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Full-Text Articles in Speech Pathology and Audiology

Speech-Language Pathologists' Experiences Diagnosing Swallowing Disorders, Katelyn Baxter May 2024

Speech-Language Pathologists' Experiences Diagnosing Swallowing Disorders, Katelyn Baxter

Honors Theses

This study explores the factors that inform a Speech-Language Pathologist’s (SLP’s) process for diagnosing dysphagia (disordered swallowing) and seeks to determine what barriers they perceive to performing their standard of care. To achieve a qualitative data set, 10 SLPs were interviewed using a semi-structured format and their responses were analyzed using Reflexive Thematic Analysis to produce four themes. Theme one gave insight into the SLPs prerogative to provide patient-centered care. Theme two expounded upon this, emphasizing how the SLPs treat dysphagia as part of a collection of disorders, and not in isolation. Theme three explained a lack of understanding as …


The Implementation Of Music Within Communication Intervention And Its Effect On Communication Development, Rebecca Dunn May 2024

The Implementation Of Music Within Communication Intervention And Its Effect On Communication Development, Rebecca Dunn

Honors Theses

The purpose of this study was to evaluate how and under what circumstances licensed speech-language pathologists incorporate music within communication intervention and to better understand perceptions towards the incorporation of music within speech or language therapy. A survey was developed based on the review of related literature and then entered on the Qualtricsã server for data collection and analysis. Once IRB approval was secured, the survey was then disseminated via a Facebook group for licensed speech-language pathologists. The author used Qualtricsã to collect and analyze the data, which was then used to determine when and how music was …


Understanding Practitioner’S Perceptions Of Speech And Language Therapy Services In The Juvenile Justice System, Julia Buendgen May 2024

Understanding Practitioner’S Perceptions Of Speech And Language Therapy Services In The Juvenile Justice System, Julia Buendgen

Dissertations, Theses, and Projects

The purpose of this study was to gain more understanding of how individuals who work with the juvenile justice population understand language disorders and the scope of speech and language therapy services. In addition, this study explored potential supports for individuals working in this setting. This study consisted of twenty participants working in the juvenile justice system who completed a survey tool that was designed by the researcher to describe the participant's perceptions of speech-language pathology, current procedures, reported challenges, and potential areas in need of support. Participant knowledge of the scope of speech-language pathology varied among participants. The highest …


Efficacy Of Communication Interventions For Amyotrophic Lateral Sclerosis, Gracie Rhea Rightnowar May 2024

Efficacy Of Communication Interventions For Amyotrophic Lateral Sclerosis, Gracie Rhea Rightnowar

Honors College Theses

The purpose of this literature review is to analyze the efficacy of various communication interventions for individuals with amyotrophic lateral sclerosis (ALS). The implications of disease presentation and progression are discussed. This research seeks to determine the role of a speech language pathologist in the treatment of an individual with this progressive neurological disease. Various interventions are considered. Methods of service consist primarily of compensatory strategies intended to prolong communication abilities beyond that which requires speech motor capabilities. This research seeks to better understand the associated factors with each treatment plan on the individual’s functionality and quality of life.


The Role Of The Speech-Language Pathologist With Survivors Of Traumatic Brain Injury From Intimate Partner Violence And Providers’ Knowledge Of This Role, Nicolle Mcadams May 2024

The Role Of The Speech-Language Pathologist With Survivors Of Traumatic Brain Injury From Intimate Partner Violence And Providers’ Knowledge Of This Role, Nicolle Mcadams

Electronic Theses and Dissertations

Intimate partner violence occurs globally at alarming rates. Many experience adverse health impacts such as traumatic brain injury. Healthcare providers do not know the role of the speech-language pathologist, or the rehabilitation needs of survivors.

Aims: This scoping review aims to identify speech-language pathology services for survivors of intimate partner violence with a resulting traumatic brain injury, and knowledge of healthcare providers on the rehabilitation needs of this population. A search was completed in May to October 2023, resulting in a total of 13 articles reviewed.

Main contributions: Speech-language pathologists lack knowledge to provide services to intimate partner violence survivors …


Supplemental High-Tech Augmentative And Alternative Communication Experiences: A Study On Graduate Student Self-Efficacy, Confidence, And Knowledge With Pre-Service Training, Emily Sikes May 2024

Supplemental High-Tech Augmentative And Alternative Communication Experiences: A Study On Graduate Student Self-Efficacy, Confidence, And Knowledge With Pre-Service Training, Emily Sikes

Master's Theses

Providing assessment and intervention with high-tech augmentative and alternative communication is within the scope of practice of American Speech-Language Pathologists (SLPS). Therefore, SLPs should be able to properly identify and implement assessment, intervention, and caregiver coaching strategies in this area of practice. Due to the lack of confidence ratings of current SLPs in providing assessment and intervention in AAC that is found in current research, this study was designed to find plausible solutions for which confidence ratings can be increased beginning at the graduate level of a Speech-Pathology Master’s program. The researchers sought to answer the following questions: “Do students …


How Speech-Language Pathologists Account For Self-Determination Across The Progression Of Dementia, Emilee Mcgahee May 2024

How Speech-Language Pathologists Account For Self-Determination Across The Progression Of Dementia, Emilee Mcgahee

Master's Theses

Dementia diagnoses are continuing to increase, with the number of diagnoses expected to reach 231 million globally by 2050 (World Alzheimer’s Report, 2019). With this comes a greater need for Speech-Language Pathologists (SLPs) who are able to best treat those who are diagnosed. Providing person-centered and strengths-based treatment approaches for people with dementia (PWD) has been proven to increase positive engagement responses while decreasing negative engagement responses (Skrainer et al., 2007). The primary objective of this research study was to assess treatment approaches used by SLPs in dementia care setting, along with how SLPs provide person-centered dementia treatment throughout the …


Gestalt Language Processing In Accredited Communication Sciences And Disorders Programs, William Harris May 2024

Gestalt Language Processing In Accredited Communication Sciences And Disorders Programs, William Harris

Master's Theses

The language development and usage of autistic individuals has become a controversial topic in many of the disciplines and professions providing support to these individuals. As a result, two theories of language processing have been proposed. Analytical language processing suggests that children process and develop language from its most simple form, a phoneme, to its most complex form, a word or phrase. However, the theory of gestalt language processing proposes that some children may instead extract larger, more complex language such as whole words and phrases first and break it down to the simpler language. Gestalt language processing is often …


The Deaf Experience In National Parks With An Emphasis On Rocky Mountain National Park, Madeline Dannewitz May 2024

The Deaf Experience In National Parks With An Emphasis On Rocky Mountain National Park, Madeline Dannewitz

Undergraduate Honors Theses

This research investigated the experiences of Deaf visitors to the Rocky Mountain National Park (RMNP). The little research available focuses on how the National Park Service and its workers interact with Deaf people. Conversely, this study investigated the experiences of Deaf people and their perspective regarding interacting with the park and its members. A study regarding Deaf visitors in Yosemite National Park found that many were invisible to its employees. The desire from the Deaf community and lack of research shows the significance of this study. This analysis is crucial to the human experience as quality of life is improved …


Healthcare Provider’S Perceptions On Feeding Difficulties And Educational Practices In Infants With Neonatal Opioid Withdrawal Syndrome (Nows), Katelyn White May 2024

Healthcare Provider’S Perceptions On Feeding Difficulties And Educational Practices In Infants With Neonatal Opioid Withdrawal Syndrome (Nows), Katelyn White

Electronic Theses and Dissertations

This study examined healthcare professionals’ perceptions on feeding difficulties experienced by infants with NOWS, the involvement of SLP in care, knowledge and experience levels of professionals, and trends in education and follow up care. A 34-question survey was developed to obtain data from participants involved in the care of exposed infants using the secure webbased RedCap™ platform. Nonparametric inferential statistics and descriptive analysis were used to interpret data. Feeding difficulties in infants exposed were reported by all respondents with SLP involvement reported by 42.2%. Results found that 51.9% of respondents were confident in their ability to educate families about feeding …


Exploring Available Information On The Gut-Brain Axis And Alzheimer’S Disease For Clinicians Making Dietary Recommendations: A Scoping Review, Megan Gibson May 2024

Exploring Available Information On The Gut-Brain Axis And Alzheimer’S Disease For Clinicians Making Dietary Recommendations: A Scoping Review, Megan Gibson

Electronic Theses and Dissertations

Abstract: Alzheimer’s Disease (AD) is a complex neurodegenerative disease that requires interprofessional collaboration. Pharmacological options are currently ineffective, increasing the need for preventative strategies to combat the rise of AD. Considerations of gut-targeted interventions have increased as a key component in the prevention of AD, based on the understanding that the state of the gut microbiome can impact cognitive function through the pathway known as the gut-brain axis.

Methods: This scoping review explored information on the gut-brain axis in persons with AD. A comprehensive search was conducted in November 2023. Forty reviews and 13 human studies were analyzed.

Results: There …


Understanding The Clinician's View Of Pragmatics In Pediatric Therapy, Shelby Oliver May 2024

Understanding The Clinician's View Of Pragmatics In Pediatric Therapy, Shelby Oliver

Honors Theses

Pragmatics is one of the most integral components of language, yet it often seems to receive little attention in therapy settings. Previous research indicates the importance of intentionally targeting pragmatic skills for children with language disorders and/or autism spectrum disorders, as well as the lack of current pragmatic evaluations. This thesis used an online survey to record how clinicians view pragmatics, how they evaluate pragmatics, and how they target pragmatics. Participants were all certified clinicians, and the research survey featured a variety of open and closed questions. Results revealed a deep pragmatics knowledge base. However, results indicated the use and …


Examining School-Age Children's Use Of Rare Words In Expository Discourse: Applications Of Computerized Analysis, Serena Jae Pedroza May 2024

Examining School-Age Children's Use Of Rare Words In Expository Discourse: Applications Of Computerized Analysis, Serena Jae Pedroza

Open Access Theses & Dissertations

In the school-age years, children use varied discourse styles to convey information. In addition to conversational and narrative discourse, they learn to use expository discourse to explain complex topics. Previous studies have found that compared to conversation, expository discourse samples are generally more syntactically complex (Lundine et al., 2018; Nippold et al., 2005). In addition, the vocabulary used in expository discourse may be more advanced than that in other discourse types. One way to explore vocabulary use in discourse is to measure the rarity of words within samples of discourse. The purpose of this study was to compare typically developing …


Perceptions Of Applied Behavior Analysis Therapy On Children With Autism Spectrum Disorder Via Social Media, Kaitlyn Drilling May 2024

Perceptions Of Applied Behavior Analysis Therapy On Children With Autism Spectrum Disorder Via Social Media, Kaitlyn Drilling

Honors Thesis

The use of Applied Behavioral Analysis Therapy (ABA) on children with Autism Spectrum Disorder (ASD) is a controversial topic. Stakeholders have strong opinions, and the use of social media allows them to reach a bigger audience to share their perceptions. Stakeholders such as parents of children with ASD, adults with ASD who have been treated using ABA therapy, and ABA clinicians themselves may post on long-form social media such as Reddit or Facebook to ASD specific forums. These forums provide stakeholders with information, community, and support that they might not have otherwise. The perceptions of ABA on children with ASD …


We Were The Best People To Do The Job”: Caregivers’ Reported Outcomes Of A Virtual Caregiver-Delivered Program For Autistic Preschoolers, Lauren Denusik, Danielle Glista, Michelle Servais, Jodi Friesen, Janis Oram, Bj Cunningham Apr 2024

We Were The Best People To Do The Job”: Caregivers’ Reported Outcomes Of A Virtual Caregiver-Delivered Program For Autistic Preschoolers, Lauren Denusik, Danielle Glista, Michelle Servais, Jodi Friesen, Janis Oram, Bj Cunningham

PRECISe Preschool Speech and Language Publications

Background and aims: Caregiver-delivered programs are a recommended best practice to support young autistic children. While research has extensively explored children's outcomes quantitatively, minimal qualitative research has been conducted to understand caregivers' perspectives of program outcomes for themselves and their children. Hearing directly from caregivers is an important step in ensuring these programs are meeting the needs of those who use them. This study explored caregivers' perceived outcomes following one virtual caregiver-delivered program, The Hanen Centre's More Than Words® (MTW) program.

Methods: This study was a secondary analysis of data from individual interviews conducted with 21 caregivers who had …


Unlocking The Power Of Experiential Learning: Student Reported Changes Following Combined Nicu Instruction, Megan M. Black, Natalie A. Perkins, Valerie F. Mcdaniel Apr 2024

Unlocking The Power Of Experiential Learning: Student Reported Changes Following Combined Nicu Instruction, Megan M. Black, Natalie A. Perkins, Valerie F. Mcdaniel

Pacific Journal of Health

Purpose: This study aimed to assess the impact of in-person observation, in conjunction with didactic lectures, on students' perceived knowledge of speech-language pathology's (SLP) role and the roles of other healthcare professionals within the Neonatal Intensive Care Unit (NICU).

Method: Data for this study were initially collected for educational purposes and were later retrospectively analyzed with Institutional Review Board (IRB) approval. Ten participants who met the inclusion criteria underwent a didactic lecture on SLPs in the NICU followed by observing an SLP in action at a local NICU. Participants completed multiple surveys, allowing for a comparison of their perceived knowledge …


Ua12/2/2 Talisman: Pulse, Wku Student Affairs Apr 2024

Ua12/2/2 Talisman: Pulse, Wku Student Affairs

WKU Administration Documents

Spring 2024 Talisman:

  • Hunter, Leah. Pulse
  • Muscutt, Carson. High on Bluegrass – Jordan Riehm
  • Meyers, Jeffrey. Science of Movement – Exercise Science
  • Murray, Debra. Pasture to Plate – Agriculture
  • Murray, Debra. Vegetarian Tortilla Soup
  • Coffee, Bobbi. Passion, Pain, Curiosity – Innovation Campus
  • Story, Miriam. Drafts of a Postcard (October 2023)
  • Johnston, Katelyn. Beyond Sound – Deaf
  • Hunter, Leah. One Good Week – Madison Weis
  • Alali, Cecilia. Crafted Cadence – Speech Team
  • Blankenship, Alisa. Loving You
  • Sandlin, Ellie. Here After – Death
  • Booth, Pandora. Rooted in Rhythm – Step Shows
  • Booth, Pandora. Horoscopes
  • Pulse Playlist


Utilizing Special Interests: Developing A Storybook For A Minimally Speaking Autistic Child To Support Communication, Olivia Fordyce Apr 2024

Utilizing Special Interests: Developing A Storybook For A Minimally Speaking Autistic Child To Support Communication, Olivia Fordyce

Honors Projects

The purpose of my Honors Project is to develop a framework for designing a storybook that can be used as a communication tool with minimally speaking autistic children. The project answers two clinically relevant questions within the field of Speech-Language Pathology.

  1. What do we know from prior literature about the use of storybooks to support communication in minimally speaking autistic children?
  2. What factors are important to consider in designing a storybook for minimally speaking autistic children?

I conducted a literature review exploring adapted storybooks and autistic children’s special interests to answer the project questions. Informed by this knowledge, I have …


Why Is Speech Language Pathology Considered A Gendered Profession Amongst Male College Students In Health Related Majors?, Karli King, Audrey Mcdonald, Caroline Casey, Adrienne Stewart, Catherine L. Cotton Apr 2024

Why Is Speech Language Pathology Considered A Gendered Profession Amongst Male College Students In Health Related Majors?, Karli King, Audrey Mcdonald, Caroline Casey, Adrienne Stewart, Catherine L. Cotton

Undergraduate Research Conference

A gender disparity exists in the field of speech-language pathology, and it is recognized in the American Speech and Hearing Association’s demographic report. In Mississippi, 98.4% of SLPs are female and 1.6% are male (ASHA, 2022). Given the numbers presented by ASHA, awareness of speech-language pathology amongst male college students comes into question. According to ASHA’s Strategic Pathway to Excellence, objective #6 is to increase diversity/equity/inclusion within the Association and the discipline (ASHA, 2023). A goal of this research study is to identify the barriers and awareness level of males in health-related undergraduate majors. This information would better facilitate how …


Language Learning Disabilities: Adolescents Receiving Psychological Therapy In Addition To Speech Language Therapy, Katelyn Grace Mcnair, Catherine L. Cotton Phd. Apr 2024

Language Learning Disabilities: Adolescents Receiving Psychological Therapy In Addition To Speech Language Therapy, Katelyn Grace Mcnair, Catherine L. Cotton Phd.

Undergraduate Research Conference

Specific learning disabilities are among the most common disability categories, in which students receive special education and/or related services in schools, according to the National Center for Education Statistics (2023). Research has shown an increase of understanding in the areas of reading, writing, and spelling in individuals with learning disabilities. More recently, Ghiasi, Sedrpoushan, Abedi, Soltani (2022), noted students with learning disabilities have a lower level of achievement, motivation, self-esteem, and a high level of depression. Advances in language literacy remediation, may not be enough to overcome factors such as decreased self-esteem and fear of failure (Wolter, DiLollo, Apel, 2006). …


Disparities In Speech-Language Pathology As A Result Of Race, Lindsie Moseley, Catherine Cotton Apr 2024

Disparities In Speech-Language Pathology As A Result Of Race, Lindsie Moseley, Catherine Cotton

Undergraduate Research Conference

For all children to receive fair and proper speech-language services, it is vital to grasp a better understanding of how disparities in these services might impact clients. It is vital to identify the role race plays so clients of various racial backgrounds can be provided with equitable treatment, regardless of their racial identity (Robinson & Norton, 2019). Research has revealed noticeable discrepancies between racial groups including the quality, time frame of discharge, and overall results of treatment, among children of minority- or majority-racial groups (Riccardi & Lundine, 2022). If speech language pathologists remain unaware of these discrepancies, they will be …


Hear All About It: Health Literacy And Pediatric Ototoxic Chemotherapy, Sarah Belton, Abigail Jones Apr 2024

Hear All About It: Health Literacy And Pediatric Ototoxic Chemotherapy, Sarah Belton, Abigail Jones

Theses & Honors Papers

This study examined the accessibility of informational health documents about ototoxic chemotherapy provided to caregivers of pediatric cancer patients. Hearing loss as a result of chemotherapy can result in financial, social, and developmental consequences for these patients. Caregivers are an integral part of the medical team, and their knowledge of procedures and treatments directly impacts their ability to make informed decisions for the patient.

This study qualitatively analyzed informational health documents about chemotherapy, acquired from the websites of National Cancer Institute (NCI) designated cancer centers using federal guidelines put into place by the Plain Writing Act of 2010 and the …


Exploring The Relationship Between College Students' Self-Reported Listening Habits With Apple Airpods Or Earbuds And Pure Tone Hearing Threshold Outcomes, Blake Roth, Maegan Koch, Aubree Warner, Annika Wallace, Romina Gehrts, Austin Drake Apr 2024

Exploring The Relationship Between College Students' Self-Reported Listening Habits With Apple Airpods Or Earbuds And Pure Tone Hearing Threshold Outcomes, Blake Roth, Maegan Koch, Aubree Warner, Annika Wallace, Romina Gehrts, Austin Drake

SACAD: Scholarly Activities

This study investigated the relationship between self-reported listening habits of college students and their auditory threshold screening outcomes. Survey data was collected in addition to the completion of basic audiometry screening procedures. Results indicated most participants listen to portable devices within safe ranges. While these results are encouraging, continued efforts should be made to educate users of portable listening devices on the negative effects of music-induced hearing loss.


Service-Learning Through Chapter Chats: A Personal Reflection, Charity B. Blalock, Maryse Azer, April Garrity Apr 2024

Service-Learning Through Chapter Chats: A Personal Reflection, Charity B. Blalock, Maryse Azer, April Garrity

Eagle Showcase: Excellence in Service-Learning (Archived)

Eagle showcase:excellence in service learning


Assessing Language Abilities In School-Age Children With Autism Spectrum Disorder: Practices Of Speech-Language Pathologists, Mckayla M. Sprague, Cassandra Callahan, Tyrell Perrigo, Ran An Apr 2024

Assessing Language Abilities In School-Age Children With Autism Spectrum Disorder: Practices Of Speech-Language Pathologists, Mckayla M. Sprague, Cassandra Callahan, Tyrell Perrigo, Ran An

SACAD: Scholarly Activities

Through an online survey conducted with 64 certified speech-language pathologists (SLPs) from 23 U.S. states, this study sheds light on the complex process of assessing language skills in school-aged children with Autism Spectrum Disorder (ASD). The responses gathered reveal the significant challenges SLPs face, stemming from the vast diversity within the ASD spectrum. These insights strongly suggest a need for adopting assessment strategies that are not only more adaptable and thorough, but also deeply mindful of neurodiversity and the distinct communication skills present in children with ASD.


Different Error Patterns Of /L/ In Children And Speech-Language Pathologists' Perception And Treatment, Grace E. Lemoine Apr 2024

Different Error Patterns Of /L/ In Children And Speech-Language Pathologists' Perception And Treatment, Grace E. Lemoine

LSU Master's Theses

Children often simplify target speech sounds using phonological processes, or common developmental error patterns. However, some children produce less common error patterns that differ from common errors. In the current study, less common errors involving /l/ sounds were studied as the phoneme /l/ is a sound that is subject to frequent misarticulations in young children and perceptual confusion among listeners. The current study focused on less common errors because studies have suggested that atypical errors can indicate weak phonological representations and poor phonological awareness skills, which can have long-term effects on children’s literacy skills. Therefore, the aim of the current …


Speech Language Pathologists’ Confidence And Preparedness Working With Clients With Hearing Loss, Katherine Rosa Giustino Apr 2024

Speech Language Pathologists’ Confidence And Preparedness Working With Clients With Hearing Loss, Katherine Rosa Giustino

Masters Theses

Speech language pathologists (SLP) are professionals who may work with clients with hearing loss. With hearing loss, there are many devices, such as hearing aids, that must be functioning to provide effective speech and language therapy. Therefore, SLPs must be familiar with how to check and maintain these devices to provide optimal therapy. However, it is unknown how confident SLPs are with working with such devices. Data from a Qualtrics survey with questions that assess SLPs’ confidence in working with hearing assistive devices and communicating effectively with individuals with hearing loss was analyzed.

Overall, this study found confidence across all …


Global Strategies For Addressing Communication Disorders In Justice-Involved Youth, Sophia Martinez, Anne Marie Perrotti, Brooke Baker, Allison Chappell Mar 2024

Global Strategies For Addressing Communication Disorders In Justice-Involved Youth, Sophia Martinez, Anne Marie Perrotti, Brooke Baker, Allison Chappell

Undergraduate Research Symposium

Throughout all stages of processing, most juveniles who encounter the justice system demonstrate cognitive-communicative difficulties (CCDs). Empirical evidence reveals that 19-22% of female and 28-38% of male youth offenders, culminating in approximately 50-60% of youth offenders, demonstrate language disorders that require intervention, but most have never received services (Snow et al., 2014; Winstanley et al., 2021). Speech-language pathologists (SLPs) are communication experts certified to assess and treat CCDs. While nations abroad recognize the value of SLP involvement in all stages of processing for justice-involved youth (JIY), America lags in utilizing SLPs to improve JIY outcomes and lower youth's risk of …


Oral Feeding Of Infants Who Require Noninvasive Respiratory Support: Retrospective Investigations, Carolyn Barnes Mar 2024

Oral Feeding Of Infants Who Require Noninvasive Respiratory Support: Retrospective Investigations, Carolyn Barnes

MUSC Theses and Dissertations

There is a dearth of evidence supporting the safety and efficacy of orally feeding infants who require noninvasive respiratory support (NIRS). This dissertation investigates clinical practices surrounding orally feeding infants on NIRS. Manuscript 1 systematically reviews parameters impacting study of this practice. Findings emphasize the dearth of objective data surrounding this practice, and that additional research must be conducted before safety and efficacy outcomes of this practice can be established. Manuscript 2 retrospectively uses electronic health record data to describe which infant populations are orally fed during NIRS use, amount of NIRS used during infant oral feeding, changes in practice …


Toward Generalizable Machine Learning Models In Speech, Language, And Hearing Sciences: Estimating Sample Size And Reducing Overfitting, Hamzeh Ghasemzadeh, Robert E Hillman, Daryush D Mehta Mar 2024

Toward Generalizable Machine Learning Models In Speech, Language, And Hearing Sciences: Estimating Sample Size And Reducing Overfitting, Hamzeh Ghasemzadeh, Robert E Hillman, Daryush D Mehta

Faculty, Staff and Student Publications

PURPOSE: Many studies using machine learning (ML) in speech, language, and hearing sciences rely upon cross-validations with single data splitting. This study's first purpose is to provide quantitative evidence that would incentivize researchers to instead use the more robust data splitting method of nested

METHOD: First, the significant impact of different cross-validations on ML outcomes was demonstrated using real-world clinical data. Then, Monte Carlo simulations were used to quantify the interactions among the employed cross-validation method, the discriminative power of features, the dimensionality of the feature space, the dimensionality of the model, and the sample size. Four different cross-validation methods …