cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
Jonauskaite_Supplemental_Method_and_Figs._S1-S5_rev – Supplemental material for Universal Patterns in Color-Emotion Associations Are Further Shaped by Linguistic and Geographic Proximity
Creators: name: Jonauskaite, Domicele
name: Abu-Akel, Ahmad
name: Dael, Nele
name: Oberfeld, Daniel
name: Abdel-Khalek, Ahmed M.
name: Al-Rasheed, Abdulrahman S.
name: Antonietti, Jean-Philippe
name: Bogushevskaya, Victoria
name: Chamseddine, Amer
name: Chkonia, Eka
name: Corona, Violeta
name: Fonseca-Pedrero, Eduardo
name: Griber, Yulia A.
name: Grimshaw, Gina
name: Hasan, Aya Ahmed
name: Havelka, Jelena
name: Hirnstein, Marco
name: Karlsson, Bodil S. A.
name: Laurent, Eric
name: Lindeman, Marjaana
name: Marquardt, Lynn
name: Mefoh, Philip
name: Papadatou-Pastou, Marietta
name: Pérez-Albéniz, Alicia
name: Pouyan, Niloufar
name: Roinishvili, Maya
name: Romanyuk, Lyudmyla
name: Salgado Montejo, Alejandro
name: Schrag, Yann
name: Sultanova, Aygun
name: Uusküla, Mari
name: Vainio, Suvi
name: Wąsowicz, Grażyna
name: Zdravković, Sunčica
name: Zhang, Meng
name: Mohr, Christine
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: Psychology not elsewhere classified
subject: Psychiatry (incl. Psychotherapy)
subject: Neuroscience

description: Supplemental material, Jonauskaite_Supplemental_Method_and_Figs._S1-S5_rev for Universal Patterns in Color-Emotion Associations Are Further Shaped by Linguistic and Geographic Proximity by Domicele Jonauskaite, Ahmad Abu-Akel, Nele Dael, Daniel Oberfeld, Ahmed M. Abdel-Khalek, Abdulrahman S. Al-Rasheed, Jean-Philippe Antonietti, Victoria Bogushevskaya, Amer Chamseddine, Eka Chkonia, Violeta Corona, Eduardo Fonseca-Pedrero, Yulia A. Griber, Gina Grimshaw, Aya Ahmed Hasan, Jelena Havelka, Marco Hirnstein, Bodil S. A. Karlsson, Eric Laurent, Marjaana Lindeman, Lynn Marquardt, Philip Mefoh, Marietta Papadatou-Pastou, Alicia Pérez-Albéniz, Niloufar Pouyan, Maya Roinishvili, Lyudmyla Romanyuk, Alejandro Salgado Montejo, Yann Schrag, Aygun Sultanova, Mari Uusküla, Suvi Vainio, Grażyna Wąsowicz, Sunčica Zdravković, Meng Zhang and Christine Mohr in Psychological Science
Berman_Supplemental_Material_rev – Supplemental material for Moral Choice When Harming Is Unavoidable
Creators: name: Berman, Jonathan Z.
name: Kupor, Daniella
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110904 Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: Neuroscience

description: Supplemental material, Berman_Supplemental_Material_rev for Moral Choice When Harming Is Unavoidable by Jonathan Z. Berman and Daniella Kupor in Psychological Science
Sc2C, a 2D Semiconducting Electride
Creators: name: Donley, Carrie L.
name: Pawlik, Jacob T.
name: Radomsky, Rebecca C.
name: White, Kelly L.
name: Sundberg, Jack D.
name: Druffel, Daniel L.
name: Warren, Scott C.
name: McRae, Lauren M.
name: Lanetti, Matthew G.
Publisher: name: American Chemical Society (ACS)
Year: 2022

description: Electrides are exotic materials that typically have electrons present in well-defined lattice sites rather than within atoms. Although all known electrides have an electropositive metal cation adjacent to the electride site, the effect of cation electronegativity on the properties of electrides is not yet known. Here, we examine trivalent metal carbides with varying degrees of electronegativity and experimentally synthesize Sc2C. Our studies identify the material as a two-dimensional (2D) electride, even though Sc is more electronegative than any metal previously found adjacent to an electride site. Further, by exploring Sc2C and Al2C computationally, we find that higher electronegativity of the cation drives greater hybridization between metal and electride orbitals, which opens a band gap in these materials. Sc2C is the first 2D electride semiconductor, and we propose a design rule that cation electronegativity drives the change in its band structure.
Supplementary_File_1_JPX-20-0037 - People With Lived Experience at the Centre of Canadian Stroke Best Practice Recommendations: A Model for Guideline Developers
Creators: name: M Patrice Lindsay
name: Gierman, Natalie
name: Harris, Jocelyn E
name: Arthur, Gavin
name: Teed, Moira E
name: Mountain, Anita
name: Gubitz, Gordon
name: Smith, Eric E
name: Dar Dowlatshahi
name: Jong, Andrea De
name: Botly, Leigh C P
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: Medicine

description: Supplementary_File_1_JPX-20-0037 for People With Lived Experience at the Centre of Canadian Stroke Best Practice Recommendations: A Model for Guideline Developers by M Patrice Lindsay, Natalie Gierman, Jocelyn E Harris, Gavin Arthur, Moira E Teed, Anita Mountain, Gordon Gubitz, Eric E Smith, Dar Dowlatshahi, Andrea de Jong and Leigh C P Botly in Journal of Patient Experience
Supplemental Material, JPPM.19.185.R2_CEI_WebApp - LGBT Workplace Equality Policy and Customer Satisfaction: The Roles of Marketing Capability and Demand Instability
Creators: name: Patel, Pankaj C.
name: Feng, Cong
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 150402 Hospitality Management
subject: FOS: Economics and business

description: Supplemental Material, JPPM.19.185.R2_CEI_WebApp for LGBT Workplace Equality Policy and Customer Satisfaction: The Roles of Marketing Capability and Demand Instability by Pankaj C. Patel and Cong Feng in Journal of Public Policy & Marketing
Andrena (Parandrenella) bicarinata Morawitz 1876
Creators: name: Wood, Thomas James
name: Praz, Christophe
name: Selis, Marco
name: Flaminio, Simone
name: Mei, Maurizio
name: Cornalba, Maurizio
name: Rosa, Paolo
name: Divelec, Romain Le
name: Michez, Denis
Publisher: name: Zenodo
Year: 2023
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Hymenoptera
Andrenidae
Andrena
Andrena bicarinata

description: Andrena (Parandrenella) bicarinata Morawitz, 1876
 Remarks. Listed by Comba (2019) [species 167], citing Giordani Soika (1933) and Grandi (1954) who mentioned the species from the Veneto region and Emilia-Romagna, respectively. Comba (2019) notes that the presence of this species in Italy is dubious. Andrena bicarinata is a junior synonym of A. (Parandrenella) tuberculiventris Morawitz, 1876 (see Astafurova et al. 2022) and is restricted to Central Asia. These previous authors may have been referring to A. (Parandrenella) atrata Friese, 1887 which comes as far west as Istria in Croatia, but which has not been confidently recorded from Italy. In any case, A. tuberculiventris is clearly not present in Italy, and hence A. bicarinata is excluded from the fauna.
description: Published as part of Wood, Thomas James, Praz, Christophe, Selis, Marco, Flaminio, Simone, Mei, Maurizio, Cornalba, Maurizio, Rosa, Paolo, Divelec, Romain Le & Michez, Denis, 2023, Revisions to the Andrena fauna of Italy, with the description of a new species (Hymenoptera: Andrenidae), pp. 271-310 in Fragmenta entomologica 55 (2) on page 291, DOI: 10.13133/2284-4880/1542, http://zenodo.org/record/12763254
sj-pdf-1-trc-10.1177_1940082920952405 - Supplemental material for Does Moonlight Increase Predation Risk for Elusive Mammals in Costa Rica?
Creators: name: Botts, Ryan T.
name: Eppert, Amy A.
name: Wiegman, Timothy J.
name: Blankenship, Steven R.
name: Rodriguez, Abner
name: Wagner, Abigail P.
name: Ullrich, Sierra E.
name: Allen, Gabrielle R.
name: Garley, Wyatt M.
name: Asselin, Ellen M.
name: Mooring, Michael S.
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Geography
subject: 120505 Regional Analysis and Development
subject: FOS: Social and economic geography

description: Supplemental material, sj-pdf-1-trc-10.1177_1940082920952405 for Does Moonlight Increase Predation Risk for Elusive Mammals in Costa Rica? by Ryan T. Botts, Amy A. Eppert, Timothy J. Wiegman, Steven R. Blankenship, Abner Rodriguez, Abigail P. Wagner, Sierra E. Ullrich, Gabrielle R. Allen, Wyatt M. Garley, Ellen M. Asselin and Michael S. Mooring in Tropical Conservation Science
Supplemental Material, Supplemenatry_file_1 - Ethnic Differences Between Hispanics and Non-Hispanic Whites in Neuropsychiatric Symptoms Predict Conversion to Mild Cognitive Impairment
Creators: name: Thakur, Bhaskar
name: Alvarado, Luis
name: Dodoo, Christopher
name: Salazar, Ricardo
name: Espay, Alberto J.
name: Dwivedi, Alok Kumar
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110308 Geriatrics and Gerontology
subject: FOS: Clinical medicine
subject: 110904 Neurology and Neuromuscular Diseases
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: Neuroscience

description: Supplemental Material, Supplemenatry_file_1 for Ethnic Differences Between Hispanics and Non-Hispanic Whites in Neuropsychiatric Symptoms Predict Conversion to Mild Cognitive Impairment by Bhaskar Thakur, Luis Alvarado, Christopher Dodoo, Ricardo Salazar, Alberto J. Espay and Alok Kumar Dwivedi in Journal of Geriatric Psychiatry and Neurology
Scaled Torus Principal Component Analysis
Creators: name: Garci­a-Portugués, Eduardo
name: Marron, J. S.
name: Zoubouloglou, Pavlos
Publisher: name: Taylor & Francis
Year: 2022

description: A particularly challenging context for dimensionality reduction is multivariate circular data, that is, data supported on a torus. Such kind of data appears, for example, in the analysis of various phenomena in environmental sciences and astronomy, as well as in molecular structures. This article introduces Scaled Torus Principal Component Analysis (ST-PCA), a novel approach to perform dimensionality reduction with toroidal data. ST-PCA finds a data-driven map from a torus to a sphere of the same dimension and a certain radius. The map is constructed with multidimensional scaling to minimize the discrepancy between pairwise geodesic distances in both spaces. ST-PCA then resorts to principal nested spheres to obtain a nested sequence of subspheres that best fits the data, which can afterwards be inverted back to the torus. Numerical experiments illustrate how ST-PCA can be used to achieve meaningful dimensionality reduction on low-dimensional torii, particularly with the purpose of clusters separation, while two data applications in astronomy (on a three-dimensional torus) and molecular biology (seven-dimensional torus) show that ST-PCA outperforms existing methods for the investigated datasets. Supplementary materials for this article are available online.
Sotto la Superficie: Riflessioni sulle Politiche di Esternalizzazione delle Frontiere Europee
Creators: name: Pacciardi, Agnese
Publisher: name: Eurac Research
Year: 2024

description: A marzo la Commissione Europea, insieme a sei capi di stato e governo tra cui Giorgia Meloni, ha [firmato un accordo](https://www.eunews.it/2024/03/18/accordo-ue-egitto-migranti-meloni/) con l’Egitto per gestire i flussi migratori che si aggiunge alla lista di accordi recenti con [Tunisia](https://www.neodemos.info/2023/09/26/immigrazione-gli-effetti-degli-accordi-con-la-tunisia/#:~:text=Il%20memorandum%20d'intesa%20UE,che%20provoca%20morte%20e%20sofferenza.) e [Mauritania](https://www.meltingpot.org/2024/03/la-mauritania-diventera-un-centro-di-accoglienza-per-i-migranti-espulsi-dalleuropa/), e a quelli consolidati con [Libia](https://www.tandfonline.com/doi/full/10.1080/1369183X.2022.2061930) e [Turchia](https://journals.sagepub.com/doi/abs/10.1177/23996544221100149?journalCode=epcb). L’obiettivo comune è fermare i flussi migratori nei paesi d'origine per impedire alle persone di raggiungere l'Unione Europea (UE).
Revisions to the Andrena fauna of Italy, with the description of a new species (Hymenoptera: Andrenidae)
Creators: name: Wood, Thomas
name: Praz, Christophe
name: Selis, Marco
name: Flaminio, Simone
name: Mei, Maurizio
name: Cornalba, Maurizio
name: Rosa, Paolo
name: Le Divelec, Romain
name: Michez, Denis
Publisher: name: Fragmenta entomologica
Year: 2023

description: Italy lies at the centre of the Mediterranean basin, and has a large bee fauna due to its mixture of Mediterranean and temperate habitats, and influences from all cardinal directions. This is true also for the genus Andrena; however, studies to date have been fragmentary, and there has been no focused critical revision of the entire fauna. Here the Italian Andrena fauna is critically revised, taking into account, recent taxonomic advances, literature records, and newly and historically collected material. Andrena (Cordandrena) cordialis Morawitz, 1877, A. (Notandrena) bellidis Pérez, 1895, A. (Notandrena) foeniculae Wood, 2020, and A. (Notandrena) fulvicornis Schenck, 1853 are newly reported from Italy. A lectotype is designated for A. (Pallandrena) braunsiana Friese, 1887 which is both confirmed as present in Italy and as the senior synonym of A. (Pallandrena) oblita Warncke, 1967 syn. nov. A lectotype is designated for A. (Orandrena) sisymbrii Friese, 1887 which is a junior synonym of A. (Orandrena) oralis Morawitz, 1876; this species is confirmed as present in southern Italy. A lectotype is designated for A. schlettereri Friese, 1896; this species is excluded from the Italian fauna. Andrena (Micrandrena) puella Alfken, 1938 stat. rev. is recognised as a distinct species endemic to Sardinia and Corsica. Some 27 Andrena taxa suggested as occurring in Italy are excluded or have their synonymic status clarified. One new species is described, A. (Euandrena) sesmae Wood, Cornalba Praz, sp. nov. from northern and central Italy. A final faunal richness of 218 species is produced, confirming that Italy supports one of the largest Andrena faunas globally.
description: Fragmenta entomologica, Vol. 55 No. 2 (2023)
Supplemental Material, Supplementary_Tables - Ethnic Differences Between Hispanics and Non-Hispanic Whites in Neuropsychiatric Symptoms Predict Conversion to Mild Cognitive Impairment
Creators: name: Thakur, Bhaskar
name: Alvarado, Luis
name: Dodoo, Christopher
name: Salazar, Ricardo
name: Espay, Alberto J.
name: Dwivedi, Alok Kumar
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 110308 Geriatrics and Gerontology
subject: FOS: Clinical medicine
subject: 110904 Neurology and Neuromuscular Diseases
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: Neuroscience

description: Supplemental Material, Supplementary_Tables for Ethnic Differences Between Hispanics and Non-Hispanic Whites in Neuropsychiatric Symptoms Predict Conversion to Mild Cognitive Impairment by Bhaskar Thakur, Luis Alvarado, Christopher Dodoo, Ricardo Salazar, Alberto J. Espay and Alok Kumar Dwivedi in Journal of Geriatric Psychiatry and Neurology
Fizyokrasi Doktrini, Tartışmalar ve Maliye
Creators: name: AY, Şahin
Publisher: name: Zenodo
Year: 2024

description: Fizyokrasi fikri 18. yüzyılda Fransa’da ortaya çıkmıştır. François Quesnay önderliğindeki Fizyokrasi okulu, temelde İngilizlerin sahip olduğu zenginliklerin Fransa’da olmamasının nedenlerini sorgulayıp analizler geliştirmişlerdir. Fizrokrasi’nin mali literatüre kattığı en önemli fikirlerden biri tek vergi sistemidir. Tarım sektörünün en verimli sektör olduğunu savunup sadece o sektörden vergi alınması gerektiğini belirtmişlerdir. Devletin ekonomiye müdahalesi tartışmaları kapsamında “bırakınız yapsınlar, bırakınız geçsinler” düşüncesini ortaya atmışlardır. Ayrıca doğal düzen savunucularıdırlar. Devlet kademesinde fikirlerinin tartışılmasında Quesnay’ın kral hekimi olması etkili olmuştur. Bununla birlikte Turgot’un maliye bakanı olması Fizyokrasi kapsamındaki fikirlerin temsiliyetini sağlamıştır. Fizyokrasi pek çok mali ve ekonomik olay kapsamında sonraki yıllarda ortaya çıkan ekonomik ve siyasi doktrinlere fayda sağlamıştır. Liberalizm, Klasik İktisat, sınıf çıkarları kapsamındaki doktrinler ile serbest ticaret kapsamındaki doktrinler, Fizyokrasi’nin katkı sağladığı düşünce sistemleri arasında yer almaktadır.
Second-Order Probability Matching Priors for the Person Parameter in Unidimensional IRT Models
Creators: name: Pal Majumder, Abhishek
name: Liu, Yang
name: Hannig, Jan
Publisher: name: Springer Nature
Year: 2019

description: In applications of item response theory (IRT), it is often of interest to compute confidence intervals (CIs) for person parameters with prescribed frequentist coverage. The ubiquitous use of short tests in social science research and practices calls for a refinement of standard interval estimation procedures based on asymptotic normality, such as the Wald and Bayesian CIs, which only maintain desirable coverage when the test is sufficiently long. In the current paper, we propose a simple construction of second-order probability matching priors for the person parameter in unidimensional IRT models, which in turn yields CIs with accurate coverage even when the test is composed of a few items. The probability matching property is established based on an expansion of the posterior distribution function and a shrinkage argument. CIs based on the proposed prior can be efficiently computed for a variety of unidimensional IRT models. A real data example with a mixed-format test and a simulation study are presented to compare the proposed method against several existing asymptotic CIs.
Andrena (Simandrena) palumba Warncke 1974
Creators: name: Wood, Thomas James
name: Praz, Christophe
name: Selis, Marco
name: Flaminio, Simone
name: Mei, Maurizio
name: Cornalba, Maurizio
name: Rosa, Paolo
name: Divelec, Romain Le
name: Michez, Denis
Publisher: name: Zenodo
Year: 2023
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Hymenoptera
Andrenidae
Andrena
Andrena palumba

description: Andrena (Simandrena) palumba Warncke, 1974
 Remarks. Listed by Comba (2019) [species 195], citing Ascher & Pickering (2015) and Kuhlmann et al. (2015). As noted above, A. palumba was synonymised with A. rhypara by Wood (2023b).
description: Published as part of Wood, Thomas James, Praz, Christophe, Selis, Marco, Flaminio, Simone, Mei, Maurizio, Cornalba, Maurizio, Rosa, Paolo, Divelec, Romain Le & Michez, Denis, 2023, Revisions to the Andrena fauna of Italy, with the description of a new species (Hymenoptera: Andrenidae), pp. 271-310 in Fragmenta entomologica 55 (2) on page 291, DOI: 10.13133/2284-4880/1542, http://zenodo.org/record/12763254
Additional file 1 of The efficacy and safety of fluconazole in preventing invasive fungal infection in very low birth weight infants: a systematic review and meta-analysis
Creators: name: Xie, Jinghong
name: Zeng, Jiayue
name: Zheng, Shouyan
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Biotechnology
subject: Ecology
subject: Immunology
subject: FOS: Clinical medicine
subject: Science Policy
subject: Infectious Diseases
subject: FOS: Health sciences

description: Supplementary Material 1
Supplementary document for Thin-Film Dielectric Characterization by Bound State in the Continuum in High Contrast Grating - 7186805.pdf
Creators: name: Lin, Yi-Wen
name: Chang, Tsun-Hsu
name: Yao, Hsin-Yu
Publisher: name: Optica Publishing Group
Year: 2025
Subjects: Uncategorized

description: Tjis file contains the details derivation of scattering matrix method used to calculate total reflectance spectrum. Two detailed figures for supplementing Fig. 5 are also provided.
CEP956445_Supplemental_material – Supplemental material for ‘Standing together – at a distance’: Documenting changes in mental-health indicators in Denmark during the COVID-19 pandemic
Creators: name: Clotworthy, Amy
name: Dissing, Agnete Skovlund
name: Tri-Long Nguyen
name: Jensen, Andreas Kryger
name: Andersen, Thea Otte
name: Bilsteen, Josephine Funck
name: Elsenburg, Leonie K.
name: Keller, Amélie
name: Sasmita Kusumastuti
name: Mathisen, Jimmi
name: Mehta, Amar
name: Moira, Angela Pinot De
name: Rod, Morten Hulvej
name: Skovdal, Morten
name: Strandberg-Larsen, Katrine
name: Tapager, Ingrid Willaing
name: Varga, Tibor V.
name: Vinther, Johan Lerbech
name: Tianwei Xu
name: Hoeyer, Klaus
name: Rod, Naja Hulvej
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111799 Public Health and Health Services not elsewhere classified
subject: FOS: Health sciences

description: Supplemental material, CEP956445_Supplemental_material for ‘Standing together – at a distance’: Documenting changes in mental-health indicators in Denmark during the COVID-19 pandemic by Amy Clotworthy, Agnete Skovlund Dissing, Tri-Long Nguyen, Andreas Kryger Jensen, Thea Otte Andersen, Josephine Funck Bilsteen, Leonie K. Elsenburg, Amélie Keller, Sasmita Kusumastuti, Jimmi Mathisen, Amar Mehta, Angela Pinot De Moira, Morten Hulvej Rod, Morten Skovdal, Katrine Strandberg-Larsen, Ingrid Willaing Tapager, Tibor V. Varga, Johan Lerbech Vinther, Tianwei Xu, Klaus Hoeyer and Naja Hulvej Rod in Scandinavian Journal of Public Health
Reviewer_2_v.2 – Supplemental material for Derivation and validation of a prediction rule for mortality of patients with respiratory virus-related pneumonia (RV-p score)
Creators: name: Chen, Liang
name: Han, Xiudi
name: Li, YanLi
name: Zhang, Chunxiao
name: Xing, Xiqian
Publisher: name: SAGE Journals
Year: 2020
Subjects: Aged Health Care
Pharmacology and Pharmaceutical Sciences not elsewhere classified
Respiratory Diseases

description: Supplemental material, Reviewer_2_v.2 for Derivation and validation of a prediction rule for mortality of patients with respiratory virus-related pneumonia (RV-p score) by Liang Chen, Xiudi Han, YanLi Li, Chunxiao Zhang and Xiqian Xing in Therapeutic Advances in Respiratory Disease
MMSE-NR_and_MoCA_Norwegian_version_-_material_1 – Supplemental material for Performance on the mini-mental state exam and the Montreal cognitive assessment in a sample of old age psychiatric patients
Creators: name: Korsnes, Maria Stylianou
Publisher: name: SAGE Journals
Year: 2020
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: Cardiology
subject: 110599 Dentistry not elsewhere classified
subject: FOS: Clinical medicine
subject: 110305 Emergency Medicine
subject: 110306 Endocrinology
subject: 110308 Geriatrics and Gerontology
subject: 110904 Neurology and Neuromuscular Diseases
subject: 111099 Nursing not elsewhere classified
subject: 111199 Nutrition and Dietetics not elsewhere classified
subject: 111299 Oncology and Carcinogenesis not elsewhere classified
subject: 110314 Orthopaedics
subject: 110604 Sports Medicine
subject: 110315 Otorhinolaryngology
subject: 111702 Aged Health Care
subject: 111403 Paediatrics
subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: 111799 Public Health and Health Services not elsewhere classified
subject: 110203 Respiratory Diseases
subject: 160807 Sociological Methodology and Research Methods
subject: FOS: Sociology
subject: 110323 Surgery
subject: 70706 Veterinary Medicine
subject: FOS: Veterinary sciences

description: Supplemental material, MMSE-NR_and_MoCA_Norwegian_version_-_material_1 for Performance on the mini-mental state exam and the Montreal cognitive assessment in a sample of old age psychiatric patients by Maria Stylianou Korsnes in SAGE Open Medicine
First record of Onthophagus (Furconthophagus) sellatus Klug, 1845 for Europe (Coleoptera Scarabaeidae: Onthophagini)
Creators: name: Patacchiola, Daniel
name: Fabbriciani, Fabrizio
Publisher: name: Fragmenta entomologica
Year: 2021

description: Onthophagus (Furconthophagus) sellatus Klug, 1845 (Coleoptera Scarabaeidae: Onthophagini) is recorded for the first time for Europe based on specimens collected in the south-western coastal area of Sicily (Siracusa province). This is a species with wide distribution encompassing the north-eastern portion of Northern Africa,Middle East and Arabian peninsula and a great portion of the Afrotropical region.
description: Fragmenta entomologica, Vol. 53 No. 2 (2021)
Supplementary document for Bayesian-neural-network-based strain estimation approach for optical coherence elastography - 7187163.pdf
Creators: name: Bai, yulei
name: Zhang, Kangyang
name: Mo, Rui
name: Ni, Zihao
name: He, Zhaoshui
name: Xie, Shengli
name: Dong, Bo
Publisher: name: Optica Publishing Group
Year: 2025
Subjects: subject: Artificial Intelligence and Image Processing
subject: FOS: Computer and information sciences

description: Supplemental Document
Self-Catalyzed Vapor-Liquid-Solid Growth of Lead Halide Nanowires and Conversion to Hybrid Perovskites
Creators: name: Kumbhar, Amar S.
name: Hill, David J.
name: Williams, Lenzi J.
name: Cahoon, James F.
name: Kim, Seokhyoung
name: Meyers, Jonathan K.
name: McBride, James R.
name: Cating, Emma E. M.
name: Papanikolas, John M.
Publisher: name: American Chemical Society (ACS)
Year: 2017

description: Lead halide perovskites (LHPs) have shown remarkable promise for use in photovoltaics, photodetectors, light-emitting diodes, and lasers. Although solution-processed polycrystalline films are the most widely studied morphology, LHP nanowires (NWs) grown by vapor-phase processes offer the potential for precise control over crystallinity, phase, composition, and morphology. Here, we report the first demonstration of self-catalyzed vapor-liquid-solid (VLS) growth of lead halide (PbX2; X = Cl, Br, or I) NWs and conversion to LHP. We present a kinetic model of the PbX2 NW growth process in which a liquid Pb catalyst is supersaturated with halogen X through vapor-phase incorporation of both Pb and X, inducing growth of a NW. For PbI2, we show that the NWs are single-crystalline, oriented in the Ÿ¨1Ì…21Ì…0Ÿ© direction, and composed of a stoichiometric PbI2 shaft with a spherical Pb tip. Low-temperature vapor-phase intercalation of methylammonium iodide converts the NWs to methylammonium lead iodide (MAPbI3) perovskite while maintaining the NW morphology. Single-NW experiments comparing measured extinction spectra with optical simulations show that the NWs exhibit a strong optical antenna effect, leading to substantially enhanced scattering efficiencies and to absorption efficiencies that can be more than twice that of thin films of the same thickness. Further development of the self-catalyzed VLS mechanism for lead halide and perovskite NWs should enable the rational design of nanostructures for various optoelectronic technologies, including potentially unique applications such as hot-carrier solar cells.
Supplemental Material, DS1_VET_10.1177_0300985819835585 - Identification of the Identical Human Mutation in ACVR1 in 2 Cats With Fibrodysplasia Ossificans Progressiva
Creators: name: Casal, Margret L.
name: Engiles, Julie B.
name: Pipan, Maja Zakošek
name: Berkowitz, Asaf
name: Porat-Mosenco, Yael
name: Mai, Wilfried
name: Wurzburg, Kirsten
name: Xu, Mei-Qi
name: Allen, Robyn
name: ODonnell, Patricia A.
name: Henthorn, Paula S.
name: Thompson, Keith
name: Shore, Eileen M.
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: FOS: Clinical medicine
subject: 70706 Veterinary Medicine
subject: FOS: Veterinary sciences

description: Supplemental Material, DS1_VET_10.1177_0300985819835585 for Identification of the Identical Human Mutation in ACVR1 in 2 Cats With Fibrodysplasia Ossificans Progressiva by Margret L. Casal, Julie B. Engiles, Maja Zakošek Pipan, Asaf Berkowitz, Yael Porat-Mosenco, Wilfried Mai, Kirsten Wurzburg, Mei-Qi Xu, Robyn Allen, Patricia A. ODonnell, Paula S. Henthorn, Keith Thompson and Eileen M. Shore in Veterinary Pathology
Additional file 1 of A novel anterior nasal swab to detect respiratory viruses: a prospective study of diagnostic accuracy
Creators: name: Tosif, Shidan
name: Lee, Lai-yang
name: Nguyen, Jill
name: Overmars, Isabella
name: Selman, Chris
name: Grobler, Anneke C.
name: McMinn, Alissa
name: Waller, Gregory
name: McNab, Sarah
name: Jarvis, Tayla
name: Steer, Andrew
name: Babl, Franz E.
name: Daley, Andrew
name: Crawford, Nigel W.
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Cancer
subject: Science Policy
subject: Infectious Diseases
subject: FOS: Health sciences
subject: Virology

description: Additional file 1: Supplementary Figure 1. Positive percentage agreement subgroup analysis. Supplementary Figure 2. Negative percentage agreement subgroup analysis. Supplementary Figure 3. Participant flow diagram.
Supplemental_Material – Supplemental material for Nonlinear vibration analysis of multiscale doubly curved piezoelectric composite shell in hygrothermal environment
Creators: name: Karimiasl, Mahsa
name: Ebrahimi, Farzad
name: Vinyas, Mahesh
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 99999 Engineering not elsewhere classified
subject: FOS: Other engineering and technologies
subject: 91299 Materials Engineering not elsewhere classified
subject: FOS: Materials engineering

description: Supplemental material, Supplemental_Material for Nonlinear vibration analysis of multiscale doubly curved piezoelectric composite shell in hygrothermal environment by Mahsa Karimiasl, Farzad Ebrahimi and Mahesh Vinyas in Journal of Intelligent Material Systems and Structures
Self-Oriented Body Comparison and Self-Compassion: Interactive Models of Disordered Eating Behaviors Among Postpartum Women
Creators: name: Bardone-Cone, Anna M
name: Thompson, Katherine A
Publisher: name: Elsevier
Year: 2022

description: Evidence suggests self-oriented body comparison (comparison of one's postpartum body shape and weight to one's prepregnant body shape and weight) is a critical factor associated with increased levels of disordered eating during the postpartum period. However, some postpartum women adopt a self-compassionate and acceptance-based perspective toward their body shape and weight changes. It is unclear whether self-compassion may buffer the associations between self-comparisons and disordered eating behaviors among postpartum women, which is the aim of the current study. A total of 306 postpartum women who gave birth in the past year completed an online survey asking about self-compassion, social comparison, broad eating pathology, dietary restraint, and binge eating. Results indicated that self-compassion appeared to buffer the associations between self-comparison and broad eating pathology and binge eating among postpartum women, such that for women with above-average levels of self-compassion, the associations between self-comparison and disordered eating was weaker than for women with average or below-average levels of self-compassion. Findings suggest self-compassion could be a potential target for intervention programs.
Impact of selected determinants in the production of some grain crops in Iraq for the period (2000-2016) using longitudinal data (Panel data)
Creators: name: Fattah, Rafed
Publisher: name: figshare
Year: 2022
Subjects: subject: 140201 Agricultural Economics
subject: FOS: Economics and business

description: The research aimed to analyze and test a number of specific factors to the quantities produced for some of the crops that are grown in Iraq, which is very important and influential in the food basket .And to achieve the objectives of the research, we followed the experimental method according to the collected panel data and choose the best partial model by using the explanatory variables(The prices paid by the state for the purpose of purchasing the crop from the farmers, the cultivated areas of these crops), The dependent variable was the quantities produced for the crops under consideration, the sample of which consisted of four strategic crops (wheat, barley, rice and maize) during the period (2000 - 2016) and were aggregated longitudinally ,subsequently, the sum of the combined observations (4 * 16 = 64) observation. The results of the research summarized that there is a positive effect on the prices paid by the state to the agricultural producers but it was not significant and this may mean that these prices may be of a distorted nature. The research showed that each crop has special and unique qualities. This is proven by the statistically different values of the fixed limit ( Constant ). The best partial model that can be relied upon to interpret the regression equation is the model of fixed effects or the method of the ordinary least squares using the dummy variable.
Supplemental_material – Supplemental material for Cognitive behavioural therapy for myalgic encephalomyelitis/chronic fatigue syndrome is not effective. Re-analysis of a Cochrane review
Creators: name: Vink, Mark
name: Vink-Niese, Alexandra
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: FOS: Clinical medicine
subject: 111799 Public Health and Health Services not elsewhere classified
subject: FOS: Health sciences

description: Supplemental material, Supplemental_material for Cognitive behavioural therapy for myalgic encephalomyelitis/chronic fatigue syndrome is not effective. Re-analysis of a Cochrane review by Mark Vink and Alexandra Vink-Niese in Health Psychology Open
Supplementary_File_(2) - Development and Validation of a Multidimensional Career Values Questionnaire: A Measure Integrating Work Values, Career Orientations, and Career Anchors
Creators: name: Abessolo, Marc
name: Hirschi, Andreas
name: Rossier, Jérôme
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: Education
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplementary_File_(2) for Development and Validation of a Multidimensional Career Values Questionnaire: A Measure Integrating Work Values, Career Orientations, and Career Anchors by Marc Abessolo, Andreas Hirschi and Jérôme Rossier in Journal of Career Development
Additional file 2 of The efficacy and safety of fluconazole in preventing invasive fungal infection in very low birth weight infants: a systematic review and meta-analysis
Creators: name: Xie, Jinghong
name: Zeng, Jiayue
name: Zheng, Shouyan
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Biotechnology
subject: Ecology
subject: Immunology
subject: FOS: Clinical medicine
subject: Science Policy
subject: Infectious Diseases
subject: FOS: Health sciences

description: Supplementary Material 2
Supplemental Material, CONSORT_2010_Flow_Diagram_(2) - Gratitude and Loneliness: Enhancing Health and Well-Being in Older Adults
Creators: name: Bartlett, Monica Y.
name: Arpin, Sarah N.
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110308 Geriatrics and Gerontology
subject: FOS: Clinical medicine
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental Material, CONSORT_2010_Flow_Diagram_(2) for Gratitude and Loneliness: Enhancing Health and Well-Being in Older Adults by Monica Y. Bartlett and Sarah N. Arpin in Research on Aging
Observation_protocol – Supplemental material for Provider–Patient Communication and Involvement in Physical Activity Programs Among Patients Receiving Physical Therapy Services: A Qualitative Study
Creators: name: Kava, Christine M.
name: Fishleder, Sarah
name: Steinman, Lesley
name: Petrescu-Prahova, Miruna
name: Schrodt, Lori
name: Harris, Jeffrey R.
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110306 Endocrinology
subject: FOS: Clinical medicine
subject: 110308 Geriatrics and Gerontology
subject: 111799 Public Health and Health Services not elsewhere classified
subject: FOS: Health sciences

description: Supplemental material, Observation_protocol for Provider–Patient Communication and Involvement in Physical Activity Programs Among Patients Receiving Physical Therapy Services: A Qualitative Study by Christine M. Kava, Sarah Fishleder, Lesley Steinman, Miruna Petrescu-Prahova, Lori Schrodt and Jeffrey R. Harris in Journal of Applied Gerontology
Supplemental_Tables – Supplemental material for The Effect of Image-Guided Corticosteroid Injections on Thumb Carpometacarpal Arthritis
Creators: name: Gershkovich, Grigory E.
name: Haroutioun Boyadjian
name: Mica, Megan Conti
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: Medicine
subject: 110314 Orthopaedics
subject: FOS: Clinical medicine
subject: 110604 Sports Medicine
subject: FOS: Health sciences

description: Supplemental material, Supplemental_Tables for The Effect of Image-Guided Corticosteroid Injections on Thumb Carpometacarpal Arthritis by Grigory E. Gershkovich, Haroutioun Boyadjian and Megan Conti Mica in HAND
Self-oligomerization regulates stability of survival motor neuron protein isoforms by sequestering an SCFSlmb degron
Creators: name: Glascock, Jacqueline J.
name: Lamond, Angus I.
name: Ebert, Allison D.
name: Bonacci, Thomas R.
name: Kaifer, Kevin A.
name: Matera, A. Gregory
name: Lorson, Christian L.
name: Emanuele, Michael J.
name: Wen, Ying
name: Wagner, Eric J.
name: Baillat, David
name: Have, Sara ten
name: Spring, Ashlyn M.
name: Gray, Kelsey M.
name: Van Duyne, Gregory D.
name: Gupta, Kushol
name: Raimer, Amanda C.
Publisher: name: American Society for Cell Biology (ASCB)
Year: 2017

description: Spinal muscular atrophy (SMA) is caused by homozygous mutations in human SMN1 Expression of a duplicate gene (SMN2) primarily results in skipping of exon 7 and production of an unstable protein isoform, SMNΔ7. Although SMN2 exon skipping is the principal contributor to SMA severity, mechanisms governing stability of survival motor neuron (SMN) isoforms are poorly understood. We used a Drosophila model system and label-free proteomics to identify the SCFSlmb ubiquitin E3 ligase complex as a novel SMN binding partner. SCFSlmb interacts with a phosphor degron embedded within the human and fruitfly SMN YG-box oligomerization domains. Substitution of a conserved serine (S270A) interferes with SCFSlmb binding and stabilizes SMNΔ7. SMA-causing missense mutations that block multimerization of full-length SMN are also stabilized in the degron mutant background. Overexpression of SMNΔ7S270A, but not wild-type (WT) SMNΔ7, provides a protective effect in SMA model mice and human motor neuron cell culture systems. Our findings support a model wherein the degron is exposed when SMN is monomeric and sequestered when SMN forms higher-order multimers.
AUT829868_Lay_Abstract – Supplemental material for Parent/caregiver perspectives of functioning in autism spectrum disorders: A comparative study in Sweden and South Africa
Creators: name: Viljoen, Marisa
name: Mahdi, Soheil
name: Griessel, David
name: Bölte, Sven
name: Vries, Petrus J De
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: FOS: Clinical medicine
subject: 111799 Public Health and Health Services not elsewhere classified
subject: FOS: Health sciences
subject: Education
subject: 130312 Special Education and Disability
subject: FOS: Educational sciences

description: Supplemental material, AUT829868_Lay_Abstract for Parent/caregiver perspectives of functioning in autism spectrum disorders: A comparative study in Sweden and South Africa by Marisa Viljoen, Soheil Mahdi, David Griessel, Sven Bölte and Petrus J de Vries in Autism
Supplemental_Material_2 – Supplemental material for How Does Culture Shape Conceptions of Forgiveness? Evidence From Japan and the United States
Creators: name: Minjoo Joo
name: Terzino, Kari A.
name: Cross, Susan E.
name: Yamaguchi, Naomi
name: Ken-Ichi Ohbuchi
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental material, Supplemental_Material_2 for How Does Culture Shape Conceptions of Forgiveness? Evidence From Japan and the United States by Minjoo Joo, Kari A. Terzino, Susan E. Cross, Naomi Yamaguchi and Ken-ichi Ohbuchi in Journal of Cross-Cultural Psychology
Harpactea sardoa Alicata 1966
Creators: name: Caria, Michele
name: Pantini, Paolo
name: Alamanni, Federico
name: Ancona, Cesare
name: Cillo, Davide
name: Bazzato, Erika
Publisher: name: Zenodo
Year: 2021
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Araneae
Dysderidae
Harpactea
Harpactea sardoa

description: Harpactea sardoa Alicata, 1966
 Material examined. Q26, 13.VI-18.VII.2018, 4♂♂ (MSNB); S28, 12.VI-19.VII.2018, 1♂ (MSNB).
 Distribution. Italy (Lazio and Sardinia).
 Comments. Species described based on Sardinian specimens from Monte Funnau (Dorgali, Nuoro). After its description, Brignoli (1979b) recorded it in a woodland in Monte Circeo (Latina, Lazio) and on the island of Ventotene (Lazio). Subsequently, it was recorded by Pantini et al. (2013) in some localities of the province of Nuoro.
description: Published as part of Caria, Michele, Pantini, Paolo, Alamanni, Federico, Ancona, Cesare, Cillo, Davide & Bazzato, Erika, 2021, New records and interesting data for the Sardinian spider fauna (Arachnida: Araneae), pp. 321-332 in Fragmenta entomologica 53 (2) on page 322, DOI: 10.13133/2284-4880/555, http://zenodo.org/record/12763425
Supplementary document for Membrane Thickness Dependence of the Suspended Mini-LED on Visible Light Communication - 7188810.pdf
Creators: name: Xie, Tianlong
name: Chang, Tianshui
name: xie, mingyuan
name: Yu, Ting
name: li, zhenxing
name: Jiang, Yan
name: Gao, Xumin
name: Wang, Yongjin
name: ZHAO, HAITAO
name: shi, zheng
Publisher: name: Optica Publishing Group
Year: 2025
Subjects: Uncategorized

description: backside optical microscope image, three-dimensional morphology images, TRPL images, and S21 parameters of the Mini-LEDs with different film thicknesses.
Divine Masculinities: Mithras, Cybele, and the Shaping of Masculinity in the Early Roman Empire
Creators: name: Goldsmith, Sabrina
Publisher: name: Brandeis University
Year: 2025
Subjects: Mithras
Cybele
Mystery Cults
Roman Empire

description: Throughout the first and second century CE, as Rome sought to redefine itself as an increasingly diverse nation, the expectation of what it meant to be a proper Roman man shifted under the influx of foreign influence, specifically mystery cults such as Mithras and Cybele. This paper will explore the presentation and expectations of masculinity under the Roman Empire, as presented through cultic religious imagery. My research will examine the implications of artistic imagery associated with mystery cults, specifically the cults of Mithras and Cybele, on masculinity and manhood in Rome, the heart of the Roman Empire. By applying modern theories on gender, my research intends to expand upon prior research by contrasting and comparing the gender roles and identities of the members of the cults of Mithras and Cybele as perceived by the general population in Rome with the chosen gender identities of the cult’s members.
Anagraphis ochracea
Creators: name: Caria, Michele
name: Pantini, Paolo
name: Alamanni, Federico
name: Ancona, Cesare
name: Cillo, Davide
name: Bazzato, Erika
Publisher: name: Zenodo
Year: 2021
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Araneae
Gnaphosidae
Anagraphis
Anagraphis ochracea

description: Anagraphis ochracea (L. Koch, 1876)
 Material examined. QE14, 06.VI-18.VII.2018, 2♂♂ (MSNB); QE18, 18.VII-22.VIII.2018, 1♂ (MSNB); QE21, 18.VII-22.VIII.2018, 1♀ (ZFMK).
 Distribution. Albania, North Macedonia, Greece, Turkey.
 Comments. The genus is here recorded for the first time in Italy. With these records, we relocate the limit of the western distribution of this genus and this species from the Balkans to Sardinia. The left palp of the male of A. ochracea is illustrated in Fig. 2.
description: Published as part of Caria, Michele, Pantini, Paolo, Alamanni, Federico, Ancona, Cesare, Cillo, Davide & Bazzato, Erika, 2021, New records and interesting data for the Sardinian spider fauna (Arachnida: Araneae), pp. 321-332 in Fragmenta entomologica 53 (2) on page 322, DOI: 10.13133/2284-4880/555, http://zenodo.org/record/12763425
Supplemental Material, 839009_Appendix - Estimating the Impact of Food and Drug Administration’s Unapproved Drug Initiative on Drug Prices and Sales
Creators: name: Sharma, Dolly
name: Schumock, Glen T.
name: Saffore, Christopher D.
name: S. Albert Edwards
name: Surrey M. Walton
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: FOS: Clinical medicine

description: Supplemental Material, 839009_Appendix for Estimating the Impact of Food and Drug Administration’s Unapproved Drug Initiative on Drug Prices and Sales by Dolly Sharma, Glen T. Schumock, Christopher D. Saffore, S. Albert Edwards and Surrey M. Walton in Therapeutic Innovation & Regulatory Science
Supplemental Material, DS_10.1177_0022242919841584 - Can Advertising Investments Counter the Negative Impact of Shareholder Complaints on Firm Value?
Creators: name: Wies, Simone
name: Hoffmann, Arvid Oskar Ivar
name: Aspara, Jaakko
name: Pennings, Joost M.E.
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 150402 Hospitality Management
subject: FOS: Economics and business

description: Supplemental Material, DS_10.1177_0022242919841584 for Can Advertising Investments Counter the Negative Impact of Shareholder Complaints on Firm Value? by Simone Wies, Arvid Oskar Ivar Hoffmann, Jaakko Aspara and Joost M.E. Pennings in Journal of Marketing
Supplementary document for Membrane Thickness Dependence of the Suspended Mini-LED on Visible Light Communication - 7188810.pdf
Creators: name: Xie, Tianlong
name: Chang, Tianshui
name: xie, mingyuan
name: Yu, Ting
name: li, zhenxing
name: Jiang, Yan
name: Gao, Xumin
name: Wang, Yongjin
name: ZHAO, HAITAO
name: shi, zheng
Publisher: name: Optica Publishing Group
Year: 2024
Subjects: Uncategorized

description: backside optical microscope image, three-dimensional morphology images, TRPL images, and S21 parameters of the Mini-LEDs with different film thicknesses.
Supplemental Material, Appendix_1_-_Patient_and_Caregiver_Quantiative_Survey_EPAC - End-of-Life Cancer Care Redesign: Patient and Caregiver Experiences in a Lay Health Worker–Led Intervention
Creators: name: Patel, Manali I.
name: Moore, David
name: Coker, Tumaini R.
Publisher: name: SAGE Journals
Year: 2019
Subjects: Nursing not elsewhere classified
Aged Health Care

description: Supplemental Material, Appendix_1_-_Patient_and_Caregiver_Quantiative_Survey_EPAC for End-of-Life Cancer Care Redesign: Patient and Caregiver Experiences in a Lay Health Worker–Led Intervention by Manali I. Patel, David Moore and Tumaini R. Coker in American Journal of Hospice and Palliative Medicine®
Sequence to Sequence ECG Cardiac Rhythm Classification Using Convolutional Recurrent Neural Networks
Creators: name: Kitzmiller, Rebecca R.
name: Lake, Doug E.
name: Kosorok, Michael R.
name: Krishnamurthy, Ashok K.
name: Pokaprakarn, Teeranan
name: Moorman, Randall
Publisher: name: Institute of Electrical and Electronics Engineers (IEEE)
Year: 2022

description: This paper proposes a novel deep learning architecture involving combinations of Convolutional Neural Networks (CNN) layers and Recurrent neural networks (RNN) layers that can be used to perform segmentation and classification of 5 cardiac rhythms based on ECG recordings. The algorithm is developed in a sequence to sequence setting where the input is a sequence of five second ECG signal sliding windows and the output is a sequence of cardiac rhythm labels. The novel architecture processes as input both the spectrograms of the ECG signal as well as the heartbeats' signal waveform. Additionally, we are able to train the model in the presence of label noise. The model's performance and generalizability is verified on an external database different from the one we used to train. Experimental result shows this approach can achieve an average F1 scores of 0.89 (averaged across 5 classes). The proposed model also achieves comparable classification performance to existing state-of-the-art approach with considerably less number of training parameters.