cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
Additional file 5 of Impact of dual active ingredients long-lasting insecticidal nets on the genetic structure of insecticide resistant populations of Anopheles gambiae in Southern Benin
Creators: name: Yovogan, Boulais
name: Djènontin, Armel
name: Akogbéto, Martin C.
name: Sovi, Arthur
name: Adoha, Constantin J.
name: Fassinou, Arsène
name: Salako, Albert S.
name: Odjo, Esdras M.
name: Assongba, Landry
name: Accrombessi, Manfred
name: Dangbénon, Edouard
name: Assogba, Bénoît S.
name: Ahogni, Idelphonse
name: Missihoun, Antoine A.
name: Akpodji, Serge
name: Agossa, Fiacre
name: Azondékon, Roséric
name: Koukpo, Come Zinsou
name: Padonou, Gil G.
name: Ngufor, Corine
name: Cook, Jackie
name: Protopopoff, Natacha
name: Messenger, Louisa A.
name: Agbangla, Clément
Publisher: name: figshare
Year: 2025
Subjects: subject: Genetics
subject: FOS: Biological sciences

description: Additional file 5: Table S5. Expected heterozygousand observed heterozygouswithin the locus L1014F-vgsc-kdr in An. gambiae s.s. and An. coluzzii species. An.: Anopheles; N: number tested; PY LLIN: standard LLIN, LLIN treated with pyrethroid only; PY-CFP LLIN: LLIN bi-treated with pyrethroid-chlorfenapyr; PY-PPF LLIN: LLIN bi-treated with pyrethroid-pyriproxyfen; Post1: 1st year post-intervention; Post2: 2nd year post-intervention.
sj-docx-2-tar-10.1177_17534666241231117 – Supplemental material for Role of alveolar nitric oxide in gastroesophageal reflux-associated cough: prospective observational study
Creators: name: Zhang, Li
name: Zhang, Mengru
name: Aierken, Alimire
name: Dong, Ran
name: Chen, Qiang
name: Qiu, Zhongmin
Publisher: name: SAGE Journals
Year: 2024
Subjects: Aged Health Care
Pharmacology and Pharmaceutical Sciences not elsewhere classified
Respiratory Diseases

description: Supplemental material, sj-docx-2-tar-10.1177_17534666241231117 for Role of alveolar nitric oxide in gastroesophageal reflux-associated cough: prospective observational study by Li Zhang, Mengru Zhang, Alimire Aierken, Ran Dong, Qiang Chen and Zhongmin Qiu in Therapeutic Advances in Respiratory Disease
Supplemental Material - Evaluation and Prediction Analysis of 3- and 5-Year Relative Survival Rates of Patients with Cervical Cancer: A Model-Based Period Analysis
Creators: name: Fan, Xiaodong
name: He, Wei
name: Zhang, Qing
name: Zhang, Binjie
name: Dong, Li
name: Li, Li
name: Liu, Xiaochun
Publisher: name: SAGE Journals
Year: 2024
Subjects: Oncology and Carcinogenesis not elsewhere classified

description: Supplemental Material for Evaluation and Prediction Analysis of 3- and 5-Year Relative Survival Rates of Patients with Cervical Cancer: A Model-Based Period Analysis by Xiaodong Fan, MD, Wei He, MD, Qing Zhang, MD, Binjie Zhang, MD, Li Dong, PhD, Li Li, MD, and Xiaochun Liu, PhD in Cancer Control.
Perils of Label Indeterminacy: A Case Study on Prediction of Neurological Recovery After Cardiac Arrest
Creators: name: Schoeffer, Jakob
name: De-Arteaga, Maria
name: Elmer, Jonathan
Publisher: name: arXiv
Year: 2025
Subjects: subject: Machine Learning (cs.LG)
subject: Artificial Intelligence (cs.AI)
subject: Human-Computer Interaction (cs.HC)
subject: Methodology (stat.ME)
subject: FOS: Computer and information sciences

description: The design of AI systems to assist human decision-making typically requires the availability of labels to train and evaluate supervised models. Frequently, however, these labels are unknown, and different ways of estimating them involve unverifiable assumptions or arbitrary choices. In this work, we introduce the concept of label indeterminacy and derive important implications in high-stakes AI-assisted decision-making. We present an empirical study in a healthcare context, focusing specifically on predicting the recovery of comatose patients after resuscitation from cardiac arrest. Our study shows that label indeterminacy can result in models that perform similarly when evaluated on patients with known labels, but vary drastically in their predictions for patients where labels are unknown. After demonstrating crucial ethical implications of label indeterminacy in this high-stakes context, we discuss takeaways for evaluation, reporting, and design.
description: The 2025 ACM Conference on Fairness, Accountability, and Transparency (FAccT '25)
sj-docx-1-dhj-10.1177_20552076241234738 - Supplemental material for Experiences of physiotherapists considering virtual reality for shoulder rehabilitation: A focus group study
Creators: name: Dejaco, Beate
name: Brady, Niamh
name: Tankink, Anne
name: Lewis, Jeremy
name: van Goor, Harry
name: Staal, J Bart
name: Stolwijk, Niki
Publisher: name: SAGE Journals
Year: 2024
Subjects: subject: Health and Community Services
subject: Cardiology
subject: Endocrinology
subject: Geriatrics and Gerontology
subject: Nursing not elsewhere classified
subject: Oncology and Carcinogenesis not elsewhere classified
subject: Aged Health Care
subject: Public Health and Health Services not elsewhere classified
subject: Engineering not elsewhere classified
subject: Anthropology
subject: FOS: Sociology
subject: Cultural Studies not elsewhere classified
subject: Information and Computing Sciences not elsewhere classified
subject: Organisation and Management Theory
subject: Science Policy
subject: Social Policy
subject: Sociology

description: Supplemental material, sj-docx-1-dhj-10.1177_20552076241234738 for Experiences of physiotherapists considering virtual reality for shoulder rehabilitation: A focus group study by Beate Dejaco, Niamh Brady, Anne Tankink, Jeremy Lewis, Harry van Goor, J Bart Staal and Niki Stolwijk in DIGITAL HEALTH
sj-docx-2-dhj-10.1177_20552076241236291 - Supplemental material for mHealth App to improve medication adherence among older adult stroke survivors: Development and usability study
Creators: name: Cao, Wenjing
name: Wang, Juan
name: Wang, Yuhui
name: Hassan, Intan Idiana
name: Kadir, Azidah Abdul
Publisher: name: SAGE Journals
Year: 2024
Subjects: subject: Health and Community Services
subject: Cardiology
subject: Endocrinology
subject: Geriatrics and Gerontology
subject: Nursing not elsewhere classified
subject: Oncology and Carcinogenesis not elsewhere classified
subject: Aged Health Care
subject: Public Health and Health Services not elsewhere classified
subject: Engineering not elsewhere classified
subject: Anthropology
subject: FOS: Sociology
subject: Cultural Studies not elsewhere classified
subject: Information and Computing Sciences not elsewhere classified
subject: Organisation and Management Theory
subject: Science Policy
subject: Social Policy
subject: Sociology

description: Supplemental material, sj-docx-2-dhj-10.1177_20552076241236291 for mHealth App to improve medication adherence among older adult stroke survivors: Development and usability study by Wenjing Cao, Juan Wang, Yuhui Wang, Intan Idiana Hassan and Azidah Abdul Kadir in DIGITAL HEALTH
sj-docx-1-jei-10.1177_10538151241235613 – Supplemental material for Preschool Teachers’ Perceptions and Use of Naturalistic Developmental Behavioral Intervention Strategies: An Explanatory Sequential Mixed Methods Investigation
Creators: name: D’Agostino, Sophia R.
name: Frost, Kyle M.
Publisher: name: SAGE Journals
Year: 2024
Subjects: Education
Psychology not elsewhere classified
Special Education and Disability

description: Supplemental material, sj-docx-1-jei-10.1177_10538151241235613 for Preschool Teachers’ Perceptions and Use of Naturalistic Developmental Behavioral Intervention Strategies: An Explanatory Sequential Mixed Methods Investigation by Sophia R. D’Agostino and Kyle M. Frost in Journal of Early Intervention
Additional file 5 of Synaptic protein CSF levels relate to memory scores in individuals without dementia
Creators: name: Wesenhagen, Kirsten E. J.
name: de Leeuw, Diederick M.
name: Tomassen, Jori
name: Gobom, Johan
name: Bos, Isabelle
name: Vos, Stephanie J. B.
name: Martinez-Lage, Pablo
name: Tainta, Mikel
name: Popp, Julius
name: Peyratout, Gwendoline
name: Tsolaki, Magda
name: Vandenberghe, Rik
name: Freund-Levi, Yvonne
name: Verhey, Frans
name: Lovestone, Simon
name: Streffer, Johannes
name: Dobricic, Valerija
name: Blennow, Kaj
name: Scheltens, Philip
name: Smit, August B.
name: Bertram, Lars
name: Teunissen, Charlotte E.
name: Zetterberg, Henrik
name: Tijms, Betty M.
name: Visser, Pieter Jelle
Publisher: name: figshare
Year: 2025
Subjects: subject: Biochemistry
subject: Cell Biology
subject: Neuroscience
subject: Immunology
subject: FOS: Clinical medicine
subject: Inorganic Chemistry
subject: FOS: Chemical sciences
subject: Mental Health
subject: Hematology
subject: Infectious Diseases
subject: FOS: Health sciences

description: Supplementary Material 5
sj-pdf-1-jnm-10.1177_10949968241227923 - Supplemental material for Whether and How Prepurchase Word of Mouth Affects Postpurchase Word of Mouth
Creators: name: Dao, Hung M.
name: Bhoumik, Kshitij
name: Igarashi, Reika
Publisher: name: SAGE Journals
Year: 2024
Subjects: Hospitality Management

description: Supplemental material, sj-pdf-1-jnm-10.1177_10949968241227923 for Whether and How Prepurchase Word of Mouth Affects Postpurchase Word of Mouth by Hung M. Dao, Kshitij Bhoumik, and Reika Igarashi in Journal of Interactive Marketing
Additional file 1 of A comparison of empiric therapy with cefazolin versus ceftriaxone for patients with complicated urinary tract infections in a tertiary care veterans affairs medical center
Creators: name: Carcamo, Paola
name: Walter, Elizabeth
name: Frei, Christopher R.
name: Yang, Linda
name: Cadena, Jose
name: Hopkins, Teri
Publisher: name: figshare
Year: 2025
Subjects: subject: Medicine
subject: Biotechnology
subject: Cancer
subject: Infectious Diseases
subject: FOS: Health sciences
subject: Computational Biology

description: Supplementary Material 1
Cenotes decodificados: Su segmentación y relación con la biodiversidad, el entorno y la comunidad.
Creators: name: Simões, Nuno
name: Valdivieso, Kenya
name: Guerra, Alberto
name: Chávez-Solís, Efraín
name: Chacón-Gómez, Isaac
Publisher: name: Zenodo
Year: 2023
Subjects: subject: Ecological community
subject: Community participation
subject: Community Participation
subject: Cultural heritage
subject: Water
subject: water care
subject: cenote
subject: Acuífero
subject: Sinkhole
subject: Caverna
subject: Dolina
subject: Cave
subject: Caves
subject: Hydrogeology
subject: Hydrobiology
subject: Hydrobiology/education
subject: Hydrobiology/classification
subject: Groundwater
subject: Groundwater pollution
subject: Groundwater protection
subject: Aquatic animal
subject: Aquatic ecosystem
subject: Aquatic Organisms
subject: Aquatic environment
subject: Aquatic ecology
subject: Aquatic system
subject: Aquatic organism
subject: Aquifer
subject: Water body
subject: Environmental priority
subject: Environmental impact
subject: Environmental information
subject: Ecosystem vulnerability
subject: Underground ecosystem
subject: Ecosystem interaction
subject: Freshwater ecosystem

description: This publication was made with the funding of PAPIIT 2019 - IN228319 "Hacia un mapa de biodiversidad acuática de cenotes de la península de Yucatán" led by N. S. D. F. A.

Este póster es producto del proyecto Cenoteando (https://www.cenoteando.mx/), elaborado en colaboración con la Universidad Nacional Autónoma de México y Kalanbio A.C (www.kalanbio.org)

La información de este póster fue revisada y validada por un grupo de especialistas.

CC BY-NC-ND 4.0

This poster is the product of Cenoteando project (https://www.cenoteando.mx/), which was produced in collaboration with the Universidad Nacional Autónoma de México and Kalanbio A.C (www.kalanbio.org)

The information in this poster was reviewed and validated by a group of specialists.

CC BY-NC-ND 4.0
sj-pdf-6-jrn-10.1177_17449871241226911 – Supplemental material for Developing initial programme theories for a realist synthesis on digital clinical consultations in maternity care: contributions from stakeholder involvement
Creators: name: Evans, Catrin
name: Clancy, Georgia
name: Evans, Kerry
name: Booth, Andrew
name: Nazmeen, Benash
name: Timmons, Stephen
name: Sunney, Candice
name: Clowes, Mark
name: Jones, Nia Wyn
name: Spiby, Helen
Publisher: name: SAGE Journals
Year: 2024
Subjects: Nursing not elsewhere classified
Sociological Methodology and Research Methods

description: Supplemental material, sj-pdf-6-jrn-10.1177_17449871241226911 for Developing initial programme theories for a realist synthesis on digital clinical consultations in maternity care: contributions from stakeholder involvement by Catrin Evans, Georgia Clancy, Kerry Evans, Andrew Booth, Benash Nazmeen, Stephen Timmons, Candice Sunney, Mark Clowes, Nia Wyn Jones and Helen Spiby in Journal of Research in Nursing
sj-pdf-7-jrn-10.1177_17449871241226911 – Supplemental material for Developing initial programme theories for a realist synthesis on digital clinical consultations in maternity care: contributions from stakeholder involvement
Creators: name: Evans, Catrin
name: Clancy, Georgia
name: Evans, Kerry
name: Booth, Andrew
name: Nazmeen, Benash
name: Timmons, Stephen
name: Sunney, Candice
name: Clowes, Mark
name: Jones, Nia Wyn
name: Spiby, Helen
Publisher: name: SAGE Journals
Year: 2024
Subjects: Nursing not elsewhere classified
Sociological Methodology and Research Methods

description: Supplemental material, sj-pdf-7-jrn-10.1177_17449871241226911 for Developing initial programme theories for a realist synthesis on digital clinical consultations in maternity care: contributions from stakeholder involvement by Catrin Evans, Georgia Clancy, Kerry Evans, Andrew Booth, Benash Nazmeen, Stephen Timmons, Candice Sunney, Mark Clowes, Nia Wyn Jones and Helen Spiby in Journal of Research in Nursing
sj-docx-1-aln-10.1177_11771801241235418 – Supplemental material for Highlighting models of Indigenous leadership and self-governance for COVID-19 vaccination programmes
Creators: name: Clark, Katrina
name: Crooks, Kristy
name: Jeyanathan, Bavatharane
name: Ahmed, Fatima
name: Kataquapit, Gisele
name: Sutherland, Celine
name: Tsuji, Leonard J.S.
name: Moriarity, Robert J.
name: Spence, Nicholas D.
name: Sekercioglu, Fatih
name: Liberda, Eric N.
name: Charania, Nadia A.
Publisher: name: SAGE Journals
Year: 2024
Subjects: subject: Sociology
subject: FOS: Sociology

description: Supplemental material, sj-docx-1-aln-10.1177_11771801241235418 for Highlighting models of Indigenous leadership and self-governance for COVID-19 vaccination programmes by Katrina Clark, Kristy Crooks, Bavatharane Jeyanathan, Fatima Ahmed, Gisele Kataquapit, Celine Sutherland, Leonard J.S. Tsuji, Robert J. Moriarity, Nicholas D. Spence, Fatih Sekercioglu, Eric N. Liberda and Nadia A. Charania in AlterNative: An International Journal of Indigenous Peoples
sj-docx-1-hij-10.1177_19401612241234898 – Supplemental material for Who Relies on Social Media Influencers for Political Information? A Cross-Country Study Among Youth
Creators: name: Harff, Darian
name: Schmuck, Desiree
Publisher: name: SAGE Journals
Year: 2024
Subjects: Communication and Media Studies not elsewhere classified
International Relations

description: Supplemental material, sj-docx-1-hij-10.1177_19401612241234898 for Who Relies on Social Media Influencers for Political Information? A Cross-Country Study Among Youth by Darian Harff and Desiree Schmuck in The International Journal of Press/Politics
sj-docx-1-whe-10.1177_17455057241228748 – Supplemental material for Mental health, chronic and infectious conditions among pregnant persons in US state prisons and local jails 2016–2017
Creators: name: Hendricks, Caitlin A
name: Rajagopal, Karissa M
name: Sufrin, Carolyn B
name: Kramer, Camille
name: Jiménez, Monik C
Publisher: name: SAGE Journals
Year: 2024
Subjects: Obstetrics and Gynaecology

description: Supplemental material, sj-docx-1-whe-10.1177_17455057241228748 for Mental health, chronic and infectious conditions among pregnant persons in US state prisons and local jails 2016–2017 by Caitlin A Hendricks, Karissa M Rajagopal, Carolyn B Sufrin, Camille Kramer and Monik C Jiménez in Women’s Health
61st Northeast Regional Stock Assessment Workshop (61st SAW) assessment summary report
Creators: name: Northeast Fisheries Science Center (U.S.)
Publisher: name: Northeast Fisheries Science Center (U.S.)
Year: 2016

description: The 61st SAW Assessment Summary Report contains summary and detailed technical information on one stock assessment reviewed during July 19-21, 2016 at the Stock Assessment Workshop (SAW) by the 61st Stock Assessment Review Committee (SARC-61): Atlantic surfclam (Spisula solidissima). The SARC-61 consisted of three external, independent reviewers appointed by the Center for Independent Experts [CIE], and an external SARC chairman from the MAFMC SSC. The SARC evaluated whether each Term of Reference (listed in the Appendix) was completed successfully based on whether the work provided a scientifically credible basis for developing fishery management advice.
sj-docx-1-tva-10.1177_15248380241234345 – Supplemental material for Child Maltreatment, Adult Trauma, and Mental Health Symptoms Among Women Veterans: A Scoping Review of Published Quantitative Research
Creators: name: Presseau, Candice
name: Carney, Jessica R.
name: Kline, Nora K.
name: Grimshaw, Alyssa A.
name: DeMoss, Lauren
name: Gunderson, Craig
name: Portnoy, Galina A.
Publisher: name: SAGE Journals
Year: 2024
Subjects: Criminology not elsewhere classified

description: Supplemental material, sj-docx-1-tva-10.1177_15248380241234345 for Child Maltreatment, Adult Trauma, and Mental Health Symptoms Among Women Veterans: A Scoping Review of Published Quantitative Research by Candice Presseau, Jessica R. Carney, Nora K. Kline, Alyssa A. Grimshaw, Lauren DeMoss, Craig Gunderson and Galina A. Portnoy in Trauma, Violence, & Abuse
Supplemental Material - Linking Methods for Multidimensional Forced Choice Tests Using the Multi-Unidimensional Pairwise Preference Model
Creators: name: Tu, Naidan
name: Kumar, Lavanya S.
name: Joo, Sean
name: Stark, Stephen
Publisher: name: SAGE Journals
Year: 2024
Subjects: Sociological Methodology and Research Methods
Psychology not elsewhere classified

description: Supplemental Material for Linking Methods for Multidimensional Forced Choice Tests Using the Multi-Unidimensional Pairwise Preference Model by Naidan Tu, Lavanya S. Kumar, Sean Joo, and Stephen Stark in Applied Psychological Measurement.
Harnessing the plant microbiome for sustainable crop production
Creators: name: Compant, Stephane
name: Cassan, Fabricio
name: Kostic, Tanja
name: Johnson, Linda
name: Brader, Günter
name: Trognitz, Friederike
name: Sessitsch, Angela
Publisher: name: AgResearch
Year: 2025
Subjects: classificationCode: 3107
subject: Microbiology
subject: FOS: Biological sciences

description: Global research on the plant microbiome has enhanced our understanding of the complex interactions between plants and microorganisms. The structure and functions of plant-associated microorganisms, as well as the genetic, biochemical, physical and metabolic factors that influence the beneficial traits of plant microbiota have also been intensively studied. Harnessing the plant microbiome has led to the development of various microbial applications to improve crop productivity in the face of a range of challenges, for example, climate change, abiotic and biotic stresses, and declining soil properties. Microorganisms, particularly nitrogen-fixing rhizobia as well as mycorrhizae and biocontrol agents, have been applied for decades to improve plant nutrition and health. Still, there are limitations regarding efficacy and consistency under field conditions. Also, the wealth of expanding knowledge on microbiome diversity, functions and interactions represents a huge source of information to exploit for new types of application. In this Review, we explore plant microbiome functions, mechanisms, assembly and types of interaction, and discuss current applications and their pitfalls. Furthermore, we elaborate on how the latest findings in plant microbiome research may lead to the development of new or more advanced applications. Finally, we discuss research gaps to fully leverage microbiome functions for sustainable plant production.
sj-docx-1-hpp-10.1177_15248399241232646 – Supplemental material for A Systematic Review of the Impacts of Media Mental Health Awareness Campaigns on Young People
Creators: name: Tam, Mallorie T.
name: Wu, Julia M.
name: Zhang, Cindy C.
name: Pawliuk, Colleen
name: Robillard, Julie M.
Publisher: name: SAGE Journals
Year: 2024
Subjects: subject: Health and Community Services
subject: Public Health and Health Services not elsewhere classified
subject: Sociology
subject: FOS: Sociology

description: Supplemental material, sj-docx-1-hpp-10.1177_15248399241232646 for A Systematic Review of the Impacts of Media Mental Health Awareness Campaigns on Young People by Mallorie T. Tam, Julia M. Wu, Cindy C. Zhang, Colleen Pawliuk and Julie M. Robillard in Health Promotion Practice
sj-docx-1-cms-10.1177_12034754241238709 – Supplemental material for Analysis of Dermatology Journal Policy Toward Artificial Intelligence
Creators: name: Khatri, Surya
name: Shah, Asghar
name: Yumeen, Sara
name: Saliba, Elie
Publisher: name: SAGE Journals
Year: 2024
Subjects: Medicine

description: Supplemental material, sj-docx-1-cms-10.1177_12034754241238709 for Analysis of Dermatology Journal Policy Toward Artificial Intelligence by Surya Khatri, Asghar Shah, Sara Yumeen and Elie Saliba in Journal of Cutaneous Medicine and Surgery
sj-docx-2-cms-10.1177_12034754241239278 – Supplemental material for Cutaneous Eruptions Associated With Androgen Receptor Inhibitors for Castration-Resistant Prostate Cancer: A Meta-Analysis of Randomized Controlled Trials
Creators: name: Ahmad, Ihtisham
name: Sood, Siddhartha
name: Al-Daqqaq, Zizo
name: Bagit, Ahmed
name: Maliyar, Khalad
name: Mufti, Asfandyar
name: Yeung, Jensen
Publisher: name: SAGE Journals
Year: 2024
Subjects: Medicine

description: Supplemental material, sj-docx-2-cms-10.1177_12034754241239278 for Cutaneous Eruptions Associated With Androgen Receptor Inhibitors for Castration-Resistant Prostate Cancer: A Meta-Analysis of Randomized Controlled Trials by Ihtisham Ahmad, Siddhartha Sood, Zizo Al-Daqqaq, Ahmed Bagit, Khalad Maliyar, Asfandyar Mufti and Jensen Yeung in Journal of Cutaneous Medicine and Surgery
Additional file 3 of Genetic spectrum and genotype–phenotype correlations in DNAH5-mutated primary ciliary dyskinesia: a systematic review
Creators: name: Dong, Meihua
name: Shi, Xu
name: Zhou, Yawen
name: Duan, Jielin
name: He, Li
name: Song, Xiaonan
name: Huang, Zhiwen
name: Chen, Ruchong
name: Li, Jing
name: Jia, Nan
Publisher: name: figshare
Year: 2025
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: Virology

description: Additional file 3
sj-docx-7-cms-10.1177_12034754241239278 – Supplemental material for Cutaneous Eruptions Associated With Androgen Receptor Inhibitors for Castration-Resistant Prostate Cancer: A Meta-Analysis of Randomized Controlled Trials
Creators: name: Ahmad, Ihtisham
name: Sood, Siddhartha
name: Al-Daqqaq, Zizo
name: Bagit, Ahmed
name: Maliyar, Khalad
name: Mufti, Asfandyar
name: Yeung, Jensen
Publisher: name: SAGE Journals
Year: 2024
Subjects: Medicine

description: Supplemental material, sj-docx-7-cms-10.1177_12034754241239278 for Cutaneous Eruptions Associated With Androgen Receptor Inhibitors for Castration-Resistant Prostate Cancer: A Meta-Analysis of Randomized Controlled Trials by Ihtisham Ahmad, Siddhartha Sood, Zizo Al-Daqqaq, Ahmed Bagit, Khalad Maliyar, Asfandyar Mufti and Jensen Yeung in Journal of Cutaneous Medicine and Surgery
sj-docx-2-ijm-10.1177_02557614241232652 – Supplemental material for An online community of interns: Examining the music student teaching seminar in a virtual setting
Creators: name: Baumgartner, Christopher M
name: Councill, Kimberly H
name: Payne, Phillip D
name: Gurgel, Ruth
Publisher: name: SAGE Journals
Year: 2024
Subjects: Education

description: Supplemental material, sj-docx-2-ijm-10.1177_02557614241232652 for An online community of interns: Examining the music student teaching seminar in a virtual setting by Christopher M Baumgartner, Kimberly H Councill, Phillip D Payne and Ruth Gurgel in International Journal of Music Education
Additional file 4 of Genetic spectrum and genotype–phenotype correlations in DNAH5-mutated primary ciliary dyskinesia: a systematic review
Creators: name: Dong, Meihua
name: Shi, Xu
name: Zhou, Yawen
name: Duan, Jielin
name: He, Li
name: Song, Xiaonan
name: Huang, Zhiwen
name: Chen, Ruchong
name: Li, Jing
name: Jia, Nan
Publisher: name: figshare
Year: 2025
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: Virology

description: Additional file 4
Type-Constrained Code Generation with Language Models
Creators: name: Mündler, Niels
name: He, Jingxuan
name: Wang, Hao
name: Sen, Koushik
name: Song, Dawn
name: Vechev, Martin
Publisher: name: arXiv
Year: 2025
Subjects: subject: Machine Learning (cs.LG)
subject: Programming Languages (cs.PL)
subject: FOS: Computer and information sciences

description: Large language models (LLMs) have achieved notable success in code generation. However, they still frequently produce uncompilable output because their next-token inference procedure does not model formal aspects of code. Although constrained decoding is a promising approach to alleviate this issue, it has only been applied to handle either domain-specific languages or syntactic features of general-purpose programming languages. However, LLMs frequently generate code with typing errors, which are beyond the domain of syntax and generally hard to adequately constrain. To address this challenge, we introduce a type-constrained decoding approach that leverages type systems to guide code generation. For this purpose, we develop novel prefix automata and a search over inhabitable types, forming a sound approach to enforce well-typedness on LLM-generated code. We formalize our approach on a foundational simply-typed language and extend it to TypeScript to demonstrate practicality. Our evaluation on the HumanEval and MBPP datasets shows that our approach reduces compilation errors by more than half and significantly increases functional correctness in code synthesis, translation, and repair tasks across LLMs of various sizes and model families, including state-of-the-art open-weight models with more than 30B parameters. The results demonstrate the generality and effectiveness of our approach in constraining LLM code generation with formal rules of type systems.
Additional file 5 of Exploring views and experiences of a unique alcohol assertive outreach model, the primary care alcohol nurse outreach service (PCANOS): a qualitative study
Creators: name: Sharp, Clare
name: Mohan, Andrea
name: Mitchell, Danielle
name: Fitzgerald, Niamh
Publisher: name: figshare
Year: 2025
Subjects: subject: Genetics
subject: FOS: Biological sciences
subject: Pharmacology
subject: Biotechnology
subject: Biological Sciences not elsewhere classified
subject: Mental Health

description: Supplementary Material 5
sj-pdf-16-jhs-10.1177_17531934241232062 - Supplemental material for Global trends and outcomes of nerve transfers for treatment of adult brachial plexus injuries
Creators: name: Crowe, Christopher S.
name: Spinner, Robert J.
name: Shin, Alexander Y.
Publisher: name: SAGE Journals
Year: 2024
Subjects: Orthopaedics
Sports Medicine
Surgery

description: Supplemental material, sj-pdf-16-jhs-10.1177_17531934241232062 for Global trends and outcomes of nerve transfers for treatment of adult brachial plexus injuries by Christopher S. Crowe, Robert J. Spinner and Alexander Y. Shin in Journal of Hand Surgery (European Volume)
sj-docx-1-gph-10.1177_2333794X241235746 – Supplemental material for Predictors of Uptake of Rotavirus Vaccination Amongst Disadvantaged Communities in Pakistan
Creators: name: Huda, Maryam
name: Ali, Tazeen
name: Hasnani, Fauzia Basaria
name: Sayani, Saleem
name: Zaidi, Shehla
Publisher: name: SAGE Journals
Year: 2024
Subjects: subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: Nursing not elsewhere classified
subject: Paediatrics

description: Supplemental material, sj-docx-1-gph-10.1177_2333794X241235746 for Predictors of Uptake of Rotavirus Vaccination Amongst Disadvantaged Communities in Pakistan by Maryam Huda, Tazeen Ali, Fauzia Basaria Hasnani, Saleem Sayani and Shehla Zaidi in Global Pediatric Health
Guía de Buenas Prácticas para la conservación y uso de los cenotes y sus cuevas de la Península de Yucatán: calidad de agua.
Creators: name: Simoes, Nuno
name: Ortiz López, Ailin
name: Chávez Solís, Efraín
name: Chacón-Gómez, Isaac
name: Tapia Lemus, Eduardo Arturo
name: Ortiz Ponce, Israel Esaú
Publisher: name: Zenodo
Year: 2023
Subjects: subject: calidad del agua
subject: Tourism
subject: FOS: Economics and business
subject: Tourism
subject: Sustainable tourism
subject: Touristic activity management
subject: Touristic zone
subject: Contamination
subject: Conservation
subject: Environmental conservation
subject: Resource conservation
subject: Freshwater conservation
subject: Biodiversity conservation
subject: Water conservation
subject: Nature conservation
subject: Biodiversity
subject: Biodiversity conservation
subject: Biodiversity protection
subject: Caves
subject: Water Quality
subject: Water quality
subject: Groundwater
subject: Environment
subject: Aquatic environment
subject: Acuífero
subject: Aquifer
subject: Aquatic Biodiversity
subject: Aquifer System
subject: Cave Systems
subject: Subterranean ecosystems
subject: Cenote Ecosystem
subject: Cenote
subject: Water Recharge
subject: Exploitation of underground water
subject: Geoscience
subject: Sinkhole
subject: Karst hydrology
subject: Karst sinkhole
subject: Karst Science
subject: Hydrological Research
subject: Hydrogeology
subject: Hydrobiology
subject: Hydrobiology/education

description: This poster is the product of Cenoteando project (https://www.cenoteando.mx/), which was produced in collaboration with the Universidad Nacional Autónoma de México, Kalanbio A.C (www.kalanbio.org) and Amigos de Sian Ka'an (https://www.amigosdesiankaan.org/).

The information in this poster was reviewed and validated by a group of specialists.

*Note: Due the high resolution of the infographic, the document may take some time to download.*

CC by NC-ND
sj-docx-1-ijm-10.1177_02557614241237235 – Supplemental material for Hidden diversity in the conservatoire: A qualitative enquiry into the experiences of higher education music students with disability
Creators: name: Thompson, Grace
name: de Bruin, Leon
name: Subiantoro, Monica
name: Skinner, Anthea
Publisher: name: SAGE Journals
Year: 2024
Subjects: Education

description: Supplemental material, sj-docx-1-ijm-10.1177_02557614241237235 for Hidden diversity in the conservatoire: A qualitative enquiry into the experiences of higher education music students with disability by Grace Thompson, Leon de Bruin, Monica Subiantoro and Anthea Skinner in International Journal of Music Education
Conservación de la calidad del agua de los cenotes y sus cuevas
Creators: name: Simoes, Nuno
name: Ortiz López, Ailin
name: Chávez Solís, Efraín
name: Chacón Medina, Isaac
name: Tapia Lemus, Eduardo Arturo
name: Ortiz Ponce, Israel Esaú
Publisher: name: Zenodo
Year: 2023

description: This publication was made with the funding of PAPIIT 2019 - IN228319 "Hacia un mapa de biodiversidad acuática de cenotes de la península de Yucatán" led by N. S. D. F. A.
Web page of the research group "Cenoteando" of the UNAM UMDI-Sisal:
www.cenoteando.mx
CC by NC-ND
sj-docx-2-dhj-10.1177_20552076241238075 - Supplemental material for The role of mentoring and coaching of healthcare professionals for digital technology adoption and implementation: A scoping review
Creators: name: Scandiffio, Jillian
name: Zhang, Melody
name: Karsan, Inaara
name: Charow, Rebecca
name: Anderson, Melanie
name: Salhia, Mohammad
name: Wiljer, David
Publisher: name: SAGE Journals
Year: 2024
Subjects: subject: Health and Community Services
subject: Cardiology
subject: Endocrinology
subject: Geriatrics and Gerontology
subject: Nursing not elsewhere classified
subject: Oncology and Carcinogenesis not elsewhere classified
subject: Aged Health Care
subject: Public Health and Health Services not elsewhere classified
subject: Engineering not elsewhere classified
subject: Anthropology
subject: FOS: Sociology
subject: Cultural Studies not elsewhere classified
subject: Information and Computing Sciences not elsewhere classified
subject: Organisation and Management Theory
subject: Science Policy
subject: Social Policy
subject: Sociology

description: Supplemental material, sj-docx-2-dhj-10.1177_20552076241238075 for The role of mentoring and coaching of healthcare professionals for digital technology adoption and implementation: A scoping review by Jillian Scandiffio, Melody Zhang, Inaara Karsan, Rebecca Charow, Melanie Anderson, Mohammad Salhia and David Wiljer in DIGITAL HEALTH
Additional file 1 of Distant origin of glioblastoma recurrence: neural stem cells in the subventricular zone serve as a source of tumor reconstruction after primary resection
Creators: name: Li, Xue
name: Kim, Hyun Jung
name: Yoo, Jihwan
name: Lee, Yeonhee
name: Nam, Chang Hyun
name: Park, Jonghan
name: Lee, Soon-Tae
name: Kim, Tae Min
name: Choi, Seung Hong
name: Won, Jae-Kyung
name: Park, Sung‑Hye
name: Ju, Young Seok
name: Park, Jong Bae
name: Kim, Se Hoon
name: Chang, Jong Hee
name: Wu, Hong-Gyun
name: Park, Chul-Kee
name: Lee, Jeong Ho
name: Kang, Seok-Gu
name: Lee, Joo Ho
Publisher: name: figshare
Year: 2025
Subjects: subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Neuroscience
subject: Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Cancer

description: Supplementary Material 1
Graph-Driven Multimodal Feature Learning Framework for Apparent Personality Assessment
Creators: name: Wang, Kangsheng
name: Ye, Chengwei
name: Zhang, Huanzhen
name: Xu, Linuo
name: Liu, Shuyan
Publisher: name: arXiv
Year: 2025
Subjects: subject: Computer Vision and Pattern Recognition (cs.CV)
subject: Computation and Language (cs.CL)
subject: Multimedia (cs.MM)
subject: FOS: Computer and information sciences

description: Predicting personality traits automatically has become a challenging problem in computer vision. This paper introduces an innovative multimodal feature learning framework for personality analysis in short video clips. For visual processing, we construct a facial graph and design a Geo-based two-stream network incorporating an attention mechanism, leveraging both Graph Convolutional Networks (GCN) and Convolutional Neural Networks (CNN) to capture static facial expressions. Additionally, ResNet18 and VGGFace networks are employed to extract global scene and facial appearance features at the frame level. To capture dynamic temporal information, we integrate a BiGRU with a temporal attention module for extracting salient frame representations. To enhance the model's robustness, we incorporate the VGGish CNN for audio-based features and XLM-Roberta for text-based features. Finally, a multimodal channel attention mechanism is introduced to integrate different modalities, and a Multi-Layer Perceptron (MLP) regression model is used to predict personality traits. Experimental results confirm that our proposed framework surpasses existing state-of-the-art approaches in performance.
sj-pdf-1-vmj-10.1177_1358863X241231494 – Supplemental material for Calprotectin as a new inflammatory marker of abdominal aortic aneurysm: A pilot study
Creators: name: Plana, Emma
name: Oto, Julia
name: Herranz, Raquel
name: Medina, Pilar
name: Cana, Fernando
name: Miralles, Manuel
Publisher: name: SAGE Journals
Year: 2024
Subjects: Cardiology
Surgery

description: Supplemental material, sj-pdf-1-vmj-10.1177_1358863X241231494 for Calprotectin as a new inflammatory marker of abdominal aortic aneurysm: A pilot study by Emma Plana, Julia Oto, Raquel Herranz, Pilar Medina, Fernando Cana and Manuel Miralles in Vascular Medicine
title:   Assessing the Temporal Relationship Between Changes in Neuroticism and Symptom Improvement in the Unified Protocol
Creators: name: Stumpp, Nicole
Publisher: name: University of Kentucky Libraries
Year: 2022
Subjects: subject: FOS: Psychology
valueUri: http://www.oecd.org/science/inno/38235147.pdf

description: Neuroticism is defined as the tendency to experience frequent and intense negative emotions accompanied by the belief that one could not cope adequately in response to stress. Neuroticism is associated with the development and maintenance of a range of emotional disorders (e.g., anxiety disorders, depression) and targeting this trait in treatment (rather than symptoms) may represent a more efficient approach to care. However, researchers have rarely measured neuroticism and symptoms frequently enough to establish temporal precedence between these dimensions. The present study is a secondary analysis that examined the temporal relationship between neuroticism and anxiety and depressive symptoms during a clinical trial of the Unified Protocol (UP), a treatment developed to address neuroticism. Participants (N = 38) meeting DSM-5 criteria for a primary emotional disorder completed six weekly sessions of the UP. We hypothesized that treatment with the UP will result in significant reductions in neuroticism and that changes in neuroticism would precede and predict changes in anxiety and depressive symptoms. Results suggest that within-person session-to-session changes in neuroticism precede and predict next session anxiety, but not depression. These findings add to the limited research assessing the temporal relationship between personality change and symptom change.
description: © Nicole Stumpp
sj-docx-1-jbd-10.1177_01650254241233545 – Supplemental material for Parental psychological control and emotional well-being among emerging adults: The moderating role of parent-oriented self-construals
Creators: name: Shi, Zeyi
name: Qu, Yang
name: Wang, Qian
name: Li, Yan
Publisher: name: SAGE Journals
Year: 2024
Subjects: Psychology not elsewhere classified

description: Supplemental material, sj-docx-1-jbd-10.1177_01650254241233545 for Parental psychological control and emotional well-being among emerging adults: The moderating role of parent-oriented self-construals by Zeyi Shi, Yang Qu, Qian Wang and Yan Li in International Journal of Behavioral Development
sj-docx-1-ecx-10.1177_00144029241230322 - Supplemental material for A Quantitative Systematic Literature Review of Self-Monitoring Components Within Mathematics Instruction and Intervention
Creators: name: Sutherland, Marah
name: Lussier, Cayla
name: Nelson, Gena
name: Suhr, Marissa Pilger
name: Fong, Janice
name: Turtura, Jessica
name: Clarke, Ben
Publisher: name: SAGE Journals
Year: 2024
Subjects: Special Education and Disability

description: Supplemental material, sj-docx-1-ecx-10.1177_00144029241230322 for A Quantitative Systematic Literature Review of Self-Monitoring Components Within Mathematics Instruction and Intervention by Marah Sutherland, Cayla Lussier, Gena Nelson, Marissa Pilger Suhr, Janice Fong, Jessica Turtura and Ben Clarke in Exceptional Children
Reproducibility and Transparency in Research
Creators: name: Tsapro, Dmytro
Publisher: name: Zenodo
Year: 2025

description: This dataset includes materials related to a presentation on the importance of reproducibility and transparency in cybersecurity research. The content covers key principles, challenges, and best practices for ensuring that cybersecurity research is reliable, verifiable, and impactful. It includes case studies from machine learning in malware detection, cryptographic protocol verification, and penetration testing tools, showcasing how reproducibility and transparency directly impact security research outcomes.

This resource is intended to support researchers, practitioners, and students in understanding the critical role of reproducibility in scientific inquiry and provide actionable insights for improving the transparency and reliability of cybersecurity research.
sj-docx-2-cad-10.1177_00111287241237980 – Supplemental material for Explaining Medical Cannabis Diversion Among Medical Cannabis License Holders: A Moderation Model
Creators: name: Ne’eman-Haviv, Vered
name: Paz, Ron
Publisher: name: SAGE Journals
Year: 2024
Subjects: Criminology not elsewhere classified

description: Supplemental material, sj-docx-2-cad-10.1177_00111287241237980 for Explaining Medical Cannabis Diversion Among Medical Cannabis License Holders: A Moderation Model by Vered Ne’eman-Haviv and Ron Paz in Crime & Delinquency
sj-docx-3-afs-10.1177_0095327X241235987 – Supplemental material for Sentiment Analysis of Russian-Language Social Media Posts Discussing the 2022 Russian Invasion of Ukraine
Creators: name: Dean, Matthew C.
name: Porter, Ben
Publisher: name: SAGE Journals
Year: 2024
Subjects: subject: International Relations
subject: Sociology
subject: FOS: Sociology

description: Supplemental material, sj-docx-3-afs-10.1177_0095327X241235987 for Sentiment Analysis of Russian-Language Social Media Posts Discussing the 2022 Russian Invasion of Ukraine by Matthew C. Dean and Ben Porter in Armed Forces & Society
sj-docx-5-afs-10.1177_0095327X241235987 – Supplemental material for Sentiment Analysis of Russian-Language Social Media Posts Discussing the 2022 Russian Invasion of Ukraine
Creators: name: Dean, Matthew C.
name: Porter, Ben
Publisher: name: SAGE Journals
Year: 2024
Subjects: subject: International Relations
subject: Sociology
subject: FOS: Sociology

description: Supplemental material, sj-docx-5-afs-10.1177_0095327X241235987 for Sentiment Analysis of Russian-Language Social Media Posts Discussing the 2022 Russian Invasion of Ukraine by Matthew C. Dean and Ben Porter in Armed Forces & Society
sj-pdf-1-mia-10.1177_1329878X241236984 - Supplemental material for Labelling, shadow bans and community resistance: did meta's strategy to suppress rather than remove COVID misinformation and conspiracy theory on Facebook slow the spread?
Creators: name: Johns, Amelia
name: Bailo, Francesco
name: Booth, Emily
name: Rizoiu, Marian-Andrei
Publisher: name: SAGE Journals
Year: 2024
Subjects: Communication and Media Studies not elsewhere classified

description: Supplemental material, sj-pdf-1-mia-10.1177_1329878X241236984 for Labelling, shadow bans and community resistance: did meta's strategy to suppress rather than remove COVID misinformation and conspiracy theory on Facebook slow the spread? by Amelia Johns, Francesco Bailo, Emily Booth and Marian-Andrei Rizoiu in Media International Australia
Supplemental Material - Perception of undergraduate students of Nigeria’s premier university on the use of emergency remote teaching during Covid-19
Creators: name: Adekannbi, Janet O
name: Ipadeola, Oyindamola
Publisher: name: SAGE Journals
Year: 2024
Subjects: Education

description: Supplemental Material for Perception of undergraduate students of Nigeria’s premier university on the use of emergency remote teaching during Covid-19 by Janet O Adekannbi and Oyindamola Ipadeola in E-Learning and Digital Media
CurryHaydon-AgeRepresentation-Nov2017-Supplemental – Supplemental material for Lawmaker Age, Issue Salience, and Senior Representation in Congress
Creators: name: Curry, James M.
name: Haydon, Matthew R.
Publisher: name: SAGE Journals
Year: 2018
Subjects: subject: 160607 International Relations
subject: FOS: Political science

description: Supplemental material, CurryHaydon-AgeRepresentation-Nov2017-Supplemental for Lawmaker Age, Issue Salience, and Senior Representation in Congress by James M. Curry and Matthew R. Haydon in American Politics Research
Guía de Buenas Prácticas para la conservación y uso de los cenotes y sus cuevas de la Península de Yucatán: Preservación de la riqueza histórica, cultural, participación social y educación.
Creators: name: Simoes, Nuno
name: Ortiz López, Ailin
name: Chávez Solís, Efraín
name: Chacón, Isaac
name: Tapia Lemus, Eduardo Arturo
name: Ortiz Ponce, Israel Esaú
Publisher: name: Zenodo
Year: 2024
Subjects: subject: ciencia
subject: Preservación
subject: cenotes
subject: Yucatan
subject: riqueza historica
subject: Cultural heritage
subject: Cultural goods
subject: Culture
subject: sociedad
subject: Education
subject: education
subject: Caves
subject: Cave
subject: caves
subject: Groundwater
subject: Groundwater endangering
subject: Groundwater quality
subject: Groundwater pollution
subject: Groundwater protection
subject: groundwater
subject: sinkhole
subject: inundated cave
subject: Acuífero
subject: Aquifer
subject: Aquatic Biodiversity
subject: Aquifer System
subject: Área de conservación
subject: Biodiversidad de agua dulce
subject: Cave Systems
subject: Caverna
subject: Cenote Ecosystem
subject: Conservation area
subject: Dolina
subject: Ecosistemas subterráneos
subject: Ecosystem services
subject: Cultural ecosystem services
subject: Ecotourism
subject: Ecoturismo
subject: Environmental protection
subject: Especies endémicas
subject: Espeleología
subject: Freshwater biodiversity
subject: Geoarchaeology
subject: Geociencia
subject: Yucatán Peninsula
subject: Underground Water
subject: Subterranean ecosystems
subject: Sinkhole
subject: Speleobiology

description: This poster is the product of Cenoteando project (https://www.cenoteando.mx/), which was produced in collaboration with the Universidad Nacional Autónoma de México, Kalanbio A.C (www.kalanbio.org) and Amigos de Sian Ka'an (https://www.amigosdesiankaan.org/).

The information in this poster was reviewed and validated by a group of specialists.

*Note: Due the high resolution of the infographic, the document may take some time to download.*

CC by NC-ND
Supplemental Material - Genetically predicted circulating interleukin-18 levels are associated with risk of systemic lupus erythematosus and type 1 diabetes
Creators: name: Qin, Wei-Zi
name: Wang, Xu-Fan
name: Leng, Rui
name: Xu, Wen-Jing
name: Wang, Fei-Fei
name: Zhao, Wei
name: Leng, Rui-Xue
Publisher: name: SAGE Journals
Year: 2024
Subjects: Aged Health Care

description: Supplemental Material for Genetically predicted circulating interleukin-18 levels are associated with risk of systemic lupus erythematosus and type 1 diabetes by Wei-Zi Qin, Xu-Fan Wang, Rui Leng, Wen-Jing Xu, Fei-Fei Wang, Wei Zhao, and Rui-Xue Leng in Lupus
Supplemental Material - A data-driven approach to analyse the co-evolution of urban systems through a resilience lens: A Helsinki case study
Creators: name: Casali, Ylenia
name: Aydin, Nazli Yonca
name: Comes, Tina
Publisher: name: SAGE Journals
Year: 2024
Subjects: Geography
Urban and Regional Planning not elsewhere classified

description: Supplemental Material for A data-driven approach to analyse the co-evolution of urban systems through a resilience lens: A Helsinki case study by Ylenia Casali, Nazli Yonca Aydin and Tina Comes in Environment and Planning B: Urban Analytics and City Science.
sj-docx-1-msj-10.1177_13524585241227372 – Supplemental material for A US payer perspective health economic model assessing value of monitoring disease activity to inform discontinuation and re-initiation of DMT in multiple sclerosis
Creators: name: Jalaleddini, Kian
name: Bermel, Robert A
name: Talente, Bari
name: Weinstein, David
name: Qureshi, Ferhan
name: Rasmussen, Maital
name: Menon, Sreeranjani
name: Amarapala, Miyuru
name: Jordan, Kesshi
name: Ghoreyshi, Ati
name: McCurdy, Shannon
name: Edgeworth, Mike
Publisher: name: SAGE Journals
Year: 2024
Subjects: subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: Aged Health Care

description: Supplemental material, sj-docx-1-msj-10.1177_13524585241227372 for A US payer perspective health economic model assessing value of monitoring disease activity to inform discontinuation and re-initiation of DMT in multiple sclerosis by Kian Jalaleddini, Robert A Bermel, Bari Talente, David Weinstein, Ferhan Qureshi, Maital Rasmussen, Sreeranjani Menon, Miyuru Amarapala, Kesshi Jordan, Ati Ghoreyshi, Shannon McCurdy and Mike Edgeworth in Multiple Sclerosis Journal