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Full-Text Articles in Social and Behavioral Sciences

Neuropsychological Profiles To Aid In Determining The Necessity For Neuroimaging Reviews: Providing Evidence For A Screener For Cerebrovascular Abnormalities, Kayla Blaire Miller May 2027

Neuropsychological Profiles To Aid In Determining The Necessity For Neuroimaging Reviews: Providing Evidence For A Screener For Cerebrovascular Abnormalities, Kayla Blaire Miller

Theses and Dissertations

This study aimed to provide evidence for a white matter abnormality (WMA) screener by investigating whether commonly used neuropsychological measures of executive functioning and processing speed have predictive power for identifying high WMA burden.

Participants were administered a brief neuropsychological evaluation by a doctoral student under the direct supervision of a board-certified clinical neuropsychologist and underwent an MRI scan. A neurologist rated each participant’s MRI results using the Fazekas scale. A total of 178 participants were included, divided into two groups based on their Fazekas rating: low WMA burden (46%) and high WMA burden (54%).

A confirmatory factor analysis indicated …


The Effect Of Resilience: Exploring The Link Between Depression And Cognitive Performance In A Memory Disorder Clinic Population, Amanda Capriglione May 2027

The Effect Of Resilience: Exploring The Link Between Depression And Cognitive Performance In A Memory Disorder Clinic Population, Amanda Capriglione

Theses and Dissertations

Introduction: Research has consistently shown that depressive symptoms are associated with cognitive impairments, namely in memory, attention, and executive functioning (for a review, see Rock et al., 2014), particularly in individuals with mild cognitive impairment (MCI). As MCI is often a precursor to dementia, understanding and addressing modifiable factors that influence this trajectory is essential for prevention and intervention efforts. Resilience, defined as the capacity to adapt positively to adversity, has been identified as a potential protective factor against age-related cognitive decline. Prior studies (e.g., Laird et al., 2019b; Miller et al., 2023) suggest that resilience buffers against the cognitive …


Traumatic Brain Injury In Childhood And Adolescence: Relationship To Impulsivity, Behavioral Disorders, And Adverse Outcomes For An Incarcerated Male Adult Sample, Alexis Tillman May 2027

Traumatic Brain Injury In Childhood And Adolescence: Relationship To Impulsivity, Behavioral Disorders, And Adverse Outcomes For An Incarcerated Male Adult Sample, Alexis Tillman

Theses and Dissertations

Traumatic brain injury (TBI) sustained during critical periods of early development has wide-ranging effects on cognitive, emotional, and behavioral adjustment that may persist into adulthood. Within the forensic population, there is a clear overrepresentation of head trauma. Although research publications have examined the impacts of TBI on psychological challenges within the general population, limited research has explored its relationship with impulsivity, behavioral disorders, and adverse outcomes in an adult incarcerated population. The purpose of this study was to examine the associations between age of first TBI, severity of TBI, and frequency of TBIs in childhood and adolescence and indices of …


How Does Foreign Direct Investment (Fdi) Impacts Egypt Economic Stability From The Specific Focus Of Exchange Rate And Economic Growth, Mohamed Medhat Merdan Feb 2027

How Does Foreign Direct Investment (Fdi) Impacts Egypt Economic Stability From The Specific Focus Of Exchange Rate And Economic Growth, Mohamed Medhat Merdan

Theses and Dissertations

This thesis examines the relationship between foreign direct investment (FDI) and economic dependency in Egypt, focusing on two channels through which such dependency may manifest: exchange rate volatility and economic growth. FDI has historically financed a disproportionately large share of Egypt's gross fixed capital formation relative to comparable regions, yet rigorous empirical research on its macroeconomic consequences within the Egyptian economy remains limited. Drawing on Dunning's eclectic (OLI) paradigm and Porter's diamond model, this study develops three hypotheses and tests them using an ARDL bounds testing approach applied to fifty-five years of annual data spanning 1970 to 2025.

The empirical …


Digital Maturity In The Administrative Prosecution In Egypt, Asmaa A. Hassan Feb 2027

Digital Maturity In The Administrative Prosecution In Egypt, Asmaa A. Hassan

Theses and Dissertations

The growing deployment of information and communication technologies in public service delivery, in general, and in the judiciary in particular, underscores the need for an assessment tool to evaluate digital maturity. Understanding digital maturity, a state in which an organization has completed digital development, helps diagnose the status quo, identify enablers, and address challenges, and consequently provide a roadmap for efficient improvements. This study aims to examine key factors affecting digital maturity within the Administrative Prosecution (AP) in Egypt, a pillar of the judicial authority and mandated to investigate financial and administrative violations committed by public servants. A mixed-methods approach …


Organizational Planning Practices Under Uncertainty: The Case Of Ngos In Hadhramaut, Yemen, Khulood Taleb Alamodi Feb 2027

Organizational Planning Practices Under Uncertainty: The Case Of Ngos In Hadhramaut, Yemen, Khulood Taleb Alamodi

Theses and Dissertations

This study examines how local non-governmental organizations (NGOs) in Hadhramaut, Yemen plan and operate under conditions of fragility and uncertainty. Although strategic planning is often presented as a formal and structured process, NGOs in fragile settings face ongoing disruption, unstable funding, and weak institutions. This study asks how planning takes place in practice under these conditions. The study uses qualitative data from 22 semi-structured interviews with NGO leaders, staff, and external actors. A conceptual framework combining contextual fragility, resource dependence, organizational capacity and resilience, and legitimacy and networks was used to examine how these factors shape organizational planning. The findings …


Palestinian Motherhood In Lebanon: An Analysis Of The Legal And Humanitarian Systems, Enje Matar Feb 2027

Palestinian Motherhood In Lebanon: An Analysis Of The Legal And Humanitarian Systems, Enje Matar

Theses and Dissertations

The lives of Palestinians in Lebanon are shaped by a diversity of factors that are exogenous and endogenous. The aim of this thesis is to analyze the impact of existing institutional, legal, and societal structures on Palestinian refugee mothers. It answers the following main question: how do the legal and humanitarian systems in Lebanon impact Palestinian mothers? It specifically scrutinizes 1) How do these systems shape family dynamics, maternal relations with children, and mothers’ daily lives? 2) How are these systems gendered in ways that represent broader questions of power and control? 3) How do mothers respond to these systems …


From Planned To Lived: Street-Level Transformation And The Production Of Urban Space In New Cairo, Seba Abouyoussef Feb 2027

From Planned To Lived: Street-Level Transformation And The Production Of Urban Space In New Cairo, Seba Abouyoussef

Theses and Dissertations

Egypt's new cities program has produced four generations of satellite developments, yet none have been systematically evaluated for how they perform once inhabited. Each is planned as a prototype — functionally zoned, automobile-oriented, image-driven — with little regard for the social, cultural, and behavioral dynamics that will shape it. This thesis examines the gap between the planned city and the lived city by tracing how three streets in New Cairo transformed over a fifteen-year period (2010–2025) through everyday use, stakeholder interaction, and pivotal trigger events.

The research follows a qualitative, multi-phase methodology — combining historical and physical mapping, behavioral observation, …


Beyond The Legal Black Hole: Hyper-Legality, Deferral, And Detention In Northeast Syria, Grace T. Harmon Feb 2027

Beyond The Legal Black Hole: Hyper-Legality, Deferral, And Detention In Northeast Syria, Grace T. Harmon

Theses and Dissertations

This thesis examines the detention of suspected ISIS affiliates and their family members held in facilities administered by the Kurdish-led authorities in North-East Syria. Thousands of foreign nationals remain detained without trial, without repatriation, and in conditions widely criticized as inhumane. Existing scholarship and political discourse often describe these facilities as legal voids, limbo, or black holes where law has broken down or ceased to apply. This thesis challenges that characterization. Rather than existing outside the law, the facilities are governed through overlapping frameworks of international humanitarian law, international human rights law, counterterrorism security resolutions, and domestic laws. I argue …


The Smuggled Body: Embodied Experiences Of Sudanese Displacement Along The Sudan–Egypt Corridor, Marielys Padua Soto Jan 2027

The Smuggled Body: Embodied Experiences Of Sudanese Displacement Along The Sudan–Egypt Corridor, Marielys Padua Soto

Theses and Dissertations

The outbreak of conflict in Sudan in April 2023 triggered one of the world's largest displacement crises, forcing millions of Sudanese civilians to flee toward neighboring countries, particularly Egypt. As legal pathways became increasingly restricted following Egypt's tightening of visa policies, many asylum seekers relied on migrant smuggling networks to reach safety. This thesis examines how restrictive mobility regimes are materially experienced through the body by introducing the concept of the smuggled body, defined as the body through which the physical, emotional, and social consequences of border control, irregular mobility, and forced displacement are lived. Drawing on embodiment theory, border …


Built By Hand, Run By Machine: Robots And The Uneven Displacement Of Native And Migrant Workers In Germany (2012-2024), Farida Mohamed Elkhosht Jan 2027

Built By Hand, Run By Machine: Robots And The Uneven Displacement Of Native And Migrant Workers In Germany (2012-2024), Farida Mohamed Elkhosht

Theses and Dissertations

This study investigates whether industrial robot adoption generates differential employment effects for native and migrant workers across German local labor markets, using district-level data for 393 districts over 2012–2024. This question matters because Germany combines one of the world's highest concentrations of industrial robots with one of the largest migrant workforces in the OECD. Despite growing policy interest in the distributional effects of technological change, limited evidence exists on whether automation affects native and migrant employment differently within the same local labor markets. Using Bartik shift-share design to measure exogenous variation in robot exposure, the study finds that the effect …


Egypt’S Accession To Brics: Hedging And Strategic Positioning In A Multipolar Order, Daria Konstantinova Jan 2027

Egypt’S Accession To Brics: Hedging And Strategic Positioning In A Multipolar Order, Daria Konstantinova

Theses and Dissertations

Amid Egypt’s longstanding, multifaceted cooperation with the U.S. and Western institutions, spanning political support, economic partnerships, and IMF/World Bank programs, 2024 BRICS expansion included Egypt as one of the new group’s members. This move might be explained by leadership strategic vision, domestic constraints, and geopolitical global and regional dynamics. This research explains the drivers behind Egypt’s accession to BRICS and the way this decision reflects Egypt’s strategic positioning in a changing global order, using agency-centered approach and the theoretical framework of strategic hedging.

While existing literature on BRICS expansion partially explains the reasons behind the new members’ accession and its …


How Can Egypt’S Technical And Vocational Education System Be Adapted To Improve The Employability Of Autistic Youth And Adults?, Miriam A. Menkarious Jan 2027

How Can Egypt’S Technical And Vocational Education System Be Adapted To Improve The Employability Of Autistic Youth And Adults?, Miriam A. Menkarious

Theses and Dissertations

This thesis provides original qualitative evidence on autism, employability, and TVET in an LMIC context, focusing on Egypt’s ongoing TVET reforms. The research investigated barriers and facilitators to employment for autistic youth and adults in Egypt, with a particular focus on technical and vocational education and training (TVET) as a potential pathway into work, and explored stakeholder perspectives on the potential, barriers, and conditions for adapting the Egyptian TVET system to improve their employability. Using the International Classification of Functioning, Disability, and Health (ICF) framework, this qualitative study relied on 20 semi-structured in-depth interviews with autistic youth and adults, parents …


Topographies Of Being: World-Making And Ontological Formation In Modern Saint Catherine, South Sinai, Ahmad Mahana Jan 2027

Topographies Of Being: World-Making And Ontological Formation In Modern Saint Catherine, South Sinai, Ahmad Mahana

Theses and Dissertations

This thesis is an exploration of the ecological and sociological processes involved in the production of the socionatural space of the contemporary town and natural protectorate of Saint Catherine, South Sinai. Revered by all Abrahamic religions as the site of the Great Theophany, the town has perpetually been considered an area of immense spiritual and natural significance. In recent decades, however, the town has undergone a series of modernizing campaigns that have not only threatened the region’s natural environment and indigenous lifeways but have also jeopardized the plurality of its extant lifeworlds. By relying on a variety of ethnographic methods, …


Circulating Futures: Infrastructure, Value, And The Making Of Contemporary Egypt, Yasmine Abdeldayem Jan 2027

Circulating Futures: Infrastructure, Value, And The Making Of Contemporary Egypt, Yasmine Abdeldayem

Theses and Dissertations

Since 2014, Egypt has undertaken an unprecedented expansion of its road network as part of a broader project of territorial development and national renewal. Roads are presented in this project as the connective infrastructure through which new cities, investment zones, and desert territories are brought into circulation. Yet their developmental effects are often difficult to discern: infrastructure is rapidly built but unevenly maintained, while projects justified in terms of mobility, growth, and public benefit can produce dispossession, exclusion, and new forms of risk. This thesis argues that roads cannot be understood solely through the developmental outcomes they are intended to …


Unearthing Potential: Impact Investors’ Perspectives On Egypt’S Social Enterprise Market, Yousef Hesham Shoukry Jan 2027

Unearthing Potential: Impact Investors’ Perspectives On Egypt’S Social Enterprise Market, Yousef Hesham Shoukry

Theses and Dissertations

This thesis examines impact investing in Egypt from the vantage point of the impact investors, revealing that Egypt's constraint is not the availability of capital but its direction, as the absence of legal recognition, coordinated intermediaries, and a shared impact-measurement standard keeps capital out of a market otherwise rich in social enterprise potential. The study employed a constructivist grounded theory approach, drawing on eleven semi-structured interviews with impact fund managers, ecosystem enablers, and public-sector policy advisors operating in or considering Egypt's social enterprise market. Data revealed that practitioners converge on the founding principles of impact investment (combined financial and social …


The Functioning Of The Refugee Regime In The Global South, Rihem Sejil Jan 2027

The Functioning Of The Refugee Regime In The Global South, Rihem Sejil

Theses and Dissertations

Why do states continue to sign compacts and reaffirm responsibility-sharing, even as protection burdens fall increasingly on the Global South? This thesis argues that this concentration is a direct result of, rather than an exception to, international cooperation. It introduces the concept of "selective cooperation" to explain how states maintain formal commitments to protection while repurposing cooperation: shifting it from a remedial tool designed to assist burdened hosts to one focused on containment and preventing arrivals. Three mechanisms facilitate this shift: donor retrenchment, resettlement contraction, and externalization, with each mechanism closing gaps left by the others. Analyzing cases spanning resettlement, …


Policy Coherence And Private Sector Development In Egypt: Aligning Governance Reforms With Development Finance, Shereef El Tanahi Jan 2027

Policy Coherence And Private Sector Development In Egypt: Aligning Governance Reforms With Development Finance, Shereef El Tanahi

Theses and Dissertations

Despite record volumes of development finance flowing into Egypt, the private sector, particularly its micro, small, and medium enterprises, has yet to experience the broad-based growth these investments were designed to catalyze. Between 2020 and 2025, international development partners committed more than 15.6 billion dollars to Egypt's private sector, yet private investment remains a modest share of the national economy, and most domestic firms continue to face severe barriers to credit.

This thesis argues that the answer lies not in the volume of capital mobilized, but in the coherence of the policies that govern how that capital reaches firms. The …


Technology, Power, And Colonial Modernity: The Making Of The Egyptian Railways, Ahmed Mohamed Rahmy Jan 2027

Technology, Power, And Colonial Modernity: The Making Of The Egyptian Railways, Ahmed Mohamed Rahmy

Theses and Dissertations

This thesis examines Egyptian railways as a technology of power through which modern temporal order was gradually formed, reorganized, and contested. Focusing on the period from 1850 to 1920, it argues that railway infrastructure did more than facilitate mobility, economic exchange, and imperial administration: it reorganized the temporal relations through which social life was governed and experienced. Timetables, standardized schedules, fares, penalties, stations, and administrative procedures made punctuality, regularity, and measurable time appear as neutral requirements of life, while positioning existing ecological, agricultural, religious, and communal rhythms as signs of backwardness.

The thesis draws on British official correspondence, parliamentary debates, …


Adjudicating Technology Facilitated Violence Against Women In Egypt: Between The Text And The Application, Eman E. Zidan Jan 2027

Adjudicating Technology Facilitated Violence Against Women In Egypt: Between The Text And The Application, Eman E. Zidan

Theses and Dissertations

Technology-facilitated violence against women (TFVAW) has surged on digital platforms, leading to a sharp rise in victimization rates among girls and women globally. Egypt’s pioneering cybercrime legislation, though comprehensive, remains gender-neutral and inadequate in judicial application. Community perceptions reveal systemic gaps that erode public trust and fuel demands for specialized protections. This study analyzes Egyptian judicial responses to TFVAW cases through comparative jurisprudence with jurisdictions that feature gender-specific norms. Findings demonstrate that textual provisions alone fail to arrest this escalating phenomenon, underscoring the need for integrated reforms: tailored legislation, heightened awareness campaigns, and collaborative education on rights, duties, and societal …


A Policy Analysis Of Accountability And Governance In Journalism By Artificial Intelligence (Ai) In Egypt, Amira Ahmed Salama Jan 2027

A Policy Analysis Of Accountability And Governance In Journalism By Artificial Intelligence (Ai) In Egypt, Amira Ahmed Salama

Theses and Dissertations

The growing use of Generative Artificial Intelligence (GenAI) and AI-assisted tools in journalism raises governance questions concerning accountability, human oversight, transparency, verification, editorial responsibility, and implementation. In Egypt, these issues arise within an emerging but fragmented governance environment that includes national AI guidance, media regulation, professional self-regulation, and developing newsroom practices. This study examines how these arrangements can be integrated into a coherent national sector-specific policy framework for GenAI and AI-assisted journalism.

The study adopts a qualitative methodology combining a descriptive qualitative document analysis with stakeholder semi-structured interviews. Four governance instruments were analyzed: the Council of Europe’s Guidelines on the …


Effects Of Social Comparison Instructions On Affect, Motivation For Healthy Behavior, And Health Behavior Selections: Guidance To Identify Or Contrast, Raj Harsora Sep 2026

Effects Of Social Comparison Instructions On Affect, Motivation For Healthy Behavior, And Health Behavior Selections: Guidance To Identify Or Contrast, Raj Harsora

Theses and Dissertations

Engaging in healthy behaviors early in life is crucial for preventing noncommunicable diseases such as type 2 diabetes, cancer, and heart disease. College is an optimal period to establish these habits, yet students often engage in poor dietary and physical activity practices; thus, identifying effective health behavior change techniques for this population is essential. Social comparisons are known to influence health behaviors, yet no research has tested comparison instructions as a behavior change technique, particularly identification versus contrast with upward and downward targets. Using a preregistered protocol (https://osf.io/z29en), we tested whether guiding college students (N=664) to identify with or contrast …


Problematic Technology Use And Quality Of Life In College Students With Varying Levels Of Schizotypy, Joseph P. Skinner Sep 2026

Problematic Technology Use And Quality Of Life In College Students With Varying Levels Of Schizotypy, Joseph P. Skinner

Theses and Dissertations

Problematic Technology Use (PTU) has emerged as a growing concern with technology’s continual integration into daily living. Individuals higher in schizotypy may be particularly vulnerable to the negative consequences of digital environments. The present study cross-sectionally examined associations among schizotypy, PTU, and quality of life (QOL) in 533 college students using structural equation modeling. Consistent with hypotheses, greater total schizotypy was associated with higher PTU and lower QOL. Additionally, positive, negative, and disorganized schizotypy all uniquely predicted poor QOL with the negative domain demonstrating the strongest standardized association. Contrary to hypotheses, PTU did not significantly moderate the relation between total …


The Impact Of Stigma On The Mmpi-3 Scores Of An Indo-Caribbean Community Sample, Julia Persaud-Naipaul Sep 2026

The Impact Of Stigma On The Mmpi-3 Scores Of An Indo-Caribbean Community Sample, Julia Persaud-Naipaul

Theses and Dissertations

Evaluation of personality and psychological disorders is accomplished through the use of psychometric measures. However, tests require interpretation of test responses using a normative criterion based on a particular population that may not fully consider the effect of cultural influences on an individual’s level of willingness to report psychological difficulties. For example, individuals in collectivistic cultures may not be as willing to self-report problems because mental illness is often perceived as a source of embarrassment and shame. One culturally unique population that has been overlooked in psychological assessment is the Indo-Caribbean population. Their specific cultural values, beliefs, attitudes, and practices …


The Game Within: An Anthropological Approach To Games And Play, Nehal Maged Mohamed Sep 2026

The Game Within: An Anthropological Approach To Games And Play, Nehal Maged Mohamed

Theses and Dissertations

This thesis is based on an eighteen-month ethnography of El Ghawasa, an Egyptian play-based organization that designs educational games, tools, and services. Claiming that El Ghawasa, with its ethos of play, seeks to create an alternative to the capitalist corporate structure. Through tracking how this organization navigates ruptures, negotiates constraints, and experiments with different practices and internal restructuring, I explore the possibilities and limitations of El Ghawasa, while attempting to resist absorption by the very system it opposes. I ask: when the rules keep changing (while the logic of the capitalist corporate structure remains the same), and the boundaries of …


Representations Of Cartel Leaders In Narcocorridos: A Reflexive Thematic Analysis, Gael Gamboa Aug 2026

Representations Of Cartel Leaders In Narcocorridos: A Reflexive Thematic Analysis, Gael Gamboa

Theses and Dissertations

Narcocorridos have become one of the most recognized expressions of narcoculture in Mexico. Despite growing scholarly interest in narcoculture, relatively few studies have examined how cartel leaders are represented across narcocorridos. This study addresses this gap by examining the symbolic representations of Joaquín “El Chapo” Guzmán, Miguel Ángel Félix Gallardo, and Amado Carrillo Fuentes in narcocorrido lyrics. The study is guided by cultural criminology and subculture theory; this study employed a qualitative research design using reflexive thematic analysis. A purposive sample of 25 narcocorridos was analyzed to identify recurring patterns in the representation of cartel leadership. As a result, six …


Family Religious Socialization Index: Development And Preliminary Validation, Kaelie Rene Crockett Aug 2026

Family Religious Socialization Index: Development And Preliminary Validation, Kaelie Rene Crockett

Theses and Dissertations

A key area of interest for religious scholars is how religious beliefs are passed across generations, or religious socialization. To expand this field of study, a theoretically grounded, validated measure of this construct is needed. This article describes the development and validation of the Family Religious Socialization Index (FRSI), a multi-informant, multidimensional assessment of the processes through which parents socialize religion and faith in their children. Based on Social Cognitive Theory and through a rigorous development and validation process, three subscales were developed to represent the primary processes of religious socialization. The FRSI consists of two parallel scales, a parent …


Identifying The Brain Circuits Involved In Religious Obsessive-Compulsive Disorder, Kiana Bunnell Aug 2026

Identifying The Brain Circuits Involved In Religious Obsessive-Compulsive Disorder, Kiana Bunnell

Theses and Dissertations

Obsessive-compulsive disorder (OCD) is an often-debilitating psychiatric disorder involving a pattern of obsessive thoughts and compensatory compulsions. Symptoms tend to be chronic, leading to substantial emotional burden and significant impairment across multiple domains of daily functioning. Previous research has identified some consistency in the brain regions implicated in OCD. In particular, cortico-striato-thalamo-cortical (CSTC) circuitry has been linked to behavioral features commonly observed in OCD. Moreover, some studies suggest that distinct patterns of brain activation and functional connectivity may be associated with different OCD symptom dimensions, though findings have not been consistent. One symptom dimension of OCD (scrupulosity) is characterized by …


Is “No Change” Really No Change?: A Qualitative Analysis Of Clients With “No Change” On Routine Outcome Monitoring Who Report Improving In Therapy, Audrey Louise Stewart Parker Aug 2026

Is “No Change” Really No Change?: A Qualitative Analysis Of Clients With “No Change” On Routine Outcome Monitoring Who Report Improving In Therapy, Audrey Louise Stewart Parker

Theses and Dissertations

Routine outcome monitoring (ROM), the practice of tracking client progress in therapy by administering regular questionnaires to assess functioning, has demonstrated a significant positive effect on psychotherapy outcomes, especially for clients are who not improving as expected. However, some researchers argue the symptom-based measures and outcome classification criteria commonly used in ROM may not represent a complete picture of client change. A recent body of mixed-methods research has investigated these ROM-determined outcome categories to gain insight into client experiences and whether the category and client perception of therapy outcome align. In this investigation, researchers have found significant variety within outcome …


Automated Classification, Measurement, And Semantic Segmentation Of Open-Web Joists From Point Cloud Data, Justin Raymond Dworacek Aug 2026

Automated Classification, Measurement, And Semantic Segmentation Of Open-Web Joists From Point Cloud Data, Justin Raymond Dworacek

Theses and Dissertations

This thesis presents a BIM-oriented methodology for the automated classification, measurement, and segmentation of structural trusses from point cloud data. A real truss point cloud and a complementary synthetic dataset derived from CADBIM Revit families were used to develop and evaluate the workflow. Classification was performed using a rule-based Python algorithm based on principal component analysis, side-view feature extraction, and family-specific geometric decision logic, while a separate family-aware script was used to extract key truss dimensions. Semantic segmentation was evaluated using a PointTransformerV3 model to separate truss and non-truss points in mixed point cloud scenes. The results demonstrated strong performance …