Digital Commons Network^™

Investigation Of Endotracheal Tube Versus Laryngeal Mask Airway Emergence Times For Surgical Patients., Samir M Patel, Rayyan Bhutta, Michelle Pershing, John Dillis, John O Elliott, Matthias J Franzen

OhioHealth Research Institute Articles

During surgical procedures requiring general anesthesia, an airway device is often placed to allow for adequate ventilation of the patient. Most commonly, endotracheal tubes (ETTs) or laryngeal mask airways (LMAs) are placed by the anesthesia provider. The difference between these two methods of ventilation is based on the location; ETTs pass through the glottis into the trachea, whereas the LMA sits above the glottis. This difference in placement may lend benefit to LMAs over ETTs, one of which includes a faster removal of the airway device. That is, after the surgical procedure is completed, there is a period when the …

Engaging A Community-Academic Partnership To Implement Community-Driven Solutions, Abiola O. Keller, Lindsey St. Arnold Bell, Kristin Haglund

College of Nursing Faculty Research and Publications

Community engagement is a pivotal public health tool for addressing population health challenges and advancing health equity. Community–academic partnerships that use community-engaged approaches can prioritize community strengths and ensure that resources and interventions match local needs. In 2021–2022, a community-academic partnership, guided by the principles of community engagement, collaborated with residents of Milwaukee’s Near West Side (NWS) to identify strengths and assets and prioritize actions to improve health and quality of life. To inform the development of a planned community resource center, residents were invited for group concept mapping (GCM).

Utility Of Readily Available Sugammadex For Emergent Neuromuscular Blockade Reversal., Theodore Renner, Kevin Varner, Austin Shaffer, Elizabeth Johnson-Gray, Noah Le, Matthias Franzen

Surgery Articles

INTRODUCTION: Anesthesia providers are often called upon to assist with other providers during can't intubate, can't ventilate (CICV) scenarios. The current availability of doses of sugammadex sufficient to provide emergent reversal of neuromuscular blockade in an operating room environment requires visits to multiple operating rooms at our institution. The Anesthesiology Department at OhioHealth Doctors Hospital sought to evaluate the practicality of administering a rescue dose of sugammadex (16 mg/kg) in a CICV scenario. The current storage of sugammadex is six 200 mg vials maximum per operating room, which would provide insufficient dosing for emergent reversal dosing for most adult patients. …

Genetic Control Of Prickles In Tetraploid Blackberry, Carmen Johns, Alexander Silva, Thomas Mason Chizk, Lacy Nelson, John R. Clark, Rishi Aryal, H. Ashrafi, Ellen Thompson, Michael Hardigan, Margaret Worthington

Horticulture Faculty Publications and Presentations

Prickle-free blackberry (Rubus subgenus Rubus) canes are strongly preferred by growers due to food and worker safety concerns and damage to fruit from mechanical injury by prickles. This project was conducted to identify the genetic region responsible for prickle-free canes derived from the recessive "Merton Thornless" source in autotetraploid blackberry using a genome-wide association study, develop diagnostic Kompetitive Allele-Specific PCR markers for prickle-free canes, and determine the effects of allele dosage at the prickle-free locus on prickle density in 2 biparental populations. The prickle locus was located on chromosome Ra04 from 30.48 to 36.04 Mb in an extensive LD block, …

Facilitators And Barriers To Neurologist Referral Of Patients For Epilepsy Surgery Evaluation., Chloé E Hill, Daniel Hochster, Jessica E Baker, Alison L Herman, Nishad Shaheid, Susanna S O'Kula, Jack M Parent, Darin B Zahuranec, Lesli E Skolarus

Neuroscience Articles

OBJECTIVE: Epilepsy surgery offers a potential cure for drug-resistant epilepsy (DRE), yet surgery is underutilized. An estimated 5% of patients with DRE undergo long-term EEG monitoring (LTM) annually, the requisite first step of evaluation for surgical candidacy. Much of the variation in LTM referral may be attributable to individual neurologist practice rather than patient characteristics. We explored neurologist behaviors and practices in epilepsy surgery referral to guide future interventions to expand patient access to surgery.

METHODS: This qualitative interview study recruited neurologists who treated adults with epilepsy. Interviews were grounded in the Theoretical Domains Framework (TDF) of behavior change to …

Epidemiology Of Hip Dislocations In The United States From 1990 To 2019: A Temporal Study Using The Global Burden Of Disease Database., Ambrose Loc T Ngo, Gabrielle Dykhouse, Taylor J Manes, Phillip C Mckegg, Cameron J Sabet, Brett Barthman, Robert Golden

Trauma and Acute Care Articles

Introduction Hip dislocations are devastating injuries that require urgent intervention to minimize the development of severe complications. This study aimed to evaluate the epidemiology of hip dislocations in the United States (U.S.) from 1990 to 2019. Methods This study is a descriptive retrospective epidemiological study. The Global Burden of Disease (GBD) database was used to collect epidemiological data on hip dislocation in the U.S. from 1990 to 2019. Data included years lived with disability (YLDs), prevalence, and incidence rates per 100,000 people. Data were regionally stratified into Northeast, Midwest, South, and West by the U.S. Census definition. Bartlett's test was …

Evolution Of The Family Medicine Clerkship: A Cera Secondary Analysis., Bryce A Ringwald, David Banas, Allison Macerollo, Ericka Bruce, Matthew Farrell

Medical Education Articles

BACKGROUND AND OBJECTIVES: The family medicine clerkship has been found to influence medical students' decision-making regarding specialty choice. Understanding how the family medicine clerkship has changed over the past decade may assist in recruitment efforts. Our study explored trends in family medicine clerkship design, length, and format and correlated these characteristics with high proportions of medical school graduates choosing family medicine.

METHODS: We performed a secondary analysis of the Council of Academic Family Medicine Educational Research Alliance annual family medicine clerkship director surveys from 2012 to 2023. We analyzed standard family medicine clerkship structure questions that were asked in each …

Alterations In Gut Microbiome Composition And Increased Inflammatory Markers In Post-Covid-19 Individuals, Tatiana Barichello, Bruno Kluwe-Schiavon, Laura A Borba, Lucas C Pedro, Flávia S Niero, Laísa N Dos Santos, Letícia M Leonardo, Zuleide M Ignácio, Rodrigo Morales, Luciane B Ceretta, Gislaine Z Reus

Faculty, Staff and Student Publications

Dysfunctions in the immune system and alterations in the microbiome composition following SARS-CoV-2 infection contribute to persistent neurological issues observed in long COVID-19 survivors. We hypothesize that alterations in the gut microbiome composition and peripheral inflammatory profile following COVID-19 may play pivotal roles in behavior changes among individuals experiencing long-term illness. This cross-sectional study included a sample of post-COVID-19 and non-COVID-19 subjects. We assessed the presence of psychiatric conditions utilizing standardized diagnostic criteria, Hamilton Rating Scale for Anxiety (HAM-A), Hamilton Rating Scale for Depression (HAM-D), Biological Rhythms in Neuropsychiatry Assessment Interview (BRIAN), and Functional Assessment Short Test (FAST). Plasma samples …

Exploring Potential Ethnic Bias Among Mmpi-3 Scales In Assessing Personality Psychopathology, Nicole Shumaker, Tessa Long, Andy Torres, Alfonso Mercado, Ryan J Marek, Jaime L Anderson

Faculty, Staff and Student Publications

This study examined statistical bias in the measurement of personality psychopathology in the Latinx population using the Minnesota Multiphasic Personality Inventory-3 (MMPI-3). Data were extracted from two studies that yielded a composite data set of 103 White individuals and 250 Latinx individuals. All participants were administered the MMPI-2-Restructured Form-Extended Battery (MMPI-2-RF-EX) or MMPI-3 and the Personality Inventory for the DSM-5 Short Form (PID-5-SF). First, we conducted correlation analyses between theoretically overlapping scales of the PID-5-SF and the MMPI-3 among White and Latinx individuals. The majority of theoretically associated scales were found to be at least moderately associated in the …

Ai-Powered Education: A Cross-Country Exploration Of Ai Literacy Among Hospitality And Tourism Educators, Anderson Ngelambong, Siao Fui Wong, Silverina Kibat, Nur'hidayah Che Ahmat, Noel Scott

Research outputs 2022 to 2026

While there is a growing acknowledgement of the importance of AI literacy in educational settings, there is a notable scarcity of specific studies focusing on the AI literacy levels of hospitality and tourism educators in the Asian region. Notably, this study explores the AI literacy levels and integration of AI technologies among hospitality and tourism educators. We interviewed 25 educators from Malaysia and China using a cross-country qualitative study approach to evaluate their mastery of AI tools, their integration of AI into their teaching, and their challenges. The results revealed notable differences in AI literacy between the two groups, with …

Supporting Student Success In Engineering By Promoting The Participation Of Underrepresented Minorities In Research Venues, Eleazar Marquez, Hiram Moya, Anil K. Srivastava

Mechanical Engineering Faculty Publications

In this study, the recruitment model termed IBIEE (Identify, Build, Integrate, Evaluate, Extend) was implemented to attract, advance, and advocate the participation of underrepresented engineering students to a research collaboration effort between The University of Texas Rio Grande Valley (UTRGV) and a National Laboratory. The purpose of the partnership between these two entities is meet the following goals: a) find innovative manufacturing techniques for weapons development, and b) prepare UTRGV students to conduct internships and be employed with the National Laboratory. Similarly, the internal aim of UTRGV is to 1) support student success in engineering by promoting the participation of …

Board # 273: Nsf Iuse Hsi Implementation And Evaluation Project: The Freshman Year Innovator Experience (Fyie): Bridging The Urm Gap In Stem., Noe Vargas Hernandez, Javier A. Ortega, Arturo A. Fuentes, Eleazar Marquez, Ming-Tsan Lu

Mechanical Engineering Faculty Publications

The University of X's Freshman Year Innovator Experience (FYIE) program, hosted at a Minority Serving Institution (MSI), seeks to improve the first-year experience for new students by nurturing essential academic success skills. Specifically tailored to freshman mechanical engineering students, the program aims to equip them with self-transformation skills to navigate through the amplified academic and professional obstacles brought about by the COVID-19 pandemic. Participants of FYIE engage in two concurrent courses: Introduction to Engineering (Course A) and Learning Frameworks (Course B). In Course A, students undertake a 6-week engineering design project, while in Course B, they work on a 6-week …

From Strategy To Setback?: How A New Teaching Method Affected Exam Outcomes In An Engineering Course, Eleazar Marquez, Samuel Garcia Jr.

Mechanical Engineering Faculty Publications

Research indicates that student learning, engagement, and success in engineering education is highly attributed to the classroom environment and incorporating visual supplements to enhance the physical understanding of fundamental concepts. Despite the implementation and success of numerous pedagogical strategies in these domains, many universities across the country continue to struggle with retention rates, both at the institutional level and the college of engineering. To address such academic challenges and promote student success in engineering education, the authors in this study attempted an alternative pedagogical scheme in a Rigid Body Dynamics course taught at a Hispanic-serving institution (HIS) in the 2023 …

Nsf Eec: Establishing Utrgv’S Center For Broadening Participation In Engineering: Engage, Educate, Enrich, Ala Qubbaj, Laura Benitez, Noe Vargas Hernandez, Constantine Tarawneh, Arturo A. Fuentes, Nazmul Islam, Edna Orozco-Leonhardt, Thuy Vu, Angela M. Chapman

Mechanical Engineering Faculty Publications

Hispanics are one of the fastest growing populations in the US, yet they are underrepresented in engineering. University of Texas Rio Grande Valley (UTRGV), a major Hispanic Serving Institution (HSI) with a student population over 95% Hispanic, is well-positioned to address this disparity. UTRGV established a Center for Broadening Participation in Engineering: Engage, Educate, Enrich (CBPE-E3) to enhance Hispanic participation in engineering from early awareness through professional employment. The CBPE -E3 aims to increase enrollment, retention, and advancement rates of Hispanic students in higher education engineering, especially Latinas facing intersectional barriers of race and gender. The CBPE -E3 envisions becoming …

Differential Gene Expression Study In Whole Blood Identifies Candidate Genes For Psychosis In African American Individuals, Emma M. Knowles, Juan M. Peralta, A. L. Rodrigue, Samuel R. Mathias, Josephine Mollon, Ana C. Leandro, Joanne E. Curran, John Blangero, David C. Glahn

School of Medicine Publications

Genome-wide association has identified regions of the genome that mediate risk for psychosis. It is possible that variants in these regions confer risk by altering gene expression. This work has predominantly been conducted in individuals of European descent and has focused narrowly on schizophrenia rather than psychosis as a syndrome. In the present study we investigated alterations in gene expression in African American individuals with a range of psychotic diagnoses to increase understanding of the etiology in an underserved population. We performed RNA-seq in whole bloody to survey the transcriptome in 126 patients with a psychosis-spectrum disorder and 217 healthy …

Predictors Of Nursing Students' Stress, Anxiety, And Depression During The Covid-19 Pandemic In A Hispanic-Serving University In South Texas: A Cross-Sectional Study, Maria I. Diaz, Eleftherios Gkioulekas, Nancy Nadeau

School of Mathematical & Statistical Sciences Faculty Publications

Background: In nursing education, there have been several studies on the impact of the COVID-19 pandemic on the ability of nursing students to cope while in nursing school.

Purpose statement: The goal of this study is to assess undergraduate nursing students' support mechanisms as predictors of stress, anxiety, and depression during the COVID-19 pandemic within a Hispanic-serving institution in South Texas.

Methods: Across-sectional design was used in this study. An online survey using self-reported questionnaires was used to gather data from an undergraduate nursing student cohort during the Fall 2021 semester. Linear regression was used to identify the predictors of …

Genetic Analysis Of Psychosis Biotypes: Shared Ancestry-Adjusted Polygenic Risk And Unique Genomic Associations, Cuihua Xia, Ney Alliey Rodriguez, Carol A. Tamminga, Matcheri S. Keshavan, Godfrey Pearlson

School of Medicine Publications

The Bipolar-Schizophrenia Network for Intermediate Phenotypes (B-SNIP) created psychosis Biotypes based on neurobiological measurements in a multi-ancestry sample. These Biotypes cut across DSM diagnoses of schizophrenia, schizoaffective disorder, and bipolar disorder with psychosis. Two recently developed post hoc ancestry adjustment methods of Polygenic Risk Scores (PRSs) generate Ancestry-Adjusted PRSs (AAPRSs), which allow for PRS analysis of multi-ancestry samples. Applied to schizophrenia PRS, we found the Khera AAPRS method to show superior portability and comparable prediction accuracy as compared with the Ge method. The three Biotypes of psychosis disorders had similar AAPRSs across ancestries. In genomic analysis of Biotypes, 12 genes, …

Impact Of Tyrosine Kinase Inhibitors On Thyroid Function In Chronic Myeloid Leukemia: A Systematic Review, Nana Sardarova, Tirath Patel, Tahani M. Abugoukh, Daniel Kim, Samad Yousuf, Mohammed Hammoude

Student Publications

Tyrosine kinase inhibitors (TKIs) have significantly improved outcomes in chronic myeloid leukemia (CML), shifting it from a fatal to a manageable chronic condition. Despite their clinical benefits, TKIs have been increasingly associated with endocrine-related adverse effects, most notably thyroid dysfunction. This systematic review explores the prevalence, clinical features, underlying mechanisms, and prognostic implications of TKI-induced thyroid abnormalities in CML patients. Following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) 2020 guidelines, a comprehensive literature search was conducted across four databases, namely, PubMed, Excerpta Medica database (Embase), ClinicalKey, and Google Scholar, yielding 4,803 records. After applying inclusion and exclusion criteria …

Medial Plantar Artery Dominance Of The Plantar Arterial Arch: A Unique Anastomosis With Clinical Implications, Jessica L. Morehouse, Bryan G. Beutel

Student Publications

Introduction: Forefoot structures are vascularized through the deep plantar arch, an anastomotic network classically described between the deep branch of the lateral plantar artery (dLPA) and the deep plantar artery (DPA). While it supplies the medial aspect of the plantar foot, the medial plantar artery (MPA) is not described as providing a vascular contribution to the deep plantar arterial arch.

Case Report: During routine cadaveric dissection of bilateral lower extremities in a 96-year-old Caucasian male, a unique anomaly was noted within the deep plantar arterial arch. The superficial branch of the medial plantar artery (sMPA) was found to course laterally …

Enthusiastically ‘Muddling Through’: Business School Lecturer Interpretations Of The Impact Of Generative Ai On Their Pedagogic Practices, Arthur Kearney, Emer Emily Neenan

Irish Journal of Academic Practice

An emerging research stream in the domain of the impact of generative artificial intelligence (GenAI) on Higher Education, investigates how pedagogy is responding. Focusing on the interpretations of Business School lecturers of how GenAI is impacting on pedagogic practices, the present study proposes a conceptual framework. In depth interviews with four senior business school lecturers were analysed thematically. Findings support the potential for the emergence of novel pedagogic practices in response to GenAI, manifest as: Guiding; co-creation; personalising and challenging. Yet the complexity of the pedagogic environment leads to lecturer de-centring, resulting in pedagogic practices which are tentative in nature. …

On The Sensitivity Of Short Design Waves For Semi-Submersible Wind Platforms, S.A. Brown, T. Tosdevin, M. Hann, D.M. Greaves

School of Engineering, Computing and Mathematics

Determining ultimate loads and platform motions is essential for both survivability and cost-effectiveness in the development of floating offshore wind. Current design standards utilise time-consuming methodologies that rely on irregular sea state simulations to determine design loads. Design waves offer the potential to accelerate the design process through the simulation of shorter wave profiles that specifically target extreme responses. However, it is not well understood how reliable design waves are for floating devices. Using a mid-fidelity numerical tool, this paper explores the characteristic loads produced by four design wave methods for a semi-submersible floating wind device over a wide range …

Analytical Modelling Of Chloride Diffusion In Circular Section Concrete Columns With Binding Effects, Zaiwei Li, Long Yuan Li

School of Engineering, Computing and Mathematics

– Reinforced concrete structures in marine environments face significant durability challenges due to chloride-induced corrosion of the steel reinforcement. Understanding and modelling chloride ingress are critical for the prediction of the service life of these structures. This study presents an analytical model for chloride diffusion in circular section concrete columns, addressing a critical gap in existing research by incorporating the effects of chloride binding. The model employs a bilinear chloride binding isotherm to derive an analytical solution in cylindrical coordinates, which captures the nonlinear interaction between free and bound chlorides. Validation is performed by comparing the model's predictions with numerical …

Ccp-Wsi Blind Test Series 5: Numerical Investigation Of Isothermal Sloshing In A Circular Tank Using Openfoam, Scott Brown, Vivek Francis, Stuart Colville, Deborah Greaves, Ignacio Pregnan Johanessen

School of Engineering, Computing and Mathematics

Sloshing dynamics in partially filled tanks is a critical concern across various engineering disciplines, including maritime, aerospace, automotive, and industrial applications. This work concerns a series of sloshing test cases using computational fluid dynamics and represents an individual contribution to the CCP-WSI Blind Test Series 5, in which the submitted results are compared against both physical and alternative numerical solutions. Free surface and centre of gravity measurements are presented and the sensitivity to crucial numerical techniques such as turbulence modelling are assessed. Results suggest that capturing the onset of excitation is particularly sensitive to the choice of turbulence model and …

Developing Human-Autonomy Teaming Strategies For Maritime Cyber Security Resilience In Uncrewed Autonomous And Remote Surface Vessel Operations, Juan Palbar Misas, Kimberly Tam, Kevin Jones

School of Engineering, Computing and Mathematics

The development of new technologies and digital capabilities for Uncrewed Autonomous and Remote Surface Vessel Operations (UARSVO) is driven by various industry stakeholders. This evolution impacts the maritime industry's human role, transforming from Human-Autonomy Hybrid (HAH) to Human-Autonomy Teaming (HAT). Human-Autonomy Collaboration (HAC) is vital for maritime safety, security, and sustainability, particularly in light of increasing cyber incidents in remote operations, which necessitates greater cyber resilience due to technology at sea and ashore. This paper aims to provide a holistic socio-technical approach to investigate and present an overview of the current state-of-the-art research, focusing on the human perspective in maritime …

The Density Of Virgin, Consumer And Environmental Plastics: An Investigation Using Gas Displacement Pycnometry, Andrew Turner, Katie Jones, Montserrat Filella

School of Geography, Earth and Environmental Sciences

Density is a fundamental property of plastics and is particularly significant in determining the transport and fate of waste plastics that enter aquatic systems. However, densities are rarely determined in the environmental literature and values employed for modelling or impacts are often unsourced or derived from secondary databases. In this study, we employ helium displacement pycnometry to determine the skeletal densities of non-porous plastics whose polymer composition had been established from manufacturer's data, resin codes or Fourier transform infrared spectrometry. Two independent, collaborative laboratories, providing measurements within 3.5 % of each other and with precisions of <1 % (as relative standard deviation), analysed a total of 42 virgin, consumer and environmental plastics consisting of ten common polymer types. Measured densities of plastics in all categories, and most notably for polybutylene terephthalate, polyethylene terephthalate, polypropylene and polyvinyl chloride, were often outside the ranges reported by a comprehensive online resource. Possible reasons for discrepancies include the occurrence of dense additives (evaluated by X-ray fluorescence analysis), the presence of inaccessible microscopic pores below a laminated surface, contamination of the main polymer by a secondary one, and structural changes on weathering. Regardless of precise causes, most results suggest that individual polymers have a broader range of densities than is generally published or considered in the literature. Accordingly, and in particular where buoyancy is critical, more precise, sample-specific measurements are recommended.

Effects Of Vertical Reinforcement On The Shear Performance Of Uhpc Deep Beams With Synthetic And Steel Fibres, Hossein Mirzaaghabeik, Sanjay Kumar Shukla, Nuha S. Mashaan

Research outputs 2022 to 2026

This study examines the shear behaviour of ultra-high-performance concrete deep beams (UHPC-DBs) reinforced with three fibre types: 2 % hooked-end (HE) steel fibres, 0.76 % 5D steel fibres, and 0.11 % Forta-Ferro (FF) synthetic fibres. It evaluates the effects of fibre type, fibre content, vertical web reinforcement (ρsv), and shear span-to-depth ratio (λ) on shear capacity. Load-deflection curves, crack patterns, and ρsv strain were analysed, and the optimal ρsv was determined using the particle swarm optimization (PSO) algorithm to maximise shear capacity while minimising costs. Findings reveal that, compared to specimens without ρsv, those with ρsv = 0.38 % exhibit …

Handling Socio-Institutional Traps–Inertia Towards Australia’S Resilient International Development Aid Programs In The Solomon Islands, Mark Opoku Amankwa, Kwadwo Adusei-Asante, Alina Novak

Research outputs 2022 to 2026

This study critically examines how donor’s aid delivery approach, entrenched socio-institutional dynamics, and the Solomon Islands’ complex political economy create persistent barriers to Australia’s aid programming. Through a desktop research approach, institutional trap–inertia theory is applied to analyze how Australia’s aid efforts and political structures perpetuate aid inertia. The study critiques both Australia’s aid delivery approach and the internal governance challenges in a cohesive society of the SI, highlighting their intertwined roles in impeding Australia’s aid programming. The article proffers context-driven, locally adaptive strategies aimed at overcoming institutional traps and fostering more resilient and effective aid interventions.

Building Services Engineering May/June 2025

Building Services Engineering

No abstract provided.

Moditector: Module-Directed Testing For Autonomous Driving Systems, Renzhi Wang, Mingfei Cheng, Xiaofei Xie, Yuan Zhou, Lei Ma

Research Collection School Of Computing and Information Systems

Testing Autonomous Driving Systems (ADSs) is crucial for ensuring their safety, reliability, and performance. Despite numerous testing methods available that can generate diverse and challenging scenarios to uncover potential vulnerabilities, these methods often treat ADS as a black-box, primarily focusing on identifying system-level failures like collisions or near-misses without pinpointing the specific modules responsible for these failures. This lack of root causes understanding for the failures hinders effective debugging and subsequent system repair. Furthermore, current approaches often fall short in generating violations that adequately test the individual modules of an ADS from a system-level perspective, such as perception, prediction, planning, …

Demystifying Memorization In Llm-Based Program Repair Via A General Hypothesis Testing Framework, Jiaolong Kong, Xiaofei Xie, Shangqing Liu

Research Collection School Of Computing and Information Systems

Large Language Models (LLMs) have achieved remarkable success in various applications, particularly in code-related tasks such as code generation and program repair, setting new performance benchmarks. However, the extensive use of large training corpora raises concerns about whether these achievements stem from genuine understanding or mere memorization of training data—a question often overlooked in current research. This paper aims to study the memorization issue within LLM-based program repair by investigating whether the correct patches generated by LLMs are the result of memorization. The key challenge lies in the absence of ground truth for confirming memorization, leading to various ad-hoc methods …