Addiction: A Qualitative Support Group Approach, Brooke Stanton
Undergraduate Honors Capstone Projects
Adult children of parents with addiction often grow up having to navigate emotional instability, inconsistent caregiving, and long-term relational impacts that continue into adulthood. Many individuals report limited access to supportive care and spaces where they can share their stories. This capstone project addresses the gap by designing and facilitating a support group specifically for adult children of parents to build connection and healing. Through this qualitative study, participant feedback, and analysis, this project examines how structured peer support can create meaningful change for this population. The following paper outlines the development of the group, the theoretical foundations that guided …
Timing Of Parental Divorce And Spiritual Behavior In Young Adulthood: A Quantitative Study, Marcus A. North
Timing Of Parental Divorce And Spiritual Behavior In Young Adulthood: A Quantitative Study, Marcus A. North
Electronic Theses and Dissertations
Background: While the literature on divorce and its impacts on children currently is quite robust, additional information can be contributed to specific factors that impact spiritual outcomes later in life. This research study sought to investigate the relationship between a child’s age at the time of their parents’ divorce and their subsequent spiritual behavior in young adulthood.
Methods: Cross-sectional survey was created, utilizing two previously validated instruments: Daily Spiritual Experiences Scale (DSES) and the Centrality of Religiosity Scale (CRS-15). The survey was administered online through Qualtrics software; participants were recruited through non-random purposive sampling, as well as participant snowballing.
Results: …
Exploring Lay Meanings Of Happiness In Contemporary India: A Qualitative Inquiry, Kunmun Mishra, Kailash Bl Srivastava Professor
Exploring Lay Meanings Of Happiness In Contemporary India: A Qualitative Inquiry, Kunmun Mishra, Kailash Bl Srivastava Professor
The Qualitative Report
Three decades of professional research suggest several explicit concepts of happiness; however, exploring the lay theories of happiness has largely been overlooked. Addressing this gap, our paper attempts to explore lay concepts of happiness in the contemporary Indian context. Given the inherently subjective nature of happiness, a qualitative study was conducted to explore the impact of beliefs and lived experiences on happiness. Data were collected through semi-structured in-depth interviews, and transcripts were analyzed using thematic analysis. Meanings, causes, and actions to maintain happiness evolved into seven significant themes: contentment, achievement and hope, collectivist orientation, autonomy, materialism, pragmatic orientation, and spirituality. …
Rationale Behind Subtitle Usage In Non-Deaf Individuals Across Various Platforms, Jenna E. Kasselman
Rationale Behind Subtitle Usage In Non-Deaf Individuals Across Various Platforms, Jenna E. Kasselman
Honors Theses
Subtitles have a long history with the medium of audiovisual communication. Options for viewing media with added text have only increased with technology, and in the age of the internet, more accessible material is available than ever before. While numerous studies have been conducted on the beneficial effects of subtitles for both the deaf and the hearing, little academic publication has been done on the rates of subtitle usage, reasons for usage, and how that usage differs based on what media is being viewed. The current study examines subtitle usage, frequency of subtitle usage, and reasoning for that usage divided …
Starting With Story, Not Symptom: Narrative Collapse And Cultural Repair In Appalachia, Wayne Coombs Ph.D.
Starting With Story, Not Symptom: Narrative Collapse And Cultural Repair In Appalachia, Wayne Coombs Ph.D.
Journal of Appalachian Health
Appalachia’s opioid crisis reflects uneven burdens, especially in distressed coalfield counties, and it cannot be solved by symptom tracking alone. This commentary argues for a narrative shift, starting with story and cultural repair alongside clinical care. Narrative collapse is defined here as the loss of shared, dependable public meaning across groups, not the absence of storytelling in families, churches, and recovery circles. Trauma science suggests that chronic threat reshapes nervous systems across generations, making safety a prerequisite for renewed trust. Drawing on narrative identity research, the piece proposes peer story work as infrastructure that can reduce shame, support treatment engagement, …
A Proposal To Examine Naturally Occurring Mindfulness And Correctional Officer Stress And Burnout, Anthony M. Nasrallah
A Proposal To Examine Naturally Occurring Mindfulness And Correctional Officer Stress And Burnout, Anthony M. Nasrallah
Undergraduate Theses
Correctional officers (COs) work in institutions characterized by high interpersonal demand, safety risk, and organizational complexity; as a result, they experience elevated rates of occupational stress, burnout, and mental-health disorders relative to the general workforce. At the same time, research in allied helping professions demonstrates that mindfulness and related contemplative practices can reduce stress and improve emotion regulation and well-being. However, little is known about whether COs’ own, pre-existing informal mindfulness practices are associated with lower on-the-job stress or burnout rather than formal training courses. This review integrates findings from qualitative studies, quantitative analyses, and systematic reviews to show what …
Ai-Human Relationship Experiences, Ari Rad
Ai-Human Relationship Experiences, Ari Rad
SACAD: Scholarly Activities
Recent scholarly research regarding “human–chatbot relationships
(HCRs)” demonstrates that users often report having developed
meaningful connections with artificial intelligence. Although the
initial exposure to AI chatbots is seemingly predicated on users’
“curiosity,” the data suggest that “loneliness” is a precursor that
maintains the use of chatbots (Skjuve et al., 2022; Skjuve et al.,
2023). A cross-sectional mixed-method survey study demonstrated
that “loneliness” and “lower perceived social support” are among the
initiators of the use of chatbots for companionship (Herbener &
Damholdt, 2025).
The unique characteristics of these AI companions (e.g., being
socially safe, nonjudgmental, and always available) have brought
forth …
The Effects Of Low Stimulating Music Vs. High Stimulating Music On Visual And Auditory Reflexes In Young Adults, Monabelle Elbayeh, Vania Galindo, Ria Modi, Gianna Montelongo
The Effects Of Low Stimulating Music Vs. High Stimulating Music On Visual And Auditory Reflexes In Young Adults, Monabelle Elbayeh, Vania Galindo, Ria Modi, Gianna Montelongo
Posters - 2026
This study investigates the effects of high-stimulating versus low-stimulating music exposure on human reflexes, specifically examining how different levels of auditory stimulation influence reaction time. Music is known to impact cognitive and motor performance, but its direct effect on reflex responses remains less understood. In this experiment, participants are exposed to high-stimulating music and low-stimulating music in separate trials, with reflexes measured before and after each condition using visual and auditory tests in the LabScribe program. It is hypothesized that after listening to high-stimulating music for five minutes, individuals will demonstrate shorter reaction times compared to after listening to low-stimulating …
Enhancing Undergraduate Learning In Physics: The Effects Of Ai-Assisted And Ai-Guided Instruction On Knowledge, Self-Efficacy, And Satisfaction, Stephen Woods
Doctoral Dissertations and Master's Theses
Generative artificial intelligence (AI) tools such as large language models are increasingly used for self-directed learning, yet there is limited experimental evidence on whether they improve learning outcomes and whether theory-informed guidance adds value beyond AI use alone. Prior literature suggests that effective learning depends not only on access to information, but also on how instruction supports attention, working memory, long-term memory, and cognitive load, while also fostering motivational processes such as self-efficacy. Individual differences such as Need for Cognition may also shape how learners engage with cognitively demanding instructional tools such as AI.
The present study examined how different …
Pong Revised: Network-Based Competitions Through Secure Socket Services, Noah T. Jennings, Destiny D. Hale, Jared D. Williams, Michael J. Lively-Scholz
Pong Revised: Network-Based Competitions Through Secure Socket Services, Noah T. Jennings, Destiny D. Hale, Jared D. Williams, Michael J. Lively-Scholz
Knowledge and Creativity Expo
We aim to provide a safe, thrilling, locally hosted, and educational multiplayer experience that can be quickly replicated in modern Capture The Flag (CTF) events.
Executive Functioning In Schizophrenia Using A Novel Virtual Reality-Simulated Workplace: Validity, Test-Retest Reliability, And Links To Competitive Employment, Ernest Marek Tyburski, Ewa Zawadzka, Adrianna Bober, Ewa Karabanowicz, Piotr Podwalski, Jerzy Samochowiec, Anna Michalczyk, Shane T. Mueller, Michał Szelepajło, Błażej Misiak, Monika Folkierska-Żukowska, Monika Mak, Michał Harciarek, Krzysztof Wietrzyński, Ashok Jansari
Executive Functioning In Schizophrenia Using A Novel Virtual Reality-Simulated Workplace: Validity, Test-Retest Reliability, And Links To Competitive Employment, Ernest Marek Tyburski, Ewa Zawadzka, Adrianna Bober, Ewa Karabanowicz, Piotr Podwalski, Jerzy Samochowiec, Anna Michalczyk, Shane T. Mueller, Michał Szelepajło, Błażej Misiak, Monika Folkierska-Żukowska, Monika Mak, Michał Harciarek, Krzysztof Wietrzyński, Ashok Jansari
Michigan Tech Publications
Virtual reality offers a promising avenue for the assessment of executive functioning in complex workplace environments. However, its use in schizophrenia remains limited. For that reason, we investigated the validity and test-retest reliability of the Jansari assessment of Executive Functions (JEF©) in individuals with schizophrenia and its associations with competitive employment. A total of 69 participants with schizophrenia and 67 healthy controls completed JEF© and standard tests. A subsample of 58 patients was retested after an 8-week interval. Individuals with schizophrenia performed more poorly than controls on JEF© (p < 0.001) and standard tests (p < 0.05). JEF© scores correlated with standard measures (p < 0.05), except inhibition tests, and with clinician-report of everyday problems (p < 0.001). Total score showed a good test-retest reliability and the practice adjusted RCI indicated 87.9% of patients remained stable over 8 weeks. In logistic regression, higher JEF© total score significantly predicted competitive employment after adjusting for age (p = 0.004) and remained significant when …
The Illusion Of Causality In Llms: A Developmentally Grounded Analysis Of Semantic Scaffolding And Benchmark–Capability Mismatches, Daisuke Akiba
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 …
A Conceptualization Of The Teaching Practice Of Building, Shari L. Stockero, Blake E. Peterson, Keith R. Leatham, Laura R. Van Zoest
A Conceptualization Of The Teaching Practice Of Building, Shari L. Stockero, Blake E. Peterson, Keith R. Leatham, Laura R. Van Zoest
Michigan Tech Publications
In this theoretical paper, we present a conceptualization of the teaching practice of building—a teaching practice that takes advantage of high-leverage student contributions we call Mathematical Opportunities in Student Thinking (MOSTs). Specifying this complex teaching practice is important because it provides the detail needed for mathematics education researchers to study the nuances of teachers’ in-the-moment use of student thinking and for mathematics teacher educators to support teachers in developing such use. We describe key aspects and teacher actions associated with the four elements of building: Establish, Grapple Toss, Conduct, and Make Explicit. Throughout the paper we compare and contrast this …