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The Absorption Problem In Software-Planning Assessment: A Single-Valued Neutrosophic Model With Deferral, Angela Olivia Yanza Montalvan, Omar Mar Cornelio Sep 2026

The Absorption Problem In Software-Planning Assessment: A Single-Valued Neutrosophic Model With Deferral, Angela Olivia Yanza Montalvan, Omar Mar Cornelio

Neutrosophic Sets and Systems

Planning the software production process is a knowledge-intensive activity whose assessment relies on expert, linguistic and frequently conflicting indicators. Deterministic and fuzzy models compress each assessment into a single membership value and therefore cannot distinguish ignorance from contradiction. We formalise this Absorption Problem and propose a Single-Valued Neutrosophic (SVN) model that represents each indicator as a truth-indeterminacy-falsity triple, aggregates them with an SVN weighted average under AHP-derived weights, computes a structural-indeterminacy operator from inter-indicator disagreement, and applies a deferral rule that routes high-indeterminacy projects to expert review. On a real project-management dataset (n = 199), gating on structural indeterminacy raises …


Beyond Scalar Uncertainty: Independent Neutrosophic Evidence Coordinates For Conflict-Aware Retrieval-Augmented Generation, Florentin Smarandache, Maikel Yelandi Leyva Vazquez Sep 2026

Beyond Scalar Uncertainty: Independent Neutrosophic Evidence Coordinates For Conflict-Aware Retrieval-Augmented Generation, Florentin Smarandache, Maikel Yelandi Leyva Vazquez

Neutrosophic Sets and Systems

Retrieval-augmented generation (RAG) pipelines reduce the quality of retrieved evidence to one number, and common scalar uncertainty summaries conflate evidential distinctions that a three-coordinate representation keeps apart: insufficient, contradictory and explicitly indeterminate evidence. We use the non-normalized neutrosophic triple (T, I, F) as a testable multidimensional evidence representation, with independent channels for support, explicit indeterminacy and opposition, and subject its defining design principle to a controlled empirical test on a pre-specified battery built on Climate-FEVER, validated externally on ConfRAG. The independent triple gives the best five-way behaviour with the LLM evaluator; normalization deletes the magnitude that signals insufficiency. The benefit …


The Enforceability Of Economic, Social And Cultural Rights As A Neutrosophic Variable: The Right To Education In Ecuador, Alejandro Montece Sep 2026

The Enforceability Of Economic, Social And Cultural Rights As A Neutrosophic Variable: The Right To Education In Ecuador, Alejandro Montece

Neutrosophic Sets and Systems

In 1948 the United Nations General Assembly adopted the Universal Declaration of Human Rights, and in 1966 it divided fundamental rights into two covenants. This study analyses the level of enforceability of economic, social and cultural (ESC) rights, taking the right to education in Ecuador as its case, and argues that enforceability is not a binary property but a neutrosophic variable: for each dimension of the right there coexist degrees of realization (T), degrees of documented non-realization (F), and a component of indeterminacy (I) that the analysis types into constitutive indeterminacy and removable indeterminacy. The results show high truth values …


Generative Artificial Intelligence As A Formative Mediator In Mathematical Task Design: An Ontosemiotic-Neutrosophic Analysis Of Didactical Suitability In Teacher Education, Arian Vazquez Alvarez Sep 2026

Generative Artificial Intelligence As A Formative Mediator In Mathematical Task Design: An Ontosemiotic-Neutrosophic Analysis Of Didactical Suitability In Teacher Education, Arian Vazquez Alvarez

Neutrosophic Sets and Systems

The transformation of mathematics teaching in the digital society demands the integration of emerging technologies with solid pedagogical foundations. This study analyses the mediation of generative artificial intelligence (GAI) in the design of mathematical tasks from the Ontosemiotic Approach (OSA). A neutrosophic reading is introduced to preserve, rather than collapse, the evidential structure of GAI-mediated tasks, annotating each facet with independent degrees of truth (T), indeterminacy (I), and falsity (F) and modelling the teacher's critical mediation as an operator of evidence refinement. GAI does not replace the teacher but strengthens their role as epistemological mediator and fosters critical didactic thinking.


Generative Ai For Curriculum And Assessment Design In Competency-Based Tvet: An Exploratory Evidence Map With Neutrosophic Annotations, Maria Del Refugio Patino Cayetano, Blanca Estela Calderon Munoz Sep 2026

Generative Ai For Curriculum And Assessment Design In Competency-Based Tvet: An Exploratory Evidence Map With Neutrosophic Annotations, Maria Del Refugio Patino Cayetano, Blanca Estela Calderon Munoz

Neutrosophic Sets and Systems

Technological and polytechnic universities in Mexico revise their competency-based study plans on a multi-year cycle, and generative AI (GAI) tools are increasingly used informally by faculty to draft curriculum documents and evaluation instruments, without a published evidence base for the practice. This paper reports an exploratory, non-registered scoping search of the OpenAlex database for evidence on GAI use in curriculum and assessment design, read against four explicit propositions. What remains undocumented is narrower: authoring of curriculum or evaluation documents by GAI inside a multi-year, institutional, competency-based TVET/polytechnic revision cycle, specifically within the Textile Design and Fashion Engineering discipline.


Neutrosophic Multi-Criteria Assessment Of The Structural Performance Of Finger-Jointed Glued Laminated Timber From Five Tropical Wood Species, Maria Angelica Flores-Romayna, Victor Augusto Araujo-Abanto, David Leon-Moreno, Lenin Vladimir Vargas-Villa, Guillermo Augusto Pastor-Picon, Noe Cristian Fachin-Vargas Sep 2026

Neutrosophic Multi-Criteria Assessment Of The Structural Performance Of Finger-Jointed Glued Laminated Timber From Five Tropical Wood Species, Maria Angelica Flores-Romayna, Victor Augusto Araujo-Abanto, David Leon-Moreno, Lenin Vladimir Vargas-Villa, Guillermo Augusto Pastor-Picon, Noe Cristian Fachin-Vargas

Neutrosophic Sets and Systems

Previous studies on finger-jointed glued laminated timber typically compare mechanical properties in isolation through classical statistical tests, which limits the ability to answer a question of greater relevance for structural design: which species most consistently retains its mechanical performance under experimental uncertainty and contradictory behavior across indicators. This study comparatively assessed the structural performance of finger-jointed glued laminated timber from five tropical forest species by integrating physical-mechanical indicators, inferential statistics and a neutrosophic CRITIC-TOPSIS multi-criteria model. The CRITIC-TOPSIS model ranked moena itauba and tornillo with the highest structural aptitude under uncertainty, results confirmed as reasonably robust by a sensitivity analysis …


Hera 2.0: Human-Governed Agentic Software Development With External Cognitive Orchestration -- An Industrial Experience Report On Ai-Dlc With Chatgpt Web As Cognitive Continuity Layer, Manuel-Enrique Puebla-Martinez Sep 2026

Hera 2.0: Human-Governed Agentic Software Development With External Cognitive Orchestration -- An Industrial Experience Report On Ai-Dlc With Chatgpt Web As Cognitive Continuity Layer, Manuel-Enrique Puebla-Martinez

Neutrosophic Sets and Systems

The adoption of LLM-based agents in industrial software engineering has surfaced a structural problem: local agents can conduct AI-DLC workflows correctly while simultaneously pursuing incomplete or misguided problem interpretations when context is fragmented or prompts are imprecise. This experience report presents HERA 2.0, a methodology that addresses this problem through architectural separation of responsibilities: local agents perform situated execution, while ChatGPT Web acts as an external cognitive continuity layer. Evidence classification in HERA uses four operational states that naturally corresponds to the (T, I, F) structure of neutrosophic evidence degrees. An anonymized industrial case on POS-switch integration illustrates differences between …


Field-Deployable Pose Estimation For Youth Athlete Screening: A Reproducible Protocol And Its Sensitivity Limits In A Genetically Controlled Case Series, Darvin Manuel Ramirez Guerra, Christian Edison De La Torre Choque, Jorge Guiseppe Herrera Chamorro, Jordi Kevin Flores Zabaleta Sep 2026

Field-Deployable Pose Estimation For Youth Athlete Screening: A Reproducible Protocol And Its Sensitivity Limits In A Genetically Controlled Case Series, Darvin Manuel Ramirez Guerra, Christian Edison De La Torre Choque, Jorge Guiseppe Herrera Chamorro, Jordi Kevin Flores Zabaleta

Neutrosophic Sets and Systems

Smartphone pose-estimation applications promise laboratory-grade biomechanical screening at negligible cost, an attractive prospect for youth sport programmes in low-resource settings. This paper contributes a reproducible field protocol for smartphone-based postural and jump screening, and reports its behaviour on a deliberately adversarial test case: a set of sex-discordant triplets (n = 3, age 13 years) who share prenatal environment, socioeconomic context and training history. The contribution is the protocol, the fully reported case data, and an explicit statement of what a criterion-validation study against force platforms and open pose estimators would need to establish before field screening claims can be sustained.


How Much Of A Multicriteria Ranking Is The Data And How Much Is The Arithmetic? A Neutrosophic Stress Test On Stakeholder Perception Data, Leili Genoveva Lopezdominguez Rivas, Sol David Lopezdominguez Rivas, Dixie Marisol Lopezdominguez Rivas, Franklin Parrales-Bravo Sep 2026

How Much Of A Multicriteria Ranking Is The Data And How Much Is The Arithmetic? A Neutrosophic Stress Test On Stakeholder Perception Data, Leili Genoveva Lopezdominguez Rivas, Sol David Lopezdominguez Rivas, Dixie Marisol Lopezdominguez Rivas, Franklin Parrales-Bravo

Neutrosophic Sets and Systems

Multicriteria rankings computed on aggregated survey means are routinely used to allocate improvement budgets in higher education, and they are read as if the closeness coefficients were ratios of need. This paper shows, on real data, that a large part of what such a ranking reports is arithmetic rather than evidence. Using doctoral survey data on university-society engagement from two state universities in Guayaquil, Ecuador, we compare a crisp entropy-TOPSIS treatment with a single-valued neutrosophic treatment in which the indeterminacy component is measured from inter-stakeholder dissent. We report that the fine order of the ranking is not identifiable from these …


Ahp-Topsis-Based Cybersecurity Control Prioritization For Local E-Government: Integrating Cobit 2019 And Iso/Iec 27001:2022 In Ecuador, Gabriel Neptali Bailon Arcentales, Jair Andres Semblantes Pinto, Noel Batista Hernandez Sep 2026

Ahp-Topsis-Based Cybersecurity Control Prioritization For Local E-Government: Integrating Cobit 2019 And Iso/Iec 27001:2022 In Ecuador, Gabriel Neptali Bailon Arcentales, Jair Andres Semblantes Pinto, Noel Batista Hernandez

Neutrosophic Sets and Systems

Local governments in Ecuador manage critical citizen services yet operate with limited cybersecurity maturity. This paper presents MPEC-GAD, a cybersecurity governance model integrating COBIT 2019 strategic alignment with ISO/IEC 27001:2022 technical controls, using AHP-TOPSIS multi-criteria prioritization. Applied to GAD Jaramijo (Manabi, Ecuador), the four decision criteria weight risk reduction, implementation cost, deployment time, and technical complexity (AHP Consistency Ratio CR = 0.0054 < 0.10). The TOPSIS ranking directs scarce resources toward the 47 mandatory EGSI controls with highest risk-reduction per investment unit. A single-round structured review by seven experts rated pertinence, viability and completeness with mean scores >=4.0/5.0.


Multi-Criteria Credit Risk Prioritization In Cooperative Smes Using Ahp-Topsis: A Reproducible Pilot With Pseudonymized Data, Ramiro Javier Castillo Herrera, Dayron Rumbaut Rangel Sep 2026

Multi-Criteria Credit Risk Prioritization In Cooperative Smes Using Ahp-Topsis: A Reproducible Pilot With Pseudonymized Data, Ramiro Javier Castillo Herrera, Dayron Rumbaut Rangel

Neutrosophic Sets and Systems

Credit risk assessment in small and medium-sized enterprises (SMEs) within savings and credit cooperatives presents persistent challenges due to incomplete, heterogeneous, and dispersed information. This paper reports and audits a pilot AHP-TOPSIS multi-criteria model for relative credit risk prioritization using a pseudonymized pilot dataset of seven SMEs (n=7) with active loans, implemented as a fully Excel-reproducible framework without proprietary software. AHP pairwise comparisons yield validated criterion weights (CR=0.0440 < 0.10). Results demonstrate the model's interpretability, traceability, and operational applicability for credit portfolio management in resource-constrained cooperative financial environments.


The Gap Between Fixed And Mobile Internet Accounts In Ecuador (2010-2022): A Linear Regression Model To Characterize And Project Its Evolution, Edison Mauricio Mosquera Simbana, Victor Manuel Tapia Casa, Rommel Eduardo Ronquillo Carangui Sep 2026

The Gap Between Fixed And Mobile Internet Accounts In Ecuador (2010-2022): A Linear Regression Model To Characterize And Project Its Evolution, Edison Mauricio Mosquera Simbana, Victor Manuel Tapia Casa, Rommel Eduardo Ronquillo Carangui

Neutrosophic Sets and Systems

Since 2010, internet access in Ecuador has grown in markedly different ways depending on the service modality: whereas mobile accounts multiplied, fixed accounts advanced at a far more restrained pace. This article analyzes the dated observations of fixed and mobile internet accounts published by the Telecommunications Regulation and Control Agency (ARCOTEL) between December 2010 and June 2022. The fixed-account model proved almost perfect (R2 = 0.995); the mobile-account model displayed greater unexplained variability (R2 = 0.901). As a complementary layer, a neutrosophic framework (truth/indeterminacy/falsity) is applied to the consistency of the figures across sources.


How Certain Is An Institutional Research Profile? Three Undeclared Decisions, And A Neutrosophic Reading Of What They Cost, Alexis Matheu Perez, Bastian Gutierrez Sep 2026

How Certain Is An Institutional Research Profile? Three Undeclared Decisions, And A Neutrosophic Reading Of What They Cost, Alexis Matheu Perez, Bastian Gutierrez

Neutrosophic Sets and Systems

Institutional bibliometric profiles report Lotka's exponent, a Bradford core and a Price ratio as if they were properties of the institution. They are properties of the institution together with three decisions that the reporting almost never states: which source defines the corpus, which document types are compared, and which population of authors the laws are fitted on. This article measures what each decision is worth, using Universidad Bernardo O'Higgins (UBO, Santiago, Chile) as the case and Universidad Bolivariana del Ecuador as a control. Since the resulting uncertainty is not sampling error, we give it a place to be reported: a …


Typed Abstention For Llm-Elicited Fuzzy Criteria In Multicriteria Transportation Decisions, Maikel Maikel Leyva-Vazquez, Nezir Aydin Sep 2026

Typed Abstention For Llm-Elicited Fuzzy Criteria In Multicriteria Transportation Decisions, Maikel Maikel Leyva-Vazquez, Nezir Aydin

Neutrosophic Sets and Systems

Fuzzy multicriteria decision-making (MCDM) increasingly draws its criterion evaluations from large language models (LLMs), but the aggregation step typically treats these elicited judgments as interchangeable with expert opinion, with no mechanism to flag disagreement, insufficiency, or unreliable sources. We port a source-preserving, typed-abstention decision policy into fuzzy-MCDM pipelines, instantiated on a four-alternative sustainable-transportation case, and report two live pilots. Pilot 1 returns all-coherent; Pilot 2, redesigned with criteria of greater normative dependence, shows the gate firing on real disagreement. We report both pilots candidly and verify the gate's logic with synthetic unit tests.


Neutrosophic Sets And Systems, Vol. 101, 2026, Proceedings Of The International Conference On Artificial Intelligence, Indeterminacy, And Education, University O'Higgns, Santiago, Chile, Florentin Smarandache Sep 2026

Neutrosophic Sets And Systems, Vol. 101, 2026, Proceedings Of The International Conference On Artificial Intelligence, Indeterminacy, And Education, University O'Higgns, Santiago, Chile, Florentin Smarandache

Neutrosophic Sets and Systems

No abstract provided.


Pengembangan Media Komik Untuk Meningkatkan Pengetahuan Tentang Menggambar Komik Pada Peserta Didik Kelas Viii Smpn 15 Kota Malang, Khairani Indah Damayanti, Abdul Rahman Prasetyo Sep 2026

Pengembangan Media Komik Untuk Meningkatkan Pengetahuan Tentang Menggambar Komik Pada Peserta Didik Kelas Viii Smpn 15 Kota Malang, Khairani Indah Damayanti, Abdul Rahman Prasetyo

Journal of Innovation and Teacher Professionalism

This study was motivated by students’ limited understanding of comic drawing concepts and the need for learning media to support art education. It aimed to analyze learning needs, develop comic-based learning media, and examine its feasibility, practicality, and effectiveness. The study employed a Research and Development (R&D) approach using the ADDIE model, comprising analysis, design, development, implementation, and evaluation. The implementation involved 29 eighth-grade students at SMPN 15 Malang, Indonesia. Media feasibility was assessed by subject-matter and media experts, practicality was evaluated based on student and teacher responses, and effectiveness was analyzed using pre-test, post-test, and N-gain scores. The validation …


Theology As The Queen Of The Sciences? Kuyper, Bavinck, And Dooyeweerd, Steve Bishop, Renato Coletto Sep 2026

Theology As The Queen Of The Sciences? Kuyper, Bavinck, And Dooyeweerd, Steve Bishop, Renato Coletto

Pro Rege

No abstract provided.


Undergraduate Commencement Address 2026: Let's Go Exploring, Tom J. Clark Sep 2026

Undergraduate Commencement Address 2026: Let's Go Exploring, Tom J. Clark

Pro Rege

No abstract provided.


Shocking Words And Helper Spirit, Joel E. Kok Sep 2026

Shocking Words And Helper Spirit, Joel E. Kok

Pro Rege

No abstract provided.


A Kuyperian Solution To The Contemporary Problem Of Individualism Manifested In Eucharistic Practice, Isaac Krommendyk Sep 2026

A Kuyperian Solution To The Contemporary Problem Of Individualism Manifested In Eucharistic Practice, Isaac Krommendyk

Pro Rege

Issac Krommendyk, a senior at Dordt University majoring in History and Spanish, submitted this winning paper to the Lambertus Verberg Prize for Excellence in Kuyperian Scholarship, 2026


A Model For A Christian Business, John Wassenaar Sep 2026

A Model For A Christian Business, John Wassenaar

Pro Rege

No abstract provided.


Resisting A Consumeristic Approach To Reading In Our Lives (And Our Classrooms), Elise Kamp Sep 2026

Resisting A Consumeristic Approach To Reading In Our Lives (And Our Classrooms), Elise Kamp

Pro Rege

Reviwed Title: Deep Reading: Practices to Subvert the Vices of Our Distracted, Hostile, and Consumeristic Age by Rachel Griffis, Julie OOms, and Rachel De Smith Roberts. Baker Academic, 2024. 230 pp. ISBN: 9781493446023.


Finding Home: How Richard Mouw And Dordt's Community Healed My Heart, Brad D. Hickey Sep 2026

Finding Home: How Richard Mouw And Dordt's Community Healed My Heart, Brad D. Hickey

Pro Rege

No abstract provided.


Brooding Upon The Waters: A Memoir Of Farming, Fishing, And Failure In America's Lost Landscape (Book Review), Abby De Groot Sep 2026

Brooding Upon The Waters: A Memoir Of Farming, Fishing, And Failure In America's Lost Landscape (Book Review), Abby De Groot

Pro Rege

Reviewed Title: Brooding Upon the Waters: A Memoir of Farming, Fishing, and Failure in America's Lost Landscape by Howard Schaap. Slant Books, 2025. 238 pp. ISBN: 9781639822096.


Assessment Of Glycemic Control Among Patients With Type 2 Diabetes Mellitus Attending A Tertiary Diabetes And Endocrinology Center In Sulaymania City/ Iraq, Lina Ali Al-Khafaji, Bahjat Abdulridha Alsaeedy Sep 2026

Assessment Of Glycemic Control Among Patients With Type 2 Diabetes Mellitus Attending A Tertiary Diabetes And Endocrinology Center In Sulaymania City/ Iraq, Lina Ali Al-Khafaji, Bahjat Abdulridha Alsaeedy

Muthanna Medical Journal

Introduction: The sociodemographic and clinical factors play a role in type 2 Diabetes Mellitus (T2DM) glycemic control.
Objectives: To assess glycemic control among T2DM patients and its association with sociodemographic and clinical factors.
Materials and methods: A prospective observational study of 210 patients with T2DM at a tertiary diabetes and endocrinology center in Sulaymania city/ Iraq, from April to November 2024. The study involved sociodemographic data, body mass index, blood pressure, and blood tests for HbA1c, fasting blood sugar, total cholesterol, LDL, HDL, triglycerides, blood urea and creatinine. The performed HbA1c tests were compared with baseline results to identify differences, …


Molecular Detection Of Staphylococcus Aureus: A Performance Comparison Of Colony Pcr And Conventional Pcr Targeting The Icab Gene, Farah Badri Abed, Shahrazad Hazim Muhi, Sahar Mustafa Ibrahim, Riyam Alaa Mohammed Sep 2026

Molecular Detection Of Staphylococcus Aureus: A Performance Comparison Of Colony Pcr And Conventional Pcr Targeting The Icab Gene, Farah Badri Abed, Shahrazad Hazim Muhi, Sahar Mustafa Ibrahim, Riyam Alaa Mohammed

Muthanna Medical Journal

Background: Staphylococcus aureus is an important nursing disease that requires a prompt and effective diagnosis to implement a strategy to curb its transmission and spread. Although the gold standard is the conventional PCR using column-purified genomic DNA, Colony PCR with crude cell lysates saves a lot of time and cost of the test and its performance features have not been well established.
Objectives: This paper will compare Colony PCR (boiling method) and Conventional PCR (ABIOpuretm kit extraction) to amplify icaB gene (141 bp), which is a major determinant of biofilm formation in S. aureus and then assess their application with …


Parental Involvement In An Indonesian Islamic Kindergarten: An Instrumental Case Study Of Mothers’ Voices, Somariah Fitriani, Yessy Yanita Sari, Irdalisa Irdalisa, Hamidah Mohamad Sep 2026

Parental Involvement In An Indonesian Islamic Kindergarten: An Instrumental Case Study Of Mothers’ Voices, Somariah Fitriani, Yessy Yanita Sari, Irdalisa Irdalisa, Hamidah Mohamad

The Qualitative Report

Parental involvement plays a critical role in children’s cognitive, effective, and psychomotor development; however, limited research has explored mothers’ perceptions of parenting and practices of parental involvement and parenting styles. This instrumental case study employed semi-structured interviews with 23 mothers in an Indonesian Islamic kindergarten to explore their understandings, experiences, and beliefs regarding parental involvement. It also aims to identify different kinds of parenting styles. The study revealed three themes, indicating that parenting and parental involvement are understood as an educating process, an interaction process between parents and children, and a mechanism for supporting children’s development. The findings indicate that …


An Investigative Approach Leveraging Digital Twin Technology For A Cnc Machine, Anand Valiavalappil Aug 2026

An Investigative Approach Leveraging Digital Twin Technology For A Cnc Machine, Anand Valiavalappil

Yanbu Journal of Engineering and Science

Digital twin technology has emerged as an effective approach for improving the monitoring, validation, and optimization of Computer Numerical Control (CNC) machining operations. This study presents an investigative framework integrating Computer-Aided Design/Computer-Aided Manufacturing (CAD/CAM), Software-in-the-Loop (SIL), and Hardware-in-the-Loop (HIL) methodologies for diagnosing and rectifying machining defects in CNC systems using the digital twin - virtual model (component and asset twins). Four machining experiments were conducted using Aluminum 6061-T6, Polytetrafluoroethylene (PTFE), Brass, and Stainless Steel (AISI 304) on an EMCO CNC machine integrated with Siemens 840D controls. The first two experiments, involving turning and drilling operations, are presented in detail; the …


Investigating How Personal Values Shape Tourism Experiences: A Case Study Of The Irish National Stud And Gardens, Amy Monahan, Ann T. Conway Aug 2026

Investigating How Personal Values Shape Tourism Experiences: A Case Study Of The Irish National Stud And Gardens, Amy Monahan, Ann T. Conway

International Journal of Tour Guiding and Visitor Attraction Research

This Paper explores the relationship between personal values and tourism experiences  that are  satisfying. A case study of the Irish National Stud and Gardens was undertaken in order to explore this concept. Interviews were conducted to investigate how qualities of the attraction appealed to the visitors’ personal values, thereby enhancing the overall visitor experience. A set of personal values were identified which were specific to the destination. The research demonstrated how an understanding of personal values can assist attractions with various aspects of their operations, with context specific recommendations provided at the end. This approach was taken was taken to …


Exploring The Backgrounds, Experiences, Motivations, And Development Of School-Based Wheelchair Sport Coaches, Deborah Shapiro, Scott Douglas, Jp Barfield, Laurie A. Malone Aug 2026

Exploring The Backgrounds, Experiences, Motivations, And Development Of School-Based Wheelchair Sport Coaches, Deborah Shapiro, Scott Douglas, Jp Barfield, Laurie A. Malone

Journal of Coach Development

Coaching in adapted sport is a complex and demanding practice that requires both specialized technical expertise and a deep understanding of disability. This study explored the motivations, backgrounds, and developmental pathways of interscholastic school-based wheelchair sport coaches. We examined how coaches are introduced to wheelchair sport coaching, their initial and ongoing development, and their perspectives on effective coaching and training practices. A total of 17 coaches (10 men, 7 women) with 1 to 17 years of experience in wheelchair sports coaching from 7 interscholastic wheelchair sports teams participated in one 60-minute mini focus group discussion and responded to a set …