Digital Commons Network^™

Machine Learning-Based Prediction Of Proximal Junctional Pathology After Adult Spinal Deformity Surgery: A Systematic Review And Diagnostic Test Accuracy Meta-Analysis, Shaan Patel, Shiva A. Nischal, Yi Hein Chai, Kush M. Kale, Kevin Hines, Joshua Pelta-Heller, Jack Jallo, James S. Harrop, Srinivas K. Prasad

Department of Neurosurgery Faculty Papers

BACKGROUND: Proximal junctional kyphosis (PJK) and failure (PJF) remain challenging and incompletely predictable adverse event following adult spinal deformity (ASD) surgery. Machine learning (ML) models have been proposed to improve risk stratification, but performance varies and clinical applicability remains uncertain. A systematic review and diagnostic test accuracy meta-analysis was performed to synthesize the predictive performance of ML-based models for proximal junctional pathology after ASD surgery.

METHODS: PubMed, Embase, and CENTRAL were searched from inception to February 2026. Studies developing or validating ML models predicting PJK or PJF following ASD surgery were included. Diagnostic performance was synthesized using random-effects models, pooling …

From Demolition To Digital: Using Virtual Reality To Interpret Hamilton House, Hannah R. Miller

Graduate Final Projects

This master’s project investigates the potential of digital reconstruction as a tool for documenting and interpreting demolished historic resources, using Hamilton House as a case study. Employing a mixed-methods approach, the research integrates archival analysis with digital modeling to recreate the spatial context of the house. By grounding the digital model in historical evidence, this study examines how virtual reconstruction can be used to interpret social relationships, patterns of use, and lived experiences that are not fully captured through traditional means of documentation. This project also considers the interpretive implications of reconstructing using fragmentary historical data, addressing the possibilities and …

Clue In The Roman Style House: A Twist On The Classic Board Game Featuring A Fusion Of Ancient And Modern Roman Influences, Madelyn Junk

Honors Projects

Throughout time, games have been used to convey how society functions. They hint at societal structure, behavioral patterns, and roles of community members. Specifically, board games are excellent ways to teach players about attention to detail and how to synthesize information.

This unique and functional honors project finds its strength as a detail-oriented game that stresses the importance of critical thinking and deduction as it further rewards those skills through play and friendly competition. It combines art history, education, and graphic design disciplines to result in a creative output alongside a research paper. Its final product is a playable game …

Exploring The Skills Gap And Implications Of Science Technology Engineering And Mathematics Graduates And Professional Laboratory Staff, Indrajee Wewaliyadda

Dissertations, Theses, and Projects

The noticeable expansion of the biotech and research industries, fueled by increased funding due to the 2019 pandemic (Wallace et al., 2022), which increased the existing skills gap among fresh STEM graduates entering professional laboratories. This study aims to evaluate whether bachelor’s degree holders in biological sciences possess the necessary laboratory competencies to meet professional demands. Utilizing survey methods and Kolb’s experiential learning model (Kolb, 1984), the research examines the extent and implications of the skill deficiencies observed. The study helps to understand the gap in practical laboratory skills among new graduates. Further, results from this work will show the …

Inconsistencies Emerge Between Regional And Local-Scale Water Security Metrics At Military Installations, Abigail Birnbaum, Michael L. Berg, Caitlin Grady, Daniel J. Weeks, Christopher M. Chini

Faculty Publications

Recent United States federal policy for military installations has emphasized the importance of developing a standardized approach for water security assessment to monitor changes in water resources and the ability for an installation to meet both its civilian and mission needs. For military installations in the United States, these assessments must consider demands both inside and outside the installation’s fence line, as regional resources are required to meet mission readiness. Focusing on physical water scarcity, this study compares four water security metrics with unique formulations and spatial resolutions, including an installation-scale metric and multiple regional metrics defined for either baseline …

Spartan Daily, May 7, 2026, San Jose State University, School Of Journalism And Mass Communications

Spartan Daily, 2026

Volume 166, Issue 43

Master Settlement And Acquisition Agreement (Msaa) Dan Master Refinancing And Note Issuance Agreement (Mrnia) Dalam Perspektif Hukum Perdata (Suatu Tinjauan Singkat), Ari Wahyudi Hertanto

Jurnal Hukum & Pembangunan

Abstract

Analisis Sistem Pemerintahan Dalam Uud Negara Republik Indonesia Tahun 1945 Pra Dan Pasca Perubahan, Serta Pelaksanaannya Dalam Praktek Ketatanegaraan, Fatmawati Fatmawati

Jurnal Hukum & Pembangunan

Abstract

A Novel Geospatial Tool For Assessing Risks And Opportunities For Conversion Of Ccr Closures Into Productive Solar Energy Generation Sites, Marc Theisen

World of Coal Ash Proceedings

Closure of Coal Combustion Residuals (CCR) surface impoundments and landfills offers unique opportunities for conversion to solar power sites with the potential to offset costs of post-closure care via generation of clean electricity. In 2023 the US Environmental Protection Agency (EPA) collaborated with the National Renewable Energy Laboratory (NREL) to create a report entitled “Coal Ash Disposal Sites and Opportunities for Solar Photovoltaic Development” (EPA Publication #540-S-23-004). The purpose of this document was to identify closed CCR units and provide key factors for their potential for solar photovoltaic (PV) development. In 2022, the EPA’s RE-Powering Initiative identified 772 current CCR …

The Modern Hydraulic Containment System: Using Automation, Telemetry And Data Dashboarding To Meet Client And Regulatory Objectives At A Coal Combustion Residual (Ccr) Site, Brian Hennings, Christopher Glidden, Vic Modeer, J. Austin Bond

World of Coal Ash Proceedings

The site, a former coal-fired power plant in southern Illinois, generated coal combustion residuals (CCR) such as bottom ash and fly ash stored in surface impoundments. Adjacent to the Ash Pond, boron was detected in groundwater above the state standard of 2 mg/L. In late 2025, a groundwater extraction system was installed to control hydraulic conditions and prevent boron migration offsite until source control measures are completed. The system is expected to operate for up to 11 years. Three-dimensional groundwater modelling was used to support system design, helping to identify optimal well locations and flow rates for effective containment. Components, …

Strategic Workforce Solutions In The Coal Ash Industry, Stuart Keeter

World of Coal Ash Proceedings

The coal ash industry stands at a pivotal moment, shaped by legacy environmental events, evolving engineering standards, and a rapidly shifting workforce landscape. This session explores the strategic talent challenges facing consultants, civil engineering firms, and utilities in 2026 and beyond. Drawing from data sources including MRI, LaborIQ, AGC, and the U.S. Bureau of Labor Statistics, the presentation highlights: • The impact of historic coal ash incidents (TVA Kingston, Duke Dan River) on industry best practices. • The convergence of civil, environmental, and power sectors in driving remediation and innovation. • Alarming workforce trends, including the retirement of 12,000 professionals …

Establishing A Roadmap For The Planning, Design, And Construction Of A Water Treatment System For A Ccr Unit Closure, Mariah Schroeder, Matthew Balance

World of Coal Ash Proceedings

The treatment of water from a CCR unit is an important step in the closure strategy for surface impoundments to comply with 40 CFR §257.102(d)(2)(i) of the CCR rule. The unwatering and dewatering of a surface impoundment is a necessary first step in ensuring that the eventual closure of the unit will meet the requirements for closure in place described in 40 CFR §257.102(d). Depending on the operational conditions and requirements of the plant, the NDPES discharge limits, and the impacted water quality, the water treatment system needs can vary greatly. This presentation will outline a roadmap for assessment, evaluation, …

Establishing Sustainable Vegetation On A Challenging Legacy Ccr Site, Derek Oosterhouse, Blake Arthur

World of Coal Ash Proceedings

American Electric Power (AEP) is closing and restoring a legacy Coal Combustion Residuals (CCR) site in Ohio that once held a power plant that pioneered innovative steam generation technology. The plant was closed in 1975. Today, the legacy CCR site is being transformed back to natural, sustainable vegetation. To comply with and close the Stormwater Pollution Prevention Plan (SWPPP) permit, permanent stabilization is required on the site. AEP, one of the largest electric companies in the country, holds a core principle to respect the environment through creative sustainable solutions. AEP connected with Profile Products, the world’s largest manufacturer and supplier …

Horizontal Wells For Ccr Applications – Results And Lessons Learned, David Bardsley

World of Coal Ash Proceedings

No abstract provided.

Closure Of A Process Water Impoundment, Todd Stong, Shane Stockdill, Erin Hunter

World of Coal Ash Proceedings

Rainbow Energy Center’s (REC’s) Coal Creek Station manages process water in various engineered impoundments across the facility. As part of the ongoing life of the plant, one of the site process water ponds has been decommissioned to allow for construction of a new coal combustion residuals (CCR) impoundment within the same footprint. In order to transition from a non-CCR impoundment to construction of a CCR impoundment, the existing impoundment was closed and decommissioned in 2025. The composite-lined process water impoundment intended for closure previously operated from the early 1990s. To effectively close the impoundment, a closure verification plan was developed …

Future Strategies For Beneficial Use Harvesting, Gabe Lang, Patrick Kiser

World of Coal Ash Proceedings

TVA is the largest public power company in the U.S. and has historically operated a fleet of 12 coal-fired plants as part of their diverse generating portfolio. To date, eight of the coal plants have been retired and the remaining four plants are projected to shut down in the next couple of decades. The decommissioning of these plants is driving a transition to harvesting of ponded and landfilled CCR’s to continue to support ready-mix concrete and other industries that enable infrastructure development. However, the regional market demand limits the ability to initiate widespread harvesting activities during near-term CCR Unit closure …

An Australian Case - Harvesting And Processing Salt Water Sluiced Dam Coal Ash For Use In Conventional Concrete, Massimo Capasso

World of Coal Ash Proceedings

The Cement & Concrete sector account for 8% of the worlds emissions . "hard to abate" sector is the substitution out of highly emissive cement with very low emissive SCMs. (Industry by-products) In the region of South Australia , 100% of SCM's are imported at great cost, no sovereign "Australian Standard" sources are locally available. The focus of this study is on the local Pt.Augusta dam ash, a dam repository that remains since the station closure in 2016. The uniqueness of this study is that , like many unused dam repositories globally, seawater was used to sluice coal ash at …

Methods To Enhance Groundwater Remediation During Cbr And Mass Transfer Controls On Post-Closure Groundwater Cleanup At Ccr Impoundments, Sean Larkin, Jacob Chu, John Blue

World of Coal Ash Proceedings

Utilities are implementing closure‑by‑removal (CBR) of coal combustion residual (CCR) impoundments as part of corrective action programs to meet groundwater protection standards (GWPSs) and are evaluating closure strategies for Legacy Units. Although CBR and associated decanting and dewatering systems can substantially reduce source mass and improve groundwater quality, lingering “tail” concentrations in the aquifer are often observed after closure because groundwater remediation typically requires extended timeframes. These persistent concentrations may be compounded by secondary source zones beneath the former impoundment, where constituent mass stored in low‑permeability materials or immobile pore spaces is slowly released into the transmissive aquifer after CBR. …

Study Of Pv Panel Degradation Under Extreme Weathering Within Uae Climate Conditions, Maitha Abdulla Almheiri

Thesis/ Dissertation Defenses

The thesis studies monocrystalline and polycrystalline photovoltaic modules under desert operating conditions. The study uses long term outdoor exposure at the UAEU Falaj Hazza campus. Dust deposition, strong temperature variation, and high irradiance shape field performance at the site. The work sets three objectives. Track performance degradation over time. Identify dominant loss mechanisms. Define maintenance strategies supported by experimental data and field observations. The experimental plan uses two module groups. A reference group receives daily cleaning. A test group stays uncleaned across several weeks of exposure. A monitoring system records electrical outputs such as current, voltage, and power. The same …

Increase Drying Rate And Reduce Heavy Metals In Legacy Coal Ash Landfills With Biochar Addition, David Schmidt

World of Coal Ash Proceedings

A northern US power plant is preparing for the closure of 40-year-old coal ash and wet FGD (flue gas desulfurization) ponds per CFR 257.102. The pond’s contents must be dried before capping to allow heavy machinery to operate on the surface to spread the cover and liner materials. However, the high moisture content (55%) and the water holding capacity of the pond mixture, combined with a wet, cold climate, are preventing adequate drying to achieve the mandated closure dates. The US Forest Service funded this project to determine whether biochar made from waste wood can aid in ash pond remediation. …

Engineered Turf And Solar Renewable Performance On Ccr In Extreme Weather, Tate Niekamp, Bryan Scholl, Ming Zhu, Thomas Orzech

World of Coal Ash Proceedings

The engineered turf final closure system, ClosureTurf®, is installed on a 309-acre coal combustion residual (CCR) unit at the TVA Shawnee Fossil Plant in West Paducah, KY. Approximately 100 megawatts of the PowerCap® solar photovoltaic (PV) system is currently being deployed directly atop the engineered turf cover. An overview of the ClosureTurf® and PowerCap® systems are presented along with a comparison to traditional soil covers and conventional utility-scale solar arrays. From August 2023 through July 2025, onsite and local weather data stations reported over 20 storm events including severe thunderstorms, tornado outbreaks, winter storm systems, atmospheric rivers, and post-tropical cyclones. …

A Cost-Effective, Low-Impact Remedial Approach For Metals: Utilizing Phyto-Enhancement To Accelerate Ph Adjustment Of Shallow Groundwater, Jerry Wylie, Thomas Colton

World of Coal Ash Proceedings

SynTerra will present a unique, low-cost, low-impact approach to metals remediation in shallow groundwater at a former industrial site located in the Atlantic Coastal Plain. The approach employs pH adjustment of groundwater using agricultural lime coupled with the use of daikon radish to augment lime contact time and to increase depth of soil augmentation. This method is designed to be a more sustainable, less resource-intensive, and less technically challenging remedial alternative with lower estimated overall costs. The primary corrective action—source removal—has been completed. However, the oxidation of residual sulfide-bearing minerals has resulted in persistent low-pH groundwater, which increases the solubility …

From Ash Pond To Concrete: A Two-Step Treatment For Enhancing Reactivity Of Reclaimed Ashes, Aysan Farajnia

World of Coal Ash Proceedings

The closure of coal-fired power plants has led to a shortage of fly ash for concrete, increasing interest in alternative Supplementary Cementitious Materials (SCMs). Reclaimed or harvested fly ash represents a promising SCM, but often fails to meet ASTM specifications due to impurities, variable composition, and low reactivity. This study highlights a two-phase evaluation of harvested coal ash from a local ash pond in Illinois. The first phase characterized ashes from different depths and locations based on chemical composition and pozzolanic reactivity. The second phase focused on a novel two-step treatment consisting of magnetic separation and mechanical grinding. On average, …

Ccr Impoundment Closure: Encapsulation Design Using Closure Cap And Cutoff Wall, John Klamut, A. Edward Sciulli, Kevin Bortz

World of Coal Ash Proceedings

When closing a CCR Impoundment while leaving CCR in place, 40 CFR 257.102 requires minimizing post-closure infiltration of liquid into the CCR. This presentation will provide a description of a closure plan for a 16-acre impoundment in Indiana to accomplish this criteria. Key components of the closure plan which will be presented including consolidation of CCR into a smaller footprint due to questionable underlying clay layer identified in a portion of the impoundment and the design of a geosynthetic and soil cap system. A Soil-Cement-Bentonite (SCB) cutoff wall will be constructed to enclose the portion of the impoundment where CCR …

Narrative Power: Strengthening Coal Ash Communications In A Shifting Policy And Media Environment, Tamara Hinton

World of Coal Ash Proceedings

As coal ash management and beneficial use practices continue to advance and regulatory frameworks evolve, the industry still faces a persistent challenge: sharing its story clearly, credibly, and proactively to audiences beyond engineers and regulators. Public perception, media narratives, and stakeholder understanding increasingly influence policy decisions, project timelines, and market opportunities. This session focuses on how strategic communications can serve as a critical tool to support responsible coal ash management and beneficial use. This presentation explores how utilities and industry partners can move from reactive communications to a more deliberate, strategic approach that strengthens trust, mitigates risk, and reinforces the …

The Effect Of Closure In Place On Groundwater Performance Objectives, Dennis Connair, Jason Lach, Rachel Bosch

World of Coal Ash Proceedings

The effect of closure in place (CiP) of a coal combustion residual (CCR) surface impoundment on the achievement of groundwater remedial performance objectives is evidenced in groundwater monitoring data. The CCR unit is located over a major alluvial aquifer adjacent to a navigable river. The unit is separated from the aquifer by an unsaturated zone and the compliance monitoring wells are located at the unit boundary. Sluicing of CCR to the unit was ceased in early 2020 with dry placement of CCR from other units and CiP/installation of a composite cap substantially completed by the end of 2020. Groundwater corrective …

Innovations To Engineered Synthetic Turf Solutions For Ccr Units, Nicholas Golden, Gabe Lang, Bradford Cooley

World of Coal Ash Proceedings

The use of engineered synthetic turf cover systems (e.g. ClosureTurf®) and hydraulic revetment systems (e.g. HydroTurf®) has been increasing on CCR units across the US. In the past 15 years, these systems have been installed on more than 500 combined projects totaling over 5,000 acres. The extensive use of these systems has resulted in continued research and development to address challenging site conditions by improving performance, enhancing extreme event resilience, and reducing maintenance. This presentation will focus on three specific innovations that have been developed to address site specific challenges associated with CCR units. Specifically, two new innovative engineered synthetic …

Improving Economic And Environmental Outcomes Of Legacy Coal Ash Ponds, Grace Wilken

World of Coal Ash Proceedings

This project demonstrates a novel approach to utilize legacy coal ash waste ponds by processing the solids for use in cement/concrete and bioremediating the water fraction through algae cultivation. The algal biomass can then be used for animal feed, biofuels, or other valuable bio-products. There is an increasing demand for more environmentally friendly and cost-effective materials for concrete production, such as coal fly ash, yet a decreasing supply of ash as coal power plants are decommissioned in the transition to other energy sources. However, there are billions of tons of coal ash accumulated in legacy ash ponds across the US. …

High Ccp Utilisation In Road Repairs: Demonstration, Monitoring And Outcomes For State Road Authorities In Australia, Craig Heidrich, Jodi Milne, Ashnik Nanoo, Geoff Hines

World of Coal Ash Proceedings

The increasing demand for sustainable construction materials as well as decarbonising the power industry has driven research into alternative road and pavement construction methods. One such alternative, available in significant volumes, is coal combustion products (CCPs), which can reduce environmental impact and preserve natural resources while maintaining or improving performance characteristics. This paper presents the outcomes of a multi-year, full-scale road repair trial at Stanwell Power Station, approximately 30 km southwest of Rockhampton in Queensland. The trial was designed to rigorously assess the performance of experimental flexible and rigid pavements, containing significant amounts of CCPs in various structural layers, against …

Integrated Groundwater Flow And Transport Modeling For Coal Combustion Residual (Ccr) Sites: From Closure Permitting To Corrective Action, Brian Hennings, Pejman Rasouli, Vic Modeer, Rhys Fuller

World of Coal Ash Proceedings

This session describes a coordinated multi-year effort to assess and manage groundwater quality at five CCR impoundments. The objectives were to (i) develop site-specific hydrogeologic and geochemical conceptual models; (ii) quantify groundwater flow and constituent transport under baseline and post-closure conditions; and (iii) design and evaluate corrective action strategies that achieve regulatory compliance and provide a defensible framework for long-term monitoring and management. The program highlights a phased approach aligned with regulatory requirements, progressing from closure construction to corrective action planning for detected exceedances. Comprehensive hydrogeologic datasets including borehole lithology, hydraulic testing, CCR source water characterization, and groundwater monitoring were …