cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
Establishing Genomics Infrastructure for Australian Researchers
Creators: name: Nelson, Tiffanie M.
name: Christiansen, Jeffrey H.
name: Al Bkhetan, Ziad
name: Bromhead, Catherine
name: Burke, Melissa
name: Capon, Patrick
name: Connolly, Keeva
name: Gustafsson, Ove Johan Ragnar
name: Gray, Mark
name: Gorse, Dominique
name: Hall, Christina
name: Hall, Kathryn
name: Hyde, Cameron
name: Khan, Farah Z.
name: Lee, Justin
name: Manos, Steven
name: Mangion, Christoper
name: Makunin, Igor
name: Mok, Winnie
name: Phippard, Lisa
name: Price, Gareth
name: Syme, Anna
name: Thang, Mike W. C.
name: Ward, Nigel
name: Lonie, Andrew
Publisher: name: Zenodo
Year: 2024
Subjects: subject: Genomics
subject: Bioinformatics
subject: FOS: Computer and information sciences
subject: Infrastructure

description: Australian BioCommons is a national initiative funded to develop community-scale digital capacity, training and bioinformatics infrastructure to support Australia’s life scientists. We shared this information with European colleagues at the annual ELIXIR All-Hands meeting in 2024.

Resources available to support Australian genomics researchers include: 

Galaxy Australia's Genome Lab - A new user-friendly, web-based data analysis platform, (genome.usegalaxy.org.au)

The Australian FGENESH++ Service - an automated genome annotation software pipeline for predicting eukaryotic genomes on command line or via Galaxy Australia, biocommons.org.au/fgenesh-plus-plus; 

The Australian Apollo Service: a web-based tool to perform collaborative manual curation and visualisation of genome annotations or sharing of genomic data, apollo-portal.genome.edu.au/

The Australian BioCommons Leadership Share (ABLeS): provides access to computational resources and bioinformatics expertise for producing reference datasets, biocommons.org.au/ables

WorkflowHub space - discover optimised and reusable workflows, workflowhub.eu/programmes/8/workflows

The Australian Nextflow Seqera Service: manage and monitor bioinformatic pipelines across infrastructures and cloud providers of choice, biocommons.org.au/seqera-platform

Australian Reference Genome Atlas - discover indexed genomic data of species relevant to Australia, arga.org.au

ToolFinder - find 100’s of tools and containerised software easily, biocommons.org.au/tool-finder

ENA Upload tool - Easily upload data to international repositories direct from Galaxy Australia platform, github.com/usegalaxy-eu/ena-upload-cli

How-to Guides - get directions to run workflows on Galaxy Australia, australianbiocommons.github.io/how-to-guides

Including the Vertebrate Genomes Project assembly workflow, https://github.com/AnnaSyme/wfs-VGP

Bioinformatics training materials, infrastructure and events through the National Training Program, biocommons.org.au/webinars-workshops

For more information and access to the services, visit biocommons.org.au
Study Of Xeon Phi Performance Of A Molecular Dynamics Proxy Application
Creators: name: Bjørnseth, Benjamin Andreassen
Publisher: name: Zenodo
Year: 2017
Subjects: execution speed, Intel Xeon Phi coprocessor

description: This whitepaper studies the execution speed of the Intel Xeon Phi coprocessor when running a molecular dynamics proxy application. We aim to describe how particular code transformations influence the performance of different phases in the application code. Results demonstrate the performance response to code transformations on a single accelerator. The whitepaper will also present weak and strong scaling projections, and evaluate the potential for exascale simulations.
sj-pdf-5-hpq-10.1177_13591053231201038 – Supplemental material for The moderating role of trust in pandemic-relevant institutions on the relation between pandemic fatigue and vaccination intentions
Creators: name: Scholz, David D
name: Bader, Martina
name: Betsch, Cornelia
name: Böhm, Robert
name: Lilleholt, Lau
name: Sprengholz, Philipp
name: Zettler, Ingo
Publisher: name: SAGE Journals
Year: 2023
Subjects: Psychology not elsewhere classified
Psychiatry (incl. Psychotherapy)
Public Health and Health Services not elsewhere classified

description: Supplemental material, sj-pdf-5-hpq-10.1177_13591053231201038 for The moderating role of trust in pandemic-relevant institutions on the relation between pandemic fatigue and vaccination intentions by David D Scholz, Martina Bader, Cornelia Betsch, Robert Böhm, Lau Lilleholt, Philipp Sprengholz and Ingo Zettler in Journal of Health Psychology
Additional file 2 of Development and pilot study of “Smart Cancer Care”: a platform for managing side effects of chemotherapy
Creators: name: Sin, Cheolkyung
name: Kim, Hyeyeong
name: Im, Hyeon-Su
name: Ock, Minsu
name: Koh, Su-Jin
Publisher: name: figshare
Year: 2023
Subjects: subject: Medicine
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Cancer
subject: Science Policy
subject: Hematology
subject: Infectious Diseases
subject: FOS: Health sciences

description: Supplementary Material 2
Additional file 2 of Differences in elementary-age children’s accelerometer - measured physical activity between school and summer: three-year findings from the What’s UP (Undermining Prevention) with summer observational cohort study
Creators: name: Beets, Michael W.
name: Burkart, Sarah
name: Pfledderer, Christopher
name: Adams, Elizabeth
name: Weaver, R. Glenn
name: Armstrong, Bridget
name: Brazendale, Keith
name: Zhu, Xuanxuan
name: McLain, Alexander
name: Turner-McGrievy, Brie
name: Pate, Russell
name: Kaczynski, Andrew
name: Fairchild, Amanda
name: Saelens, Brian
name: Parker, Hannah
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Physiology
subject: FOS: Biological sciences
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Science Policy

description: Supplementary Material 2
sj-docx-1-msj-10.1177_13524585231199084 – Supplemental material for Vaccination frequency in people newly diagnosed with multiple sclerosis
Creators: name: Darvishi, Sonia
name: Donnachie, Ewan
name: Gasperi, Christiane
name: Hapfelmeier, Alexander
name: Hemmer, Bernhard
Publisher: name: SAGE Journals
Year: 2023
Subjects: subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: Aged Health Care

description: Supplemental material, sj-docx-1-msj-10.1177_13524585231199084 for Vaccination frequency in people newly diagnosed with multiple sclerosis by Sonia Darvishi, Ewan Donnachie, Christiane Gasperi, Alexander Hapfelmeier and Bernhard Hemmer in Multiple Sclerosis Journal
sj-docx-1-msj-10.1177_13524585231200720 – Supplemental material for Microfibrillar-associated protein 4 as a potential marker of acute relapse in inflammatory demyelinating diseases of the central nervous system: Pathological and clinical aspects
Creators: name: Samadzadeh, Sara
name: Olesen, Mads Nikolaj
name: Wirenfeldt, Martin
name: Möller, Sören
name: Misu, Tatsuro
name: Soelberg, Kerstin
name: Frederiksen, Jette Lautrup
name: Heegaard, Steffen
name: Mariotto, Sara
name: Fujihara, Kazuo
name: Ruprecht, Klemens
name: Andersen, Thomas Levin
name: Marignier, Romain
name: Lillevang, Søren Thue
name: Flanagan, Eoin P
name: Pittock, Sean J
name: Kim, Ho Jin
name: Bennett, Jeffrey L
name: Paul, Friedemann
name: Sorensen, Grith Lykke
name: Weinshenker, Brian G
name: Lassmann, Hans
name: Asgari, Nasrin
Publisher: name: SAGE Journals
Year: 2023
Subjects: subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: Aged Health Care

description: Supplemental material, sj-docx-1-msj-10.1177_13524585231200720 for Microfibrillar-associated protein 4 as a potential marker of acute relapse in inflammatory demyelinating diseases of the central nervous system: Pathological and clinical aspects by Sara Samadzadeh, Mads Nikolaj Olesen, Martin Wirenfeldt, Sören Möller, Tatsuro Misu, Kerstin Soelberg, Jette Lautrup Frederiksen, Steffen Heegaard, Sara Mariotto, Kazuo Fujihara, Klemens Ruprecht, Thomas Levin Andersen, Romain Marignier, Søren Thue Lillevang, Eoin P Flanagan, Sean J Pittock, Ho Jin Kim, Jeffrey L Bennett, Friedemann Paul, Grith Lykke Sorensen, Brian G Weinshenker, Hans Lassmann and Nasrin Asgari in Multiple Sclerosis Journal
การศึกษาผลสัมฤทธิ์ทางการเรียน หน่วยการเรียนรู้งานและพลังงาน และความสามารถในการแก้ปัญหาของนักเรียนชั้นมัธยมศึกษาปีที่ 4 ด้วยการจัดการเรียนรู้โดยใช้ปัญหาเป็นฐาน
Creators: name: นันทนา ฐานวิเศษ
name: วาสนา กีรติจำเริญ
Publisher: name: สำนักวิทยบริการ มหาวิทยาลัยสงขลานครินทร์ วิทยาเขตปัตตานี
Year: 2018
Subjects: การจัดการเรียนรู้โดยใช้ปัญหาเป็นฐาน
ผลสัมฤทธิ์ทางการเรียน
ความสามารถในการแก้ปัญหา
problem based learning
learning achievement
problem solving ability

description: วารสารวิทยบริการ มหาวิทยาลัยสงขลานครินทร์, 29, 2, 43-50
การพัฒนาการรู้เรื่องคณิตศาสตร์ เรื่อง ความน่าจะเป็น ของนักเรียนชั้นมัธยมศึกษาปีที่ 5 ด้วยการจัดการเรียนรู้โดยใช้บริบทเป็นฐาน
Creators: name: รุ่งทิวา บุญมาโตน
name: วนินทร สุภาพ
name: รัชฎา วิริยะพงศ์
Publisher: name: สำนักวิทยบริการ มหาวิทยาลัยสงขลานครินทร์ วิทยาเขตปัตตานี
Year: 2018
Subjects: การรู้เรื่องคณิตศาสตร์
การจัดการเรียนรู้โดยใช้บริบทเป็นฐาน
ความน่าจะเป็น
วิจัยปฏิบัติการในชั้นเรียน
mathematical literacy
context-based learning
probability
classroom action research

description: วารสารวิทยบริการ มหาวิทยาลัยสงขลานครินทร์, 29, 2, 51-61
Additional file 3 of Development and pilot study of “Smart Cancer Care”: a platform for managing side effects of chemotherapy
Creators: name: Sin, Cheolkyung
name: Kim, Hyeyeong
name: Im, Hyeon-Su
name: Ock, Minsu
name: Koh, Su-Jin
Publisher: name: figshare
Year: 2023
Subjects: subject: Medicine
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Cancer
subject: Science Policy
subject: Hematology
subject: Infectious Diseases
subject: FOS: Health sciences

description: Supplementary Material 3
sj-docx-1-pie-10.1177_09544089231206037 - Supplemental material for Multi-attribute optimization of drilling CFRP/Ti-6Al-4V alloy hybrid stacks using VIKOR
Creators: name: Samsudeensadham, S
name: Krishnaraj, V
name: Ramachandran, ArunRamnath
Publisher: name: SAGE Journals
Year: 2023
Subjects: Engineering not elsewhere classified
Materials Engineering not elsewhere classified

description: Supplemental material, sj-docx-1-pie-10.1177_09544089231206037 for Multi-attribute optimization of drilling CFRP/Ti-6Al-4V alloy hybrid stacks using VIKOR by S Samsudeensadham, V Krishnaraj and ArunRamnath Ramachandran in Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering
การพัฒนาระบบสารสนเทศสำหรับการจัดการรายละเอียดรายวิชา (มคอ.3)
Creators: name: ไกรทพนธ์ เติมวิทย์ขจร
name: นิมารูนี หะยีวาเงาะ
name: ศิริชัย นามบุรี
Publisher: name: สำนักวิทยบริการ มหาวิทยาลัยสงขลานครินทร์ วิทยาเขตปัตตานี
Year: 2018
Subjects: การพัฒนาระบบสารสนเทศ
วงจรชีวิตการพัฒนาระบบ
การจัดการรายละเอียดรายวิชา
มคอ.3
information system development
system development life cycle
subject content information system
TQF 3

description: วารสารวิทยบริการ มหาวิทยาลัยสงขลานครินทร์, 29, 2, 62-75
Additional file 1 of Assessing the knowledge, attitude, and practice of frontline physicians in Egyptian university hospitals regarding pharyngitis and acute rheumatic fever: a cross-sectional study that calls for action
Creators: name: Abdelsayed, Kerollos
name: Ali, Hossam Tharwat
name: Helal, Mohamed Basyouni
name: Assar, Ahmed
name: Madany, Maysa
name: Gabra, Mohamed Diaa
name: Abdelrahman, Ahmed
name: Goudy, Yomna
name: Dandrawy, Ahmed
name: Soliman, Ziad Ashraf
name: Qubaisy, Heba M.
name: Shahin, Ghada. M. M.
name: Azimullah, Parvin C.
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Sociology
subject: FOS: Sociology
subject: Cancer
subject: Science Policy

description: Supplementary Material 1.
ผลของกิจกรรมแนะแนวตามหลักอิทธิบาท 4 ต่อการเพิ่มความคิดเชิงบวกและความสามารถในการฟันฝ่าอุปสรรคของนักเรียนชั้นมัธยมศึกษาปีที่ 2 โรงเรียนจรัสพิชากร จังหวัดนครศรีธรรมราช
Creators: name: ชนกนาฏ ยิ่งอุปการ
name: จิตตินันท์ บุญสถิรกุล
Publisher: name: สำนักวิทยบริการ มหาวิทยาลัยสงขลานครินทร์ วิทยาเขตปัตตานี
Year: 2018
Subjects: กิจกรรมแนะแนวตามหลักอิทธิบาท 4
ความคิดเชิงบวก
ความสามารถในการฟันฝ่าอุปสรรค
activities based on Iddhipada 4
positive thinking
adversity quotient

description: วารสารวิทยบริการ มหาวิทยาลัยสงขลานครินทร์, 29, 2, 76-85
Additional file 4 of Development and pilot study of “Smart Cancer Care”: a platform for managing side effects of chemotherapy
Creators: name: Sin, Cheolkyung
name: Kim, Hyeyeong
name: Im, Hyeon-Su
name: Ock, Minsu
name: Koh, Su-Jin
Publisher: name: figshare
Year: 2023
Subjects: subject: Medicine
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Cancer
subject: Science Policy
subject: Hematology
subject: Infectious Diseases
subject: FOS: Health sciences

description: Supplementary Material 4
sj-docx-1-hsb-10.1177_00221465231199281 – Supplemental material for Sleep Duration Differences by Education from Middle to Older Adulthood: Does Employment Stratification Contribute to Gendered Leveling?
Creators: name: Meyer, Jess M.
Publisher: name: SAGE Journals
Year: 2023
Subjects: subject: Psychology not elsewhere classified
subject: Sociology
subject: FOS: Sociology

description: Supplemental material, sj-docx-1-hsb-10.1177_00221465231199281 for Sleep Duration Differences by Education from Middle to Older Adulthood: Does Employment Stratification Contribute to Gendered Leveling? by Jess M. Meyer in Journal of Health and Social Behavior
Using Gpu Accelerators For Improving Performance And Scalability In Material Physics Simulations
Creators: name: M. Uchroński
Publisher: name: Zenodo
Year: 2017
Subjects: electron-electron interactions, non-trivial topological order

description: This work will be focused on parallel simulation of electron-electron interactions in materials with non-trivial topological order (i.e. Chern insulators). A problem of electron-electron interaction systems can be solved by diagonalizing a many-body Hamiltonian matrix in a basis of configurations of electrons distributed among possible single particle energy levels - a configuration interaction method. The number of possible configurations exponentially increases with a number of electrons and energy levels; 6 electrons occupying 24 energy levels corresponds to the dimension of Hilbert space about 105, for 12 electrons it gives 106 configurations. Solving such a problem requires effective computational methods and highly efficient optimization of the source code. The project will focus on many-body effects related to strongly interacting electrons on flat bands with non-trivial topology. Such systems are expected to be useful in study and understanding of new topological phases of matter, and in a further future can be used to design novel nanomaterials. GPU accelerators will be used for improving performance and scalability in parallel simulation of electron-electron interaction in materials with a non-trivial topological order.
Additional file 5 of Development and pilot study of “Smart Cancer Care”: a platform for managing side effects of chemotherapy
Creators: name: Sin, Cheolkyung
name: Kim, Hyeyeong
name: Im, Hyeon-Su
name: Ock, Minsu
name: Koh, Su-Jin
Publisher: name: figshare
Year: 2023
Subjects: subject: Medicine
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Cancer
subject: Science Policy
subject: Hematology
subject: Infectious Diseases
subject: FOS: Health sciences

description: Supplementary Material 5
sj-docx-1-eso-10.1177_23969873231206894 – Supplemental material for Intravenous thrombolysis with tenecteplase versus alteplase combined with endovascular treatment of anterior circulation tandem occlusions: A pooled analysis of ETIS and TETRIS
Creators: name: Marnat, Gaultier
name: Lapergue, Bertrand
name: Gory, Benjamin
name: Kyheng, Maeva
name: Labreuche, Julien
name: Turc, Guillaume
name: Olindo, Stephanze
name: Sibon, Igor
name: Caroff, Jildaz
name: Smadja, Didier
name: Chausson, Nicolas
name: Clarençon, Frederic
name: Seners, Pierre
name: Bourcier, Romain
name: Pop, Raoul
name: Olivot, Jean-Marc
name: Mazighi, Mikael
name: Moulin, Solène
name: Janot, Kevin
name: Cognard, Christophe
name: Alamowitch, Sonia
name: Gerschenfeld, Gaspard
Publisher: name: SAGE Journals
Year: 2023
Subjects: subject: Cardiology
subject: Medicine
subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine

description: Supplemental material, sj-docx-1-eso-10.1177_23969873231206894 for Intravenous thrombolysis with tenecteplase versus alteplase combined with endovascular treatment of anterior circulation tandem occlusions: A pooled analysis of ETIS and TETRIS by Gaultier Marnat, Bertrand Lapergue, Benjamin Gory, Maeva Kyheng, Julien Labreuche, Guillaume Turc, Stephanze Olindo, Igor Sibon, Jildaz Caroff, Didier Smadja, Nicolas Chausson, Frederic Clarençon, Pierre Seners, Romain Bourcier, Raoul Pop, Jean-Marc Olivot, Mikael Mazighi, Solène Moulin, Kevin Janot, Christophe Cognard, Sonia Alamowitch and Gaspard Gerschenfeld in European Stroke Journal
sj-docx-2-eso-10.1177_23969873231206894 – Supplemental material for Intravenous thrombolysis with tenecteplase versus alteplase combined with endovascular treatment of anterior circulation tandem occlusions: A pooled analysis of ETIS and TETRIS
Creators: name: Marnat, Gaultier
name: Lapergue, Bertrand
name: Gory, Benjamin
name: Kyheng, Maeva
name: Labreuche, Julien
name: Turc, Guillaume
name: Olindo, Stephanze
name: Sibon, Igor
name: Caroff, Jildaz
name: Smadja, Didier
name: Chausson, Nicolas
name: Clarençon, Frederic
name: Seners, Pierre
name: Bourcier, Romain
name: Pop, Raoul
name: Olivot, Jean-Marc
name: Mazighi, Mikael
name: Moulin, Solène
name: Janot, Kevin
name: Cognard, Christophe
name: Alamowitch, Sonia
name: Gerschenfeld, Gaspard
Publisher: name: SAGE Journals
Year: 2023
Subjects: subject: Cardiology
subject: Medicine
subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine

description: Supplemental material, sj-docx-2-eso-10.1177_23969873231206894 for Intravenous thrombolysis with tenecteplase versus alteplase combined with endovascular treatment of anterior circulation tandem occlusions: A pooled analysis of ETIS and TETRIS by Gaultier Marnat, Bertrand Lapergue, Benjamin Gory, Maeva Kyheng, Julien Labreuche, Guillaume Turc, Stephanze Olindo, Igor Sibon, Jildaz Caroff, Didier Smadja, Nicolas Chausson, Frederic Clarençon, Pierre Seners, Romain Bourcier, Raoul Pop, Jean-Marc Olivot, Mikael Mazighi, Solène Moulin, Kevin Janot, Christophe Cognard, Sonia Alamowitch and Gaspard Gerschenfeld in European Stroke Journal
sj-doc-1-dhj-10.1177_20552076231205733 - Supplemental material for Improving the lives of ethnically diverse family carers and people living with dementia using digital media resources – Protocol for the Draw-Care randomised controlled trial
Creators: name: Thodis, Antonia
name: Dang, Thu-Ha
name: Antoniades, Josefine
name: Gilbert, Andrew S.
name: Nguyen, Tuan
name: Hlis, Danijela
name: Gurgone, Mary
name: Dow, Briony
name: Cooper, Claudia
name: Xiao, Lily-Dongxia
name: Wickramasinghe, Nilmini
name: Ulapane, Nalika
name: Varghese, Mathew
name: Loganathan, Santosh
name: Enticott, Joanne
name: Mortimer, Duncan
name: Brijnath, Bianca
Publisher: name: SAGE Journals
Year: 2023
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-doc-1-dhj-10.1177_20552076231205733 for Improving the lives of ethnically diverse family carers and people living with dementia using digital media resources – Protocol for the Draw-Care randomised controlled trial by Antonia Thodis, Thu-Ha Dang, Josefine Antoniades and Andrew S. Gilbert, Tuan Nguyen, Danijela Hlis, Mary Gurgone, Briony Dow, Claudia Cooper, Lily-Dongxia Xiao, Nilmini Wickramasinghe, Nalika Ulapane, Mathew Varghese, Santosh Loganathan, Joanne Enticott, Duncan Mortimer, Bianca Brijnath in DIGITAL HEALTH
sj-docx-3-dhj-10.1177_20552076231205733 - Supplemental material for Improving the lives of ethnically diverse family carers and people living with dementia using digital media resources – Protocol for the Draw-Care randomised controlled trial
Creators: name: Thodis, Antonia
name: Dang, Thu-Ha
name: Antoniades, Josefine
name: Gilbert, Andrew S.
name: Nguyen, Tuan
name: Hlis, Danijela
name: Gurgone, Mary
name: Dow, Briony
name: Cooper, Claudia
name: Xiao, Lily-Dongxia
name: Wickramasinghe, Nilmini
name: Ulapane, Nalika
name: Varghese, Mathew
name: Loganathan, Santosh
name: Enticott, Joanne
name: Mortimer, Duncan
name: Brijnath, Bianca
Publisher: name: SAGE Journals
Year: 2023
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-3-dhj-10.1177_20552076231205733 for Improving the lives of ethnically diverse family carers and people living with dementia using digital media resources – Protocol for the Draw-Care randomised controlled trial by Antonia Thodis, Thu-Ha Dang, Josefine Antoniades and Andrew S. Gilbert, Tuan Nguyen, Danijela Hlis, Mary Gurgone, Briony Dow, Claudia Cooper, Lily-Dongxia Xiao, Nilmini Wickramasinghe, Nalika Ulapane, Mathew Varghese, Santosh Loganathan, Joanne Enticott, Duncan Mortimer, Bianca Brijnath in DIGITAL HEALTH
sj-docx-1-cjb-10.1177_00938548231202799 – Supplemental material for The Classification of Federally Sentenced Women in Canada: Addition of Gender-Informed Variables to the Custody Rating Scale Contributes Incremental Predictive Validity
Creators: name: Bedard, Theresia E. M.
name: Blanchette, Kelley
name: Brown, Shelley L.
Publisher: name: SAGE Journals
Year: 2023
Subjects: Public Health and Health Services not elsewhere classified
Criminology not elsewhere classified
Psychology not elsewhere classified

description: Supplemental material, sj-docx-1-cjb-10.1177_00938548231202799 for The Classification of Federally Sentenced Women in Canada: Addition of Gender-Informed Variables to the Custody Rating Scale Contributes Incremental Predictive Validity by Theresia E. M. Bedard, Kelley Blanchette and Shelley Brown in Criminal Justice and Behavior
sj-pdf-3-psp-10.1177_01461672231202288 – Supplemental material for Funny Date, Creative Mate? Unpacking the Effect of Humor on Romantic Attraction
Creators: name: Langley, Erika B.
name: Shiota, Michelle N.
Publisher: name: SAGE Journals
Year: 2023
Subjects: Psychology not elsewhere classified

description: Supplemental material, sj-pdf-3-psp-10.1177_01461672231202288 for Funny Date, Creative Mate? Unpacking the Effect of Humor on Romantic Attraction by Erika B. Langley and Michelle N. Shiota in Personality and Social Psychology Bulletin
Additional file 1 of The therapeutic potential for targeting CSE/H2S signaling in macrophages against Escherichia coli infection
Creators: name: Fu, Shaodong
name: Wang, Zhenglei
name: Han, Xiangan
name: Xu, Yuanyuan
name: Miao, Jinfeng
Publisher: name: figshare
Year: 2023
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Physiology
subject: Pharmacology
subject: Chemical Sciences not elsewhere classified
subject: Immunology
subject: FOS: Clinical medicine
subject: Infectious Diseases
subject: FOS: Health sciences

description: Additional file 1: Key resources table.
Parallel I/O Performance Benchmarking And Investigation On Multiple Hpc Architectures
Creators: name: D. Sloan-Murphy
Publisher: name: Zenodo
Year: 2017
Subjects: I/O, MPI-IO, HDF5

description: Solving the bottleneck of I/O is key in the move towards exascale computing. Research communities must be informed of the I/O performance of existing resources in order to make reasonable decisions for the future. This paper therefore presents benchmarks for the write capabilities of the ARCHER, COSMA, UK-RDF DAC, and JASMIN HPC systems, using MPI-IO and, in selected cases, the HDF5 and NetCDF parallel libraries.

We find a reasonable expectation is for approximately 50% of the theoretical system maximum bandwidth to be attainable in practice. Contention is shown to have a dramatic effect on performance. MPI-IO, HDF5 and NetCDF are found to scale similarly but the high-level libraries introduce a small amount of performance overhead.

For the Lustre file system, on a single shared file, maximum performance is found by maximising the stripe count and matching the individual stripe size to the magnitude of I/O operation performed. HDF5 is discovered to scale poorly on Lustre due to an unfavourable interaction with the H5Fclose() routine.
sj-pdf-6-psp-10.1177_01461672231202288 – Supplemental material for Funny Date, Creative Mate? Unpacking the Effect of Humor on Romantic Attraction
Creators: name: Langley, Erika B.
name: Shiota, Michelle N.
Publisher: name: SAGE Journals
Year: 2023
Subjects: Psychology not elsewhere classified

description: Supplemental material, sj-pdf-6-psp-10.1177_01461672231202288 for Funny Date, Creative Mate? Unpacking the Effect of Humor on Romantic Attraction by Erika B. Langley and Michelle N. Shiota in Personality and Social Psychology Bulletin
Additional file 2 of The therapeutic potential for targeting CSE/H2S signaling in macrophages against Escherichia coli infection
Creators: name: Fu, Shaodong
name: Wang, Zhenglei
name: Han, Xiangan
name: Xu, Yuanyuan
name: Miao, Jinfeng
Publisher: name: figshare
Year: 2023
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Physiology
subject: Pharmacology
subject: Chemical Sciences not elsewhere classified
subject: Immunology
subject: FOS: Clinical medicine
subject: Infectious Diseases
subject: FOS: Health sciences

description: Additional file 2: Oligonucleotide sequences used for qPCR.
sj-pdf-8-psp-10.1177_01461672231202288 – Supplemental material for Funny Date, Creative Mate? Unpacking the Effect of Humor on Romantic Attraction
Creators: name: Langley, Erika B.
name: Shiota, Michelle N.
Publisher: name: SAGE Journals
Year: 2023
Subjects: Psychology not elsewhere classified

description: Supplemental material, sj-pdf-8-psp-10.1177_01461672231202288 for Funny Date, Creative Mate? Unpacking the Effect of Humor on Romantic Attraction by Erika B. Langley and Michelle N. Shiota in Personality and Social Psychology Bulletin
Additional file 3 of The therapeutic potential for targeting CSE/H2S signaling in macrophages against Escherichia coli infection
Creators: name: Fu, Shaodong
name: Wang, Zhenglei
name: Han, Xiangan
name: Xu, Yuanyuan
name: Miao, Jinfeng
Publisher: name: figshare
Year: 2023
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Physiology
subject: Pharmacology
subject: Chemical Sciences not elsewhere classified
subject: Immunology
subject: FOS: Clinical medicine
subject: Infectious Diseases
subject: FOS: Health sciences

description: Additional file 3: PAG reversed the observed effect on autophagy of CSE overexpression. RAW264.7 cells were transfected with CSE overexpression plasmids, with or without PAG, while control cells were transfected with an empty vector. Immunoblots were performed to detect changes in autophagy-related proteins. Data are presented as the means ± SEMs (n = 3). *(P < 0.05) = significantly different.
sj-pdf-9-psp-10.1177_01461672231202288 – Supplemental material for Funny Date, Creative Mate? Unpacking the Effect of Humor on Romantic Attraction
Creators: name: Langley, Erika B.
name: Shiota, Michelle N.
Publisher: name: SAGE Journals
Year: 2023
Subjects: Psychology not elsewhere classified

description: Supplemental material, sj-pdf-9-psp-10.1177_01461672231202288 for Funny Date, Creative Mate? Unpacking the Effect of Humor on Romantic Attraction by Erika B. Langley and Michelle N. Shiota in Personality and Social Psychology Bulletin
sj-pdf-1-jcb-10.1177_0271678X211069228 - Supplemental material for Systematic validation of structural brain networks in cerebral small vessel disease
Creators: name: Dewenter, Anna
name: Gesierich, Benno
name: ter Telgte, Annemieke
name: Wiegertjes, Kim
name: Cai, Mengfei
name: Jacob, Mina A
name: Marques, José P
name: Norris, David G
name: Franzmeier, Nicolai
name: de Leeuw, Frank-Erik
name: Tuladhar, Anil M
name: Duering, Marco
Publisher: name: SAGE Journals
Year: 2023
Subjects: subject: Emergency Medicine
subject: Endocrinology
subject: Medicine
subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: Radiology and Organ Imaging
subject: Cell Biology
subject: Biochemistry
subject: Biological Sciences not elsewhere classified
subject: Neuroscience

description: Supplemental material, sj-pdf-1-jcb-10.1177_0271678X211069228 for Systematic validation of structural brain networks in cerebral small vessel disease by Anna Dewenter, Benno Gesierich, Annemieke ter Telgte, Kim Wiegertjes, Mengfei Cai, Mina A Jacob, José P Marques, David G Norris, Nicolai Franzmeier, Frank-Erik de Leeuw, Anil M Tuladhar and Marco Duering in Journal of Cerebral Blood Flow & Metabolism
sj-docx-1-map-10.1177_27550834231197315 – Supplemental material for Access and use of immunoglobulins in secondary supportive cancer care: A systematic literature review
Creators: name: Counihan, Muireann
name: Cervenakova, Larisa
name: Misztela, Dominika
name: Van Baelen, Maarten
name: Naughton, Bernard D.
Publisher: name: SAGE Journals
Year: 2023
Subjects: Health and Community Services

description: Supplemental material, sj-docx-1-map-10.1177_27550834231197315 for Access and use of immunoglobulins in secondary supportive cancer care: A systematic literature review by Muireann Counihan, Larisa Cervenakova, Dominika Misztela, Maarten Van Baelen and Bernard D. Naughton in The Journal of Medicine Access
sj-pdf-1-gph-10.1177_2333794X231203857 – Supplemental material for A Comparative Cross-sectional Study on Prevalence of Low Birth Weight and its Anticipated Risk Factors
Creators: name: Alsamae, Assmaa A.
name: Elzilal, Hala A.
name: Alzahrani, Eman
name: Abo-Dief, Hala M.
name: Sultan, Mujeeb A.
Publisher: name: SAGE Journals
Year: 2023
Subjects: subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: Nursing not elsewhere classified
subject: Paediatrics

description: Supplemental material, sj-pdf-1-gph-10.1177_2333794X231203857 for A Comparative Cross-sectional Study on Prevalence of Low Birth Weight and its Anticipated Risk Factors by Assmaa A. Alsamae, Hala A. Elzilal, Eman Alzahrani, Hala M. Abo-Dief and Mujeeb A. Sultan in Global Pediatric Health
Social Policy Trends: Paying for the Essentials: Shelter, Food and Energy Consumption by Household Income Quintile for 2010 and 2016
Creators: name: Kneebone, Ronald
name: (Gres) Wilkins, Margarita
Publisher: name: The School of Public Policy Publications
Year: 2018

description: PAYING FOR THE ESSENTIALS: SHELTER, FOOD AND ENERGY CONSUMPTION BY HOUSEHOLD INCOME QUINTILE, FOR 2010 AND 2016

In Alberta, over the period 2010 to 2016, the rise in shelter costs may have crowded out food and energy consumption, especially for low income households.
description: The School of Public Policy Publications, Vol 11 (2018)
The use of writing in Peter Greenaway's cinema
Creators: name: Toledo, Michel
Publisher: name: Zenodo
Year: 2010
Subjects: writing
cinema
image
expressionism
experimental

description: The use of the written word in cinema has evolved from being a mere informative representation to becoming an artistic and experimental element in the hands of some filmmakers. In the early days of cinema, especially in silent film and German Expressionism, the written word not only served an informative function but was also integrated with the visual aesthetics of films. However, with modern cinema, filmmakers such as Michael Snow and Peter Greenaway began to question and experiment with the use of text in the image. Greenaway, influenced by avant-garde cinema, explored the relationship between writing and image in films such as Prospero’s Books and The Pillow Book underlining the importance of the written word as a visual and narrative element. This evolution suggests that, despite the preponderance of the image in audiovisual culture, the text remains an essential component in the creation and understanding of cinema.
sj-docx-1-jhp-10.1177_00221678231205336 – Supplemental material for Clocks, Mirrors, Plants: Processes of Gender Shifts Among Adults During COVID-19
Creators: name: Moxie, Jessamyn
name: Mesaeh, Casey M.
name: Benson, J. Kevin
name: Wilson, Miguel
name: Williams, Laura D.
Publisher: name: SAGE Journals
Year: 2023
Subjects: Psychology not elsewhere classified

description: Supplemental material, sj-docx-1-jhp-10.1177_00221678231205336 for Clocks, Mirrors, Plants: Processes of Gender Shifts Among Adults During COVID-19 by Jessamyn Moxie, Casey M. Mesaeh, J. Kevin Benson, Miguel Wilson and Laura D. Williams in Journal of Humanistic Psychology
sj-docx-2-nms-10.1177_14614448231203695 – Supplemental material for “On WhatsApp I say what I want”: Messaging apps, diaspora communities, and networked counterpublics in the United States
Creators: name: Trauthig, Inga K
name: Woolley, Samuel C
Publisher: name: SAGE Journals
Year: 2023
Subjects: Communication and Media Studies not elsewhere classified

description: Supplemental material, sj-docx-2-nms-10.1177_14614448231203695 for “On WhatsApp I say what I want”: Messaging apps, diaspora communities, and networked counterpublics in the United States by Inga K Trauthig and Samuel C Woolley in New Media & Society
sj-pdf-2-hpq-10.1177_13591053231201242 – Supplemental material for Does the media (also) keep the score? Media-based exposure to the Russian-Ukrainian war and mental health in Portugal
Creators: name: Castro, Marta
name: Aires Dias, Joana
name: Madeira, Luis
Publisher: name: SAGE Journals
Year: 2023
Subjects: Psychology not elsewhere classified
Psychiatry (incl. Psychotherapy)
Public Health and Health Services not elsewhere classified

description: Supplemental material, sj-pdf-2-hpq-10.1177_13591053231201242 for Does the media (also) keep the score? Media-based exposure to the Russian-Ukrainian war and mental health in Portugal by Marta Castro, Joana Aires Dias and Luis Madeira in Journal of Health Psychology
Mapa colaborativo das zonas costeira e marinha - Dicionário de dados
Creators: name: Dezidério Souto, Raquel
Publisher: name: Editora IVIDES
Year: 2024
Subjects: Sustainability
coastal
marine
PPGIS
VGI
uMap
Leaflet
Overpass API

description: Dicionário de dados do mapa Web Mapa colaborativo das zonas costeira e marinha. Responsável técnica: Dra. Raquel Dezidério Souto (IVIDES.org e GeoCart-UFRJ).  O mapa estará disponível em https://mapa-zcm.ivides.org, a partir de 15 de agosto de 2024.
sj-docx-1-hpq-10.1177_13591053231202668 – Supplemental material for Stemming the “ageism pandemic”: A qualitative inquiry with older adults in residential care facilities during the Covid-19 outbreak
Creators: name: Bellanova, Matteo
name: Romaioli, Diego
name: Contarello, Alberta
Publisher: name: SAGE Journals
Year: 2023
Subjects: Psychology not elsewhere classified
Psychiatry (incl. Psychotherapy)
Public Health and Health Services not elsewhere classified

description: Supplemental material, sj-docx-1-hpq-10.1177_13591053231202668 for Stemming the “ageism pandemic”: A qualitative inquiry with older adults in residential care facilities during the Covid-19 outbreak by Matteo Bellanova, Diego Romaioli and Alberta Contarello in Journal of Health Psychology
Additional file 1 of Association between serum uric acid, hyperuricemia and periodontitis: a cross-sectional study using NHANES data
Creators: name: Xu, Jing
name: Jia, Yifan
name: Mao, Zhi
name: Wei, Xiaoxi
name: Qiu, Tianyuan
name: Hu, Min
Publisher: name: figshare
Year: 2023
Subjects: subject: Molecular Biology
subject: Biotechnology
subject: Immunology
subject: FOS: Clinical medicine
subject: Biological Sciences not elsewhere classified
subject: Mathematical Sciences not elsewhere classified
subject: Science Policy
subject: Infectious Diseases
subject: FOS: Health sciences

description: Additional file 1: Supplementary Figure 1. Subgroup analyses of SUA and periodontitis in the female population. Except for the stratification component itself, each stratification factor was adjusted for all other variables (age, race/ethnicity, education, marital status, income-poverty ratio (PIR), alcohol status, smoking status, dietary fiber, total fat, body mass index (BMI), gout, congestive heart failure, coronary heart disease, angina, stroke, weak/failing kidneys, diabetes, hypertension and dental visit).
Mapa colaborativo das zonas costeira e marinha - Dicionário de dados
Creators: name: Dezidério Souto, Raquel
Publisher: name: Editora IVIDES
Year: 2024
Subjects: Sustainability
coastal
marine
PPGIS
VGI
uMap
Leaflet
Overpass API

description: Dicionário de dados do mapa Web Mapa colaborativo das zonas costeira e marinha. Responsável técnica: Dra. Raquel Dezidério Souto (IVIDES.org e GeoCart-UFRJ).  O mapa estará disponível em https://mapa-zcm.ivides.org, a partir de 15 de agosto de 2024. 

Como fazer a referência: Dezidério Souto, Raquel (2024). Mapa colaborativo das zonas costeira e marinha - Dicionáriode dados (ed. 2). Editora IVIDES. DOI: https://doi.org/10.5281/zenodo.13263091.
4th International Conference on Computing and Information Technology Trends (CCITT 2025)
Creators: name: Texts, Informational
Publisher: name: Zenodo
Year: 2024

description: 4th International Conference on Computing and Information Technology Trends (CCITT 2025) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of Computing and Information Technology Trends. The Conference looks for significant contributions to all major fields of the Computer Science, Compute Engineering, Information Technology and Trends in theoretical and practical aspects.
Materials: Improving Collaboration between Software Engineers and Data Scientists developing Machine Learning-Enabled Systems
Creators: name: Anonymous due to Double-Anonymous Peer Review
Publisher: name: Zenodo
Year: 2024

description: Abstract: Incorporating Machine Learning (ML) into existing systems has been a growing trend among several industry sectors. The development of ML-enabled systems encompasses several challenges, which must be addressed by actors with different fields of expertise working together. This paper focuses on the collaboration between two actors essential for building such systems: software engineers and data scientists. We conducted two distinct focus group sessions with data scientists and software engineers working on industry ML-enabled systems to assess the relevancy of this collaboration during multiple tasks. In addition, we selected recommendations depicted in the literature on ML-enabled systems and asked our participants to evaluate their relevancy for each task. Our studies revealed in detail the tasks in which collaboration between these actors is vital for the success of the ML project. When evaluating the recommendations, participants provided concrete examples of real-world cases on how they may contribute to each task. These findings can be extremely valuable for practitioners interested in enhancing the interaction within their teams. We encourage further studies analyzing the effects of the recommendations discussed in this paper.
title: From Coast to Coast: An Estimation of Import Exposure at the Subnational Level
Creators: name: Phillips, Paul
Publisher: name: United States International Trade Commission
publisherIdentifier: https://ror.org/05hsggr76
publisherIdentifierScheme: ROR
Year: 2024

description: Calculations of subnational import exposure can provide great insights into consumption patterns across
the United States, but due to data limitations previous studies of the subject have either estimated import
exposure at the state level or else used variations in local employment as a substitute for variations in local
imports. I exploit features of the Freight Analysis Framework shipment dataset to generate import exposure
measurements for 132 U.S. subnational regions. In so doing, I find that the average region has an import
penetration rate of ten percent, with rates ranging from below five percent to twenty–three percent. Interior
regions of the United States tend to have low exposure to imports and high exposure to locally produced
goods, but metropolitan areas often have lower import exposure and higher local exposure than the non–
metropolitan counties that surround them. Regression analysis reveals a small but statistically significant
positive relationship between import exposure and population density, suggesting that, in general, urban
areas will be more exposed to imports than less urbanized areas.
Additional file 2 of Association between serum uric acid, hyperuricemia and periodontitis: a cross-sectional study using NHANES data
Creators: name: Xu, Jing
name: Jia, Yifan
name: Mao, Zhi
name: Wei, Xiaoxi
name: Qiu, Tianyuan
name: Hu, Min
Publisher: name: figshare
Year: 2023
Subjects: subject: Molecular Biology
subject: Biotechnology
subject: Immunology
subject: FOS: Clinical medicine
subject: Biological Sciences not elsewhere classified
subject: Mathematical Sciences not elsewhere classified
subject: Science Policy
subject: Infectious Diseases
subject: FOS: Health sciences

description: Additional file 2: Supplementary Figure 2. Subgroup analyses of SUA and periodontitis in the male population. Except for the stratification component itself, each stratification factor was adjusted for all other variables (age, race/ethnicity, education, marital status, income-poverty ratio (PIR), alcohol status, smoking status, dietary fiber, total fat, body mass index (BMI), gout, congestive heart failure, coronary heart disease, angina, stroke, weak/failing kidneys, diabetes, hypertension and dental visit).
sj-docx-4-hpq-10.1177_13591053231202668 – Supplemental material for Stemming the “ageism pandemic”: A qualitative inquiry with older adults in residential care facilities during the Covid-19 outbreak
Creators: name: Bellanova, Matteo
name: Romaioli, Diego
name: Contarello, Alberta
Publisher: name: SAGE Journals
Year: 2023
Subjects: Psychology not elsewhere classified
Psychiatry (incl. Psychotherapy)
Public Health and Health Services not elsewhere classified

description: Supplemental material, sj-docx-4-hpq-10.1177_13591053231202668 for Stemming the “ageism pandemic”: A qualitative inquiry with older adults in residential care facilities during the Covid-19 outbreak by Matteo Bellanova, Diego Romaioli and Alberta Contarello in Journal of Health Psychology
MAPA-ZCM: Mapa colaborativo das zonas costeira e marinha - Dicionário de dados
Creators: name: Dezidério Souto, Raquel
Publisher: name: Editora IVIDES
Year: 2024
Subjects: Sustainability
coastal
marine
PPGIS
VGI
uMap
Leaflet
Overpass API
crowdsourcing
crowdmapping
KoboToolbox

description: Dicionário de dados do Mapa colaborativo das zonas costeira e marinha. Responsável técnica: Dra. Raquel Dezidério Souto (IVIDES.org).  O mapa estará disponível em https://mapa-zcm.ivides.org, a partir de 15 de agosto de 2024. 

Como fazer a referência ao 'Dicionário de dados':

SOUTO, Raquel Dezidério. Mapa colaborativo das zonas costeira e marinha - Dicionário de dados. v.5. Rio de Janeiro: Editora IVIDES, 2024. https://doi.org/10.5281/zenodo.13287111.

Como fazer referência ao MAPA-ZCM:

SOUTO, Raquel Dezidério. Mapa Colaborativo das Zonas Costeira e Marinha. Disponível em: https://mapa-zcm.ivides.org.
sj-docx-1-jop-10.1177_02698811231205688 – Supplemental material for Second International Consensus Study of Antipsychotic Dosing (ICSAD-2)
Creators: name: McAdam, Matthew KT
name: Baldessarini, Ross J
name: Murphy, Andrea L
name: Gardner, David M
Publisher: name: SAGE Journals
Year: 2023
Subjects: subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: Psychology not elsewhere classified
subject: Psychiatry (incl. Psychotherapy)

description: Supplemental material, sj-docx-1-jop-10.1177_02698811231205688 for Second International Consensus Study of Antipsychotic Dosing (ICSAD-2) by Matthew KT McAdam, Ross J Baldessarini, Andrea L Murphy and David M Gardner in Journal of Psychopharmacology
Materials: Developing Machine Learning-Enabled Systems: Improving Collaboration between Software Engineers and Data Scientists
Creators: name: Anonymous due to Double-Anonymous Peer Review
Publisher: name: Zenodo
Year: 2021

description: Abstract: Incorporating Machine Learning (ML) into existing systems has been a growing trend among several organizations. The development of ML-enabled systems encompasses several challenges, which must be addressed by actors with different fields of expertise working together. This paper focuses on the collaboration between two essential actors for building such systems: software engineers and data scientists. We conducted two distinct focus group sessions with data scientists and software engineers working on industry ML-enabled systems to assess the relevancy of this collaboration during multiple activities. In addition, we selected recommendations depicted in the literature on ML-enabled systems and asked our participants to evaluate their relevancy for each activity. Our results revealed that collaboration between these actors can be valuable during tasks such as defining data access and ML model deployment. When evaluating the recommendations, participants provided real-world examples of their advantages for different tasks. For instance, defining clear responsibilities for each role and developing concise documentation for the ML-enabled system can greatly improve the team's communication and performance. These findings can be useful for practitioners interested in enhancing this interaction within their teams.
Materials: Towards Effective Collaboration between Software Engineers and Data Scientists developing Machine Learning-Enabled Systems
Creators: name: Anonymous due to Double-Anonymous Peer Review
Publisher: name: Zenodo
Year: 2024

description: Abstract: Incorporating Machine Learning (ML) into existing systems is a demand that has grown among several organizations. However, the development of ML-enabled systems encompasses several social and technical challenges, which must be addressed by actors with different fields of expertise working together. This paper has the objective of understanding how to enhance the collaboration between two key actors in building these systems: software engineers and data scientists. We conducted two focus group sessions with experienced data scientists and software engineers working on real-world ML-enabled systems to assess the relevance of different recommendations for specific technical tasks. Our research has found that collaboration between these actors is important for effectively developing ML-enabled systems, especially when defining data access and ML model deployment. Participants provided concrete examples of how recommendations depicted in the literature can benefit collaboration during different tasks. For example, defining clear responsibilities for each team member and creating concise documentation can improve communication and overall performance. Our study contributes to a better understanding of how to foster effective collaboration between software engineers and data scientists creating ML-enabled systems.