cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
sj-pdf-1-tpp-10.1177_2045125320985993 – Supplemental material for The effect of monoamine oxidase-B inhibitors on the alleviation of depressive symptoms in Parkinson’s disease: meta-analysis of randomized controlled trials
Creators: name: Huang, Yao Hsien
name: Chen, Jia Hung
name: Loh, El Wui
name: Lung Chan
name: Hong, Chien Tai
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: FOS: Clinical medicine

description: Supplemental material, sj-pdf-1-tpp-10.1177_2045125320985993 for The effect of monoamine oxidase-B inhibitors on the alleviation of depressive symptoms in Parkinson’s disease: meta-analysis of randomized controlled trials by Yao Hsien Huang, Jia Hung Chen, El Wui Loh, Lung Chan and Chien Tai Hong in Therapeutic Advances in Psychopharmacology
Additional file 1 of Immigrant political participation is associated with more positive majority immigration attitudes across European countries and Swiss cantons
Creators: name: Kende, Judit
name: Reiter, Julia
name: Coşkan, Canan
name: Doosje, Bertjan
name: Green, Eva G. T.
Publisher: name: figshare
Year: 2024
Subjects: subject: Evolutionary Biology
subject: FOS: Biological sciences
subject: Environmental Sciences not elsewhere classified
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Cancer
subject: Science Policy
subject: Mental Health

description: Additional file 1. Preliminary results, Supplementary Tables and Figures.
E03647: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th-7th c. prototype from Jerusalem, commemorates on 17 February *Euphrosyne (an ascetic in Alexandria, 5th c., S01373) and bishop Seleukios (unidentified figure)
Creators: name: Naleksidze
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: იზ. სალუკუ ეპ(ის)კ(ოპოსი)ს(ა)ჲ, და ევფროსინჱსი.

17 February. Bishop Seleukios and Euphrosyne.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
E03650: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th c., based however on the 5th-7th c. prototype from Jerusalem, commemorates on 20 February the deposition of the relics of the saints at the burial of *Rachel (wife of the Old Testament Patriarch Jacob, S00701), *Theodore (soldier and martyr of Amaseia and Euchaita, S00048),and *Paphnoutios (bishop and martyr of Jerusalem, S01509).
Creators: name: Naleksidze
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: კ. რაქელის საფლავსა დადგმაჲ წ(მიდა)თაჲ, და თ(ევდორ)ე მ(ო)წ(ა)მისაჲ, და პაფნუტისი.

20 February. The deposition of the relics of the saints at the burial of Rachel, and martyr Theodore and Paphnoutios.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
Supplemental Material, sj-pdf-3-jgp-10.1177_0891988720988917 - How Do Patients With Parkinson’s Disease Approach Advance Care Planning? A UK-Based Mixed Methods Study
Creators: name: Churm, Deepta
name: Dickinson, Claire
name: Robinson, Louise
name: Paes, Paul
name: Cronin, Thomas
name: Walker, Richard
Publisher: name: SAGE Journals
Year: 2021
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, sj-pdf-3-jgp-10.1177_0891988720988917 for How Do Patients With Parkinson’s Disease Approach Advance Care Planning? A UK-Based Mixed Methods Study by Deepta Churm, Claire Dickinson, Louise Robinson, Paul Paes, Thomas Cronin and Richard Walker in Journal of Geriatric Psychiatry and Neurology
Unpacking Algorithmic News Engagement: How News Values Shape Audience Behaviors on Chinese TikTok (Douyin)
Creators: name: Li, Jinhui
name: Shi, Wen
Publisher: name: Taylor & Francis
Year: 2025
Subjects: Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
Science Policy

description: This study investigates the extent to which news values influence users’ news engagement processes in an algorithmically curated environment. We further distinguish the impacts of hard and soft news to better understand how news genre and characteristics interact in shaping audience behavior. Leveraging cloud-computing technology and web scraping, we collected and analyzed a total of 92,895 news-related videos from 2,663 verified news outlets on Douyin platform. Findings indicated that most of news factors proposed, i.e., prominent, unique, sentiment, and government’s agenda, appeared to be significantly associated with news engagement. We also present preliminary results showing that the impact of certain news factors is further amplified across hard and soft news genres. Our study contributes to understanding the mechanisms, characteristics, and conditions of news consumption in today’s media landscape. As people increasingly consume news through algorithm-driven platforms, this research has important implications for journalism, social media, and political communication studies.
Additional file 1 of Utilising electrodermal activity sensor signals to quantify nociceptive response during movement activities
Creators: name: Hamilton, Rebecca I.
name: Garcia, Ashly Alava
name: Bowd, Jake
name: Hamilton, David
name: Mason, Deborah
name: Elliott, Mark
name: Holt, Cathy
Publisher: name: figshare
Year: 2024
Subjects: subject: Neuroscience
subject: Physiology
subject: FOS: Biological sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: Biological Sciences not elsewhere classified
subject: Information Systems not elsewhere classified
subject: Science Policy
subject: Mental Health

description: Additional file 1. Supplementary Material file has been provided which contains an image of the thermode configuration and the MATLAB script used for raw data extraction and pre-processing.
E03648: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th-7th c. prototype from Jerusalem, commemorates on 18 February *Timothy (the disciple of Apostle Paul, S00446) and *Leo (bishop of Rome, ob. 461, 00423).
Creators: name: Naleksidze
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: იჱ. ტიმოთე მ(ო)ც(ი)ქ(უ)ლის(ა)ჲ, და ლეონტი პაპის(ა)ჲ.

18 February. Apostle Timothy and Pope Leo.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
E03651: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th-7th c. prototype from Jerusalem, commemorates on 21 February *Adrianos and Natalia (martyr of Nicomedia and his pious wife, S01342), *Polycarp/Polykarpos (bishop and martyr of Smyrna, S00004), and *Eustathios (bishop of Antioch, ob. 337, S01316).
Creators: name: Naleksidze
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: კა. ანდრიანესი და ანტოლესი, და პოლიკარპოჲსი მ(ო)წ(ა)მ(ი)\ს(ა)ჲ, და ევსტათი ეპ(ის)კ(ოპოსი)ს(ა)ჲ.

21 February. 'Andriane and Anatole' [= Adrianos and Natalia], martyr Polycarp and Bishop Eustathios.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
Supplemental Material, sj-pdf-1-roa-10.1177_0164027521989083 - Psychological and Physical Health in Widowhood: Does Marital Quality Make a Difference?
Creators: name: Lee, Hyo Jung
name: Han, Sae Hwang
name: Boerner, Kathrin
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110308 Geriatrics and Gerontology
subject: FOS: Clinical medicine
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental Material, sj-pdf-1-roa-10.1177_0164027521989083 for Psychological and Physical Health in Widowhood: Does Marital Quality Make a Difference? by Hyo Jung Lee, Sae Hwang Han and Kathrin Boerner in Research on Aging
Are all News Created Equal? How Event Types Change News Emphasis and Interact with News Factors
Creators: name: Geiß, Stefan
name: Kepplinger, Hans Mathias
Publisher: name: Taylor & Francis
Year: 2025
Subjects: subject: Space Science
subject: Genetics
subject: FOS: Biological sciences
subject: Environmental Sciences not elsewhere classified
subject: Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Cancer
subject: Science Policy

description: This study explores how event types change the way news factors shape journalistic news emphasis. News value theory has been criticized for its detachedness from the reality of news work as experienced by practitioners. This inside view emphasizes how journalists start with categorizing news, which determines the pathways and routines for further examination and development of the story’s potential. Our study integrates both views: (1) news factors matter for news emphasis decisions, but (2) the significance of the different news factors varies depending on how journalists categorize the potential news story’s (PNS) main event. Analyzing 34,325 released news stories (RNS), we identified 12 event types that trigger these news stories. As a key finding, not all types of news events are treated equally: Event types were found to generally differ in newsworthiness. Furthermore, the categorization into event types shifted the way newsworthiness was evaluated (moderation effect). This integrated view offers a more nuanced understanding of news value theory in news work. Revising news value theory accordingly may prove fruitful in analyzing the spread of news in complex information environments.
E03652: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th-7th c. prototype from Jerusalem, commemorates on 22 February *Polycarp/Polykarpos (bishop and martyr of Smyrna, S00004) and, as a later addition, Athanasios of Paulopetrion, confessor under the iconoclast emperor Leo V the Armenian (813-820).
Creators: name: Naleksidze
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: კბ. პოლიკარპე ეპ(ის)კ(ოპოსი)ს(ა)ჲ პმერნა ქალაქისაჲ, და ათანასისი.

22 February. Bishop Polycarp of Pmerna [=Smyrna] and Athanasios.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
sj-pdf-1-jmh-10.1177_1557988321989916 – Supplemental material for Adaptation and Pilot Evaluation of an Intervention Addressing the Sexual Health Needs of Gay Men Living with HIV Infection in Colombia
Creators: name: Alvarado, Beatriz E.
name: Martinez-Cajas, Jorge Luis
name: Mueses, Hector F
name: Sanchez, Diego Correa
name: Adam, Barry D.
name: Hart, Trevor A.
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: 111099 Nursing not elsewhere classified
subject: 111799 Public Health and Health Services not elsewhere classified

description: Supplemental material, sj-pdf-1-jmh-10.1177_1557988321989916 for Adaptation and Pilot Evaluation of an Intervention Addressing the Sexual Health Needs of Gay Men Living with HIV Infection in Colombia by Beatriz E. Alvarado, Jorge Luis Martinez-Cajas, Hector F Mueses, Diego Correa Sanchez, Barry D. Adam and Trevor A. Hart in American Journal of Men's Health
sj-pdf-8-pie-10.1177_0954408921989581 - Supplemental material for Minimum clearance technology to improve performance of twin-screw refrigeration compressors by spraying coating on rotors
Creators: name: Sun, Shizhong
name: Li, Yanpeng
name: Chen, Wenqing
name: Xing, Ziwen
name: Liu, Hua
Publisher: name: SAGE Journals
Year: 2021
Subjects: Engineering not elsewhere classified
Materials Engineering not elsewhere classified

description: Supplemental material, sj-pdf-8-pie-10.1177_0954408921989581 for Minimum clearance technology to improve performance of twin-screw refrigeration compressors by spraying coating on rotors by Shizhong Sun, Yanpeng Li, Wenqing Chen, Ziwen Xing and Hua Liu in Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering
Additional file 1 of Integrating multiple lines of evidence to assess the effects of maternal BMI on pregnancy and perinatal outcomes
Creators: name: Borges, Maria Carolina
name: Clayton, Gemma L.
name: Freathy, Rachel M.
name: Felix, Janine F.
name: Fernández-Sanlés, Alba
name: Soares, Ana Gonçalves
name: Kilpi, Fanny
name: Yang, Qian
name: McEachan, Rosemary R. C.
name: Richmond, Rebecca C.
name: Liu, Xueping
name: Skotte, Line
name: Irizar, Amaia
name: Hattersley, Andrew T.
name: Bodinier, Barbara
name: Scholtens, Denise M.
name: Nohr, Ellen A.
name: Bond, Tom A.
name: Hayes, M. Geoffrey
name: West, Jane
name: Tyrrell, Jessica
name: Wright, John
name: Bouchard, Luigi
name: Murcia, Mario
name: Bustamante, Mariona
name: Chadeau-Hyam, Marc
name: Jarvelin, Marjo-Riitta
name: Vrijheid, Martine
name: Perron, Patrice
name: Magnus, Per
name: Gaillard, Romy
name: Jaddoe, Vincent W. V.
name: Lowe, William L.
name: Feenstra, Bjarke
name: Hivert, Marie-France
name: Sørensen, Thorkild I. A.
name: Håberg, Siri E.
name: Serbert, Sylvain
name: Magnus, Maria
name: Lawlor, Deborah A.
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Cell Biology
subject: Molecular Biology
subject: Biotechnology
subject: Sociology
subject: FOS: Sociology
subject: Immunology
subject: FOS: Clinical medicine
subject: Mathematical Sciences not elsewhere classified
subject: Science Policy

description: Additional file 1. Supplementary methods.
Supplemental Material, sj-pdf-1-cll-10.1177_0963689720988245 - Human Embryonic Stem Cell–derived Neural Crest Cells Promote Sprouting and Motor Recovery Following Spinal Cord Injury in Adult Rats
Creators: name: Jones, Iwan
name: Novikova, Liudmila N.
name: Wiberg, Mikael
name: Carlsson, Leif
name: Novikov, Lev N.
Publisher: name: SAGE Journals
Year: 2021
Subjects: Medicine
Cell Biology

description: Supplemental Material, sj-pdf-1-cll-10.1177_0963689720988245 for Human Embryonic Stem Cell–derived Neural Crest Cells Promote Sprouting and Motor Recovery Following Spinal Cord Injury in Adult Rats by Iwan Jones, Liudmila N. Novikova, Mikael Wiberg, Leif Carlsson and Lev N. Novikov in Cell Transplantation
E03653: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th-7th c. prototype from Jerusalem, commemorates on 23 February *Porphyrios (bishop of Gaza, ob. 420, S01368) and *Polycarp/Polykarpos (bishop and martyr of Smyrna, S00004).
Creators: name: Naleksidze
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: კგ. პორფიროზ ეპ(ის)კ(ოპოსი)ს(ა)ჲ გაზაჲსაჲ, და პოლიკარპო მ(ო)წ(ა)მისაჲ.

23 February. Porphyry, bishop of Gaza and martyr Polycarp.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
sj-pdf-2-cre-10.1177_0269215521990950 – Supplemental material for Effects of electromyographic biofeedback interventions for shoulder pain and function: Systematic review and meta-analysis
Creators: name: Kamonseki, Danilo Harudy
name: Calixtre, Letícia Bojikian
name: Barreto, Rodrigo Py Gonçalves
name: Camargo, Paula Rezende
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110904 Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: 110314 Orthopaedics
subject: 110604 Sports Medicine
subject: FOS: Health sciences

description: Supplemental material, sj-pdf-2-cre-10.1177_0269215521990950 for Effects of electromyographic biofeedback interventions for shoulder pain and function: Systematic review and meta-analysis by Danilo Harudy Kamonseki, Letícia Bojikian Calixtre, Rodrigo Py Gonçalves Barreto and Paula Rezende Camargo in Clinical Rehabilitation
Two novel variants in ALDH1A3 associated with anophthalmia and congenital cystic eye
Creators: name: Rodrigues, Rita
name: Meira, Jorge
name: Leal, Vítor
name: Freixo, João Parente
name: Brandão, Ana Filipa
name: Lemos, José Alberto
name: Estrela-Silva, Sérgio
name: Magalhães, Augusto
Publisher: name: Taylor & Francis
Year: 2025
Subjects: subject: Medicine
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Physiology
subject: Environmental Sciences not elsewhere classified
subject: Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Science Policy

description: We present the case of a newborn with right anophthalmia, left congenital cystic eye, and two novel variants in the ALDH1A3 gene. This report provides a comprehensive discussion of the clinical presentation, management strategies, and long-term follow-up for this rare condition. A thorough ophthalmic examination was performed. Genetic analysis employed next-generation sequencing targeting a panel of 50 genes implicated in microphthalmia, anophthalmia, and coloboma. A one-day-old female, born to unrelated parents, was referred due to bilateral ocular malformations. Prenatal ultrasound in the third trimester had raised concerns about a congenital ocular developmental anomaly, and fetal magnetic resonance imaging suggested right anophthalmia and left eye aphakia. Postnatal examination revealed an empty right orbital cavity and a bluish lesion bulging from the left lower lid. Orbital imaging confirmed the bilateral absence of ocular structures and identified a cystic lesion in the left orbit. At three months of age, an orbital expander was placed in the right anophthalmic socket. At fifteen months, the left orbital cyst was excised due to rapid growth. Histopathological analysis revealed neuroglial tissue lining the cyst, consistent with a congenital cystic eye. A delay in psychomotor development has been noted, but no other signs of systemic conditions have been identified to date. Genetic testing identified two previously unreported ALDH1A3 variants: c.1036C>A (p.Pro346Thr) and c.981C>G (p.Tyr327*). Our study identifies two previously unreported variants in the ALDH1A3 gene, broadening the understanding of its phenotypic spectrum. We report the first association between ALDH1A3 variants and congenital cystic eye.
sj-pdf-3-aic-10.1177_0310057X20977503 - Supplemental material for The effect of alcohol policy on intensive care unit admission patterns in Central Australia: A before–after cross-sectional study
Creators: name: Wright, Carly
name: McAnulty, Greg R
name: Secombe, Paul J
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110305 Emergency Medicine
subject: FOS: Clinical medicine

description: Supplemental material, sj-pdf-3-aic-10.1177_0310057X20977503 for The effect of alcohol policy on intensive care unit admission patterns in Central Australia: A before–after cross-sectional study by Carly Wright, Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Writing original draft, Writing review editing, Conceptualization, Formal analysis, Methodology, Project administration, Supervision, Validation, Writing review editing, Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing review Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing review editing in Anaesthesia and Intensive Care
sj-docx-1-psp-10.1177_0146167220980882 – Supplemental material for The Influence of Daily Events on Emotion Regulation and Well-Being in Daily Life
Creators: name: Newman, David B.
name: Nezlek, John B.
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental material, sj-docx-1-psp-10.1177_0146167220980882 for The Influence of Daily Events on Emotion Regulation and Well-Being in Daily Life by David B. Newman and John B. Nezlek in Personality and Social Psychology Bulletin
sj-docx-2-psp-10.1177_0146167220980882 – Supplemental material for The Influence of Daily Events on Emotion Regulation and Well-Being in Daily Life
Creators: name: Newman, David B.
name: Nezlek, John B.
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental material, sj-docx-2-psp-10.1177_0146167220980882 for The Influence of Daily Events on Emotion Regulation and Well-Being in Daily Life by David B. Newman and John B. Nezlek in Personality and Social Psychology Bulletin
E03654: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th c. to 7th c. prototype from Jerusalem, commemorates on 24 February *Samuel (possibly katholikos of Iberia, 5th c. S01627), and the invention of the head of *John the Baptist (S00020).
Creators: name: Naleksidze
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: კდ. სამოელ ეპ(ის)კ(ოპოსი)ს(ა)ჲ, და იო(ვა)ნეს თავის პოვნაჲ.

24 February. Bishop Samuel and the discovery of the head of John [the Baptist].

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
sj-pdf-1-hol-10.1177_0959683620988056 – Supplemental material for Transformation of high-relief canyon topography by an ancient rock avalanche, Hop Valley, Zion National Park, Utah, USA
Creators: name: Stanczyk, Anna
name: Moore, Jeffrey R
name: Steinemann, Olivia
name: Quirk, Brendon J
name: Christl, Marcus
name: Ivy-Ochs, Susan
Publisher: name: SAGE Journals
Year: 2021
Subjects: Geography
History

description: Supplemental material, sj-pdf-1-hol-10.1177_0959683620988056 for Transformation of high-relief canyon topography by an ancient rock avalanche, Hop Valley, Zion National Park, Utah, USA by Anna Stanczyk, Jeffrey R Moore, Olivia Steinemann, Brendon J Quirk, Marcus Christl and Susan Ivy-Ochs in The Holocene
title: Die Schächtfrage in Hamburg. Diskussionen um ein Verbot in der Weimarer Republik
Creators: name: Golubev, Pavel
Publisher: name: Institut für die Geschichte der deutschen Juden
Year: 2016
Subjects: subject: Religion und Identität
subject: Recht und Politik
subject: Wirtschaft und Berufsstruktur

description: Die hier präsentierten Quellen – insgesamt fünf Dokumente –
stammen aus dem Bestand der Hamburger Schlachthof- und
Viehmarktverwaltung. Diese Behördenakten dokumentieren einen Teil der
Korrespondenz zwischen den Leitern der Deputation für Handel,
Schifffahrt und Gewerbe, der Schlachthof- und Viehmarktverwaltung und
dem Hamburger Oberrabbiner. Die ausgewählten Texte stammen aus dem
Jahr 1930 und gewähren Einblicke in die damalige Auseinandersetzung
um das jüdische Schächten. Die Dokumente befinden sich im Hamburger
Staatsarchiv.
Supplemental Material, sj-docx-1-cpa-10.1177_0706743720987902 - Increases in Serious Psychological Distress among Ontario Students between 2013 and 2017: Assessing the Impact of Time Spent on Social Media: Hausses de la Détresse Psychologique Sérieuse Chez Les Élèves de l’Ontario Entre 2013 et 2017 : Évaluer L’impact du Temps Passé sur les Médias Sociaux
Creators: name: Cook, Steven
name: Hamilton, Hayley A.
name: Montazer, Shirin
name: Sloan, Luke
name: Wickens, Christine M.
name: Cheung, Amy
name: Boak, Angela
name: Turner, Nigel E.
name: Mann, Robert E.
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: FOS: Clinical medicine

description: Supplemental Material, sj-docx-1-cpa-10.1177_0706743720987902 for Increases in Serious Psychological Distress among Ontario Students between 2013 and 2017: Assessing the Impact of Time Spent on Social Media: Hausses de la Détresse Psychologique Sérieuse Chez Les Élèves de l’Ontario Entre 2013 et 2017 : Évaluer L’impact du Temps Passé sur les Médias Sociaux by Steven Cook, Hayley A. Hamilton, Shirin Montazer, Luke Sloan, Christine M. Wickens, Amy Cheung, Angela Boak, Nigel E. Turner and Robert E. Mann in The Canadian Journal of Psychiatry
Additional file 3 of Integrating multiple lines of evidence to assess the effects of maternal BMI on pregnancy and perinatal outcomes
Creators: name: Borges, Maria Carolina
name: Clayton, Gemma L.
name: Freathy, Rachel M.
name: Felix, Janine F.
name: Fernández-Sanlés, Alba
name: Soares, Ana Gonçalves
name: Kilpi, Fanny
name: Yang, Qian
name: McEachan, Rosemary R. C.
name: Richmond, Rebecca C.
name: Liu, Xueping
name: Skotte, Line
name: Irizar, Amaia
name: Hattersley, Andrew T.
name: Bodinier, Barbara
name: Scholtens, Denise M.
name: Nohr, Ellen A.
name: Bond, Tom A.
name: Hayes, M. Geoffrey
name: West, Jane
name: Tyrrell, Jessica
name: Wright, John
name: Bouchard, Luigi
name: Murcia, Mario
name: Bustamante, Mariona
name: Chadeau-Hyam, Marc
name: Jarvelin, Marjo-Riitta
name: Vrijheid, Martine
name: Perron, Patrice
name: Magnus, Per
name: Gaillard, Romy
name: Jaddoe, Vincent W. V.
name: Lowe, William L.
name: Feenstra, Bjarke
name: Hivert, Marie-France
name: Sørensen, Thorkild I. A.
name: Håberg, Siri E.
name: Serbert, Sylvain
name: Magnus, Maria
name: Lawlor, Deborah A.
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Cell Biology
subject: Molecular Biology
subject: Biotechnology
subject: Sociology
subject: FOS: Sociology
subject: Immunology
subject: FOS: Clinical medicine
subject: Mathematical Sciences not elsewhere classified
subject: Science Policy

description: Additional file 3. Supplementary figures.
E03656: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th-7th c. prototype from Jerusalem, commemorates on 26 February *Porphyry (bishop of Gaza, S01368) and *Makarios (bishop of Jerusalem, ob. 335, S01428).
Creators: name: Naleksidze
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: კვ. პომჟილიოს ეპ(ის)კ(ოპოსი)ს(ა)ჲ გალელისაჲ, და მაკარი ეპ(ის)კ(ოპოსი)ს(ა)ჲ.

26 February. Bishop 'Pomzhili' [=Porphyry] of Gaza and Bishop Makarios.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
E03657: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th-7th c. prototype from Jerusalem, commemorates on 27 February 'blessed' Gerontios (unidentified figure), *Glykerios (possibly deacon and martyr of Nicomedia, S00834), *Papias and Diodoros (martyrs of Attaleia, S00929).
Creators: name: Nikolaos
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: კზ. ნეტარისა გერონტისი, და ღლოკელო მარტჳლისაჲ, და პაპიონ, დიოდორონ მ(ო)წ(ა)მ(ი)ს(ა)ჲ.

27 February. Blessed Gerontios, martyr Glykerios, martyrs Papias and Diodoros.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
E03655: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th-7th c. prototype from Jerusalem, commemorates on 25 February *Alexandros (Martyr of Dryzipera, S00070) and *Porphyrios (bishop of Gaza, ob. 420, S01368) and, as a later addition, Tarsios, bishop of Constantinople, 784-806.
Creators: name: Naleksidze
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: კე. წ(მი)დისა ალექსანდრჱ მ(ა)რტ(ჳ)ლის(ა)ჲ, და პორფირი გაზელ ეპ(ის)კ(ოპოსი)ს(ა)ჲ :.:., და ტარასი ეპ(ის)კოპოზისაჲ.

25 February. Holy martyr Alexandros, and Bishop Porphyr of Gaza and bishop Tarsios.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
sj-pdf-1-imr-10.1177_0300060520986708 - Supplemental material for Accuracy of angiopoietin-2 for predicting organ failure in patients with acute pancreatitis: a systematic review and meta-analysis
Creators: name: Lv, Yongcai
name: Yao, Yanhua
name: Liu, Qi
name: Lei, Jingjing
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: Health and Community Services
subject: Cardiology
subject: Dentistry not elsewhere classified
subject: Emergency Medicine
subject: Endocrinology
subject: Geriatrics and Gerontology
subject: Neurology and Neuromuscular Diseases
subject: FOS: Clinical medicine
subject: Nursing not elsewhere classified
subject: Nutrition and Dietetics not elsewhere classified
subject: Oncology and Carcinogenesis not elsewhere classified
subject: Orthopaedics
subject: Sports Medicine
subject: Otorhinolaryngology
subject: Aged Health Care
subject: Paediatrics
subject: Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: Psychology not elsewhere classified
subject: Psychiatry (incl. Psychotherapy)
subject: Public Health and Health Services not elsewhere classified
subject: Respiratory Diseases
subject: Sociological Methodology and Research Methods
subject: Surgery

description: Supplemental material, sj-pdf-1-imr-10.1177_0300060520986708 for Accuracy of angiopoietin-2 for predicting organ failure in patients with acute pancreatitis: a systematic review and meta-analysis by Yongcai Lv, Yanhua Yao, Qi Liu and Jingjing Lei in Journal of International Medical Research
Lasiocesa Kocak 2013
Creators: name: Revay, Edita E.
name: Prozorova, Tatiana A.
name: Junnila, Amy
name: Yakovlev, Roman V.
name: Saldaitis, Aidas
name: Volkova, Julia S.
name: Sulak, Harald
name: Müller, Günter C.
name: Prozorov, Alexey M.
Publisher: name: Zenodo
Year: 2025
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Lepidoptera
Lasiocampidae
Lasiocesa

description: Lasiocesa Koçak, 2013
http://zoobank.org/ urn:lsid:zoobank.org:act: A6F5CB99-1A1B-4018-8928-9221663A0442
Miscellaneous Papers, 160, 1–5.
Type species Pachypasa fulgurata Aurivillius, 1909, Arkiv för Zoologi, 5 (5), 19.
Note: Lasiocesa is an objective replacement name for Filiola Zolotuhin & Gurkovich, 2009 which is a junior homonym of Filiola Barrande, 1881, Systême silurien du centre de la Bohême, 6, 77—Mollusca; and Filiola Petrunkevitch, 1942, Transactions of the Connecticut Academy of Arts and Sciences, 34, 379— Arachnida.
description: Published as part of Revay, Edita E., Prozorova, Tatiana A., Junnila, Amy, Yakovlev, Roman V., Saldaitis, Aidas, Volkova, Julia S., Sulak, Harald, Müller, Günter C. & Prozorov, Alexey M., 2025, Description of a new species of Lasiocesa Koçak from miombo woodlands in Malawi (Lepidoptera, Lasiocampidae, Lasiocampinae, Pinarini), pp. 319-334 in Zootaxa 5631 (2) on page 323, DOI: 10.11646/zootaxa.5631.2.5, http://zenodo.org/record/15370626
sj-pdf-3-smm-10.1177_0962280220987587 - Supplemental material for Combining multiple biomarkers to linearly maximize the diagnostic accuracy under ordered multi-class setting
Creators: name: Hua, Jia
name: Tian, Lili
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: 111099 Nursing not elsewhere classified
subject: 160807 Sociological Methodology and Research Methods
subject: FOS: Sociology

description: Supplemental material, sj-pdf-3-smm-10.1177_0962280220987587 for Combining multiple biomarkers to linearly maximize the diagnostic accuracy under ordered multi-class setting by Jia Hua and Lili Tian in Statistical Methods in Medical Research
sj-pdf-1-smm-10.1177_0962280220982643 - Supplemental material for A Bayesian dose–response meta-analysis model: A simulations study and application
Creators: name: Hamza, Tasnim
name: Cipriani, Andrea
name: Furukawa, Toshi A
name: Egger, Matthias
name: Orsini, Nicola
name: Salanti, Georgia
Publisher: name: SAGE Journals
Year: 2021
Subjects: Health and Community Services
Nursing not elsewhere classified
Sociological Methodology and Research Methods

description: Supplemental material, sj-pdf-1-smm-10.1177_0962280220982643 for A Bayesian dose–response meta-analysis model: A simulations study and application by Tasnim Hamza, Andrea Cipriani, Toshi A Furukawa, Matthias Egger, Nicola Orsini and Georgia Salanti in Statistical Methods in Medical Research
Additional file 1 of Evaluating in vivo effectiveness of sotrovimab for the treatment of Omicron subvariant BA.2 versus BA.1: a multicentre, retrospective cohort study
Creators: name: Lo, Carson K. L.
name: Lo, Calvin K. F.
name: Komorowski, Adam S.
name: Leung, Victor
name: Matic, Nancy
name: McKenna, Susan
name: Perez-Patrigeon, Santiago
name: Sheth, Prameet M.
name: Lowe, Christopher F.
name: Chagla, Zain
name: Bai, Anthony D.
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Pharmacology
subject: Biotechnology
subject: Immunology
subject: FOS: Clinical medicine
subject: Cancer
subject: Mental Health
subject: Infectious Diseases
subject: FOS: Health sciences

description: Additional file 1. Supplementary material including: Text S1. Criteria for immunocompromised conditions and risk factors for progression to severe COVID-19, based on local Canadian guidelines. Table S1. Balance of prognostic factors before and after matching by propensity scores. Figures S1 and S2. Graphical representation of unadjusted and adjusted risk differences of co-primary outcomes 30 days post-sotrovimab.
sj-pdf-1-jcb-10.1177_0271678X21990980 - Supplemental material for White matter network damage mediates association between cerebrovascular disease and cognition
Creators: name: Hilal, Saima
name: Siwei Liu
name: Wong, Tien Yin
name: Vrooman, Henri
name: Cheng, Ching-Yu
name: Narayanaswamy Venketasubramanian
name: Chen, Christopher LH
name: Zhou, Juan Helen
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110305 Emergency Medicine
subject: FOS: Clinical medicine
subject: 110306 Endocrinology
subject: Medicine
subject: 110904 Neurology and Neuromuscular Diseases
subject: 110320 Radiology and Organ Imaging
subject: Cell Biology
subject: Biochemistry
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Neuroscience

description: Supplemental material, sj-pdf-1-jcb-10.1177_0271678X21990980 for White matter network damage mediates association between cerebrovascular disease and cognition by Saima Hilal, Siwei Liu, Tien Yin Wong, Henri Vrooman, Ching-Yu Cheng, Narayanaswamy Venketasubramanian, Christopher LH Chen and Juan Helen Zhou in Journal of Cerebral Blood Flow & Metabolism
E03658: The Church Calendar of Ioane Zosime, compiled in Georgian in the 10th century, based however on the 5th-7th c. prototype from Jerusalem, commemorates on 28 February *Polycarp/Polykarpos (bishop and martyr in Smyrna, S00004), *Alexandros (Martyr at Dryzipera, S00070), *Šahdost/Sadoth (katholikos and martyr in Persia, ob. 442, S01581), and *Proterios (bishop of Alexandria, ob. 457, S01626).
Creators: name: Nikolaos
Publisher: name: University of Oxford
Year: 2017
Subjects: History

description: კჱ. წამებ(ა)ჲ წ(მიდ)ისა პოლიკარტო ეპ(ის)კ(ოპოსი)ს(ა)ჲ, და ალექსანდრე მ(ო)წამისაჲ, და დასადოთ მ(ო)წ(ა)მ(ი)ს(ა)ჲ. პროტერიოს ალ(ე)ქს(ან)დრ(ე)ლ პ(ა)ტრ(ია)ქისაჲ.

28 February. Martyrdom of Bishop 'Polykarto' [=Polycarp], and martyr Alexandros and martyr 'Dasadot' [=Šahdost/Sadoth] and Proterios, patriarch of Alexandria.

Text: Garitte 1958, 48-52; Electronic text: Gippert 2017, http://titus.uni-frankfurt.de/texte/etcg/cauc/ageo/liturg/iozosca2/iozos.htm (26.12.17); Translation: N. Aleksidze.
sj-pdf-1-ajs-10.1177_0363546520986875 – Supplemental material for Ten-Year Survivorship, Patient-Reported Outcome Measures, and Patient Acceptable Symptom State After Over-the-Top Hamstring Anterior Cruciate Ligament Reconstruction With a Lateral Extra-articular Reconstruction: Analysis of 267 Consecutive Cases
Creators: name: Grassi, Alberto
name: Macchiarola, Luca
name: Lucidi, Gian Andrea
name: Silvestri, Annamaria
name: Fabbro, Giacomo Dal
name: Marcacci, Maurilio
name: Zaffagnini, Stefano
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110314 Orthopaedics
subject: FOS: Clinical medicine
subject: 110604 Sports Medicine
subject: FOS: Health sciences
subject: 110323 Surgery

description: Supplemental material, sj-pdf-1-ajs-10.1177_0363546520986875 for Ten-Year Survivorship, Patient-Reported Outcome Measures, and Patient Acceptable Symptom State After Over-the-Top Hamstring Anterior Cruciate Ligament Reconstruction With a Lateral Extra-articular Reconstruction: Analysis of 267 Consecutive Cases by Alberto Grassi, Luca Macchiarola, Gian Andrea Lucidi, Annamaria Silvestri, Giacomo Dal Fabbro, Maurilio Marcacci and Stefano Zaffagnini in The American Journal of Sports Medicine
sj-pdf-1-ajs-10.1177_0363546520985203 – Supplemental material for Enhanced Tendon-to-Bone Healing via IKKβ Inhibition in a Rat Rotator Cuff Model
Creators: name: Golman, Mikhail
name: Xiaoning Li
name: Skouteris, Dimitrios
name: Abraham, Adam A.
name: Song, Lee
name: Abu-Amer, Yousef
name: Thomopoulos, Stavros
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110314 Orthopaedics
subject: FOS: Clinical medicine
subject: 110604 Sports Medicine
subject: FOS: Health sciences
subject: 110323 Surgery

description: Supplemental material, sj-pdf-1-ajs-10.1177_0363546520985203 for Enhanced Tendon-to-Bone Healing via IKKβ Inhibition in a Rat Rotator Cuff Model by Mikhail Golman, Xiaoning Li, Dimitrios Skouteris, Adam A. Abraham, Lee Song, Yousef Abu-Amer and Stavros Thomopoulos in The American Journal of Sports Medicine
Artificial intelligence and machine learning-powered GIS for proactive disaster resilience in a changing climate
Creators: name: Diehr, Justin
name: Ogunyiola, Ayorinde
name: Dada, Oluwabunmi
Publisher: name: Taylor & Francis
Year: 2025
Subjects: subject: Medicine
subject: Biotechnology
subject: Immunology
subject: FOS: Clinical medicine
subject: Mathematical Sciences not elsewhere classified
subject: Science Policy
subject: Mental Health

description: Climate change has significantly increased the frequency and severity of disasters, highlighting the limitations of existing disaster response mechanisms. To address these gaps, this study investigates the potential of integrating artificial intelligence (AI) and machine learning (ML) with Geographic Information Systems (GIS) to enhance disaster management and resilience. This research explored the question: What are the key challenges and opportunities associated with integrating AI, ML, and GIS for disaster preparedness and response? Using a systematic review of 71 empirical studies published between 2012 and 2024, this study identifies eight opportunities, including disaster management and risk assessment, flood risk management, landslide susceptibility prediction, innovative visualization techniques, real-time monitoring, early warning systems and efficiency in data processing and analysis. However, significant challenges remain, including data quality, model interpretability, ethical considerations, and technical limitations. The findings highlight the need for improved data governance, transparent modelling approaches, and enhanced computational frameworks to overcome these barriers. By addressing these challenges, AI, ML, and GIS integration can revolutionize disaster preparedness and response, fostering greater resilience and mitigation in the face of climate change-induced disasters.
title: Chiralization of star-products and the isomorphisms of deformations and quantizations of Kleinian singularities
Creators: name: Castellan, Simone
Publisher: name: University of Glasgow
Year: 2024

description: This thesis contains two directions of research, both related to the quantizations and deformations of Poisson structures.

In the first part, we study the chiralization of star-products, a problem related to the quantization of Poisson vertex algebras. For a Poisson algebra A, a star product is a new product ⋆ such that the associative algebra A = (A, ⋆) is a quantization of A. Famous examples are the Moyal-Weyl and Gutt star-products. Poisson vertex algebras are the chiralization of Poisson algebras and their quantizations are vertex algebras, which are the chiralization of associative algebras. A star-deformation of a Poisson vertex algebra V is a vertex algebra structure Y⋆ such that the vertex algebra V = (V, Y⋆) is a quantization of V. Star-deformations can thus be seen as the chiral analogue of a star-product, although they are not compatible with the Zhu functors. To solve this, we introduce and study the algebraic structure of ℏ-deformed vertex algebras, which is closely related to the Zhu functor. A chiral star-product is then defined as a deformation of a Poisson vertex algebra into an ℏ-vertex algebra. We show that chiral star-products commute with the Zhu functor, giving back a star-product on the corresponding Poisson algebra. By putting ℏ = 0, we obtain a star-deformation. We study the problem of constructing chiral star-products and we provide explicit formulae in some important examples, including when V is a free-field vertex algebra, the affine vertex algebra, or the Virasoro vertex algebra. In particular, these formulae give the chiralization of the Moyal-Weyl and Gutt star-products. Additionally, we provide a new, more natural proof of the associativity of the Zhu algebra using the formalism of ℏ-vertex algebras.

In the second part, we deal with the algebra of functions on Kleinian singularities. It is known that, in this case, the parameter space of filtered Poisson deformations and the parameter space of non-commutative quantizations coincide. We consider all possible isomorphisms between the various deformations (as Poisson algebras) and all isomorphisms between the quantizations (as associative algebras); these form two groupoids, which we denote PIso and Iso. We prove that, for a Kleinian singularity of type A or D, the groupoids Iso and PIso are isomorphic. In particular, the group of automorphisms of the deformation and the quantization corresponding to the same deformation parameter are isomorphic. Furthermore, we describe the groups of automorphisms as abstract groups: for type A they have an amalgamated free product structure, for type D they are subgroups of the group of Dynkin diagram automorphisms. For type D we additionally compute all the possible isomorphisms between deformations as affine varieties.
Additional file 1 of Sexual function index adaptation for breast cancer patients (FSFI-BC)- translation and psychometric properties of Persian version
Creators: name: Masjoudi, Marzieh
name: Keshavarz, Zohre
name: Akbari, Mohammad Esmaeil
name: Kashani, Farah Lotfi
name: Nasiri, Malihe
name: Mirzaei, Hamid-Reza
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Cell Biology
subject: Biotechnology
subject: Environmental Sciences not elsewhere classified
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Cancer
subject: Science Policy

description: Supplementary Material 1
title: Deep Models for Rigid Objects Real-Time Pose Estimation
Creators: name: Zhao, Jianyu
Publisher: name: University of Central Lancashire
Year: 2024

description: Accurate and robust six degrees of freedom (6-DoF) pose estimation of rigid objects is one of the fundamental tasks in computer vision, with wide-ranging applications that span industrial automation, augmented reality, and medical intervention. However, most existing methods typically rely on knowledge of objects’ 3D models and depth measurements, and often require time-consuming iterative refinement to improve accuracy, which can be seen as limiting factors for broader applications. 

This PhD thesis is primarily motivated by the desire to overcome these limitations. It presents a comprehensive study of the 6-DoF pose estimation problem. Drawing inspiration from the latest deep learning pose estimation methods, a novel 6-DoF pose estimation framework named Auto-Pose is proposed, which incorporates latent space representations of deep neural networks with supervised learning algorithms. The proposed framework consists of three novel autoencoder-based methods: DALSR-Pose, CVML-Pose, and CVAM-Pose. These proposed methods are specifically designed to address the limitations of the existing methods enabling the estimation of rigid objects’ 6-DoF poses from a single colour image in real time, without access to any explicit 3D models of the objects or depth data or performing a post-refinement.

The fundamental idea is to implicitly learn intermediate representations of objects in the latent space from only colour images, and the 6-DoF poses are estimated from the latent representations using multiple regression-based algorithms such as multilayer perception (MLP), k-nearest neighbours (KNN), and random forest (RF). Deep Models for Rigid Objects Real-Time Pose Estimation. The proposed methods can operate in real time and are applicable in complex scenarios, including textured/texture-less objects represented in low-resolution images with heavy occlusion and clutter.

Extensive experiments and evaluation results across multiple publicly available benchmark datasets demonstrate the superiority of the proposed framework in pose estimation accuracy over existing methods that similarly use latent space representations, with accuracy improved by 30%. It also achieves comparable results to other state-of-the-art methods that use 3D models.

The thesis makes significant contributions to the field of 6-DoF pose estimation facilitating development of model-free estimation algorithms. The novelty of the work rests in the proposed autoencoder-based methods that achieve competitive performance compared to the state-of-the-art using only data from a monoscopic camera, without the need for the object’s 3D model, depth measurement, or further iterative refinement often essential for the existing methods.
Spatiotemporal estimation of near-surface CO2 concentrations over the global continent based on hybrid machine learning model
Creators: name: Huang, Xinfeng
name: Yang, Hui
name: Qiao, Senwei
name: Yao, Yuejing
name: Cui, Liu
name: Fan, Huaiwei
name: Lv, Qingzhou
name: Qiao, Yina
name: Feng, Gefei
Publisher: name: Taylor & Francis
Year: 2025
Subjects: subject: Space Science
subject: Genetics
subject: FOS: Biological sciences
subject: Biotechnology
subject: Environmental Sciences not elsewhere classified
subject: Chemical Sciences not elsewhere classified
subject: Biological Sciences not elsewhere classified
subject: Information Systems not elsewhere classified
subject: Inorganic Chemistry
subject: FOS: Chemical sciences
subject: Science Policy

description: Understanding the global distribution of CO2 concentrations is crucial for studying the sources and sinks of CO2. Therefore, it is necessary to conduct spatiotemporal estimation of CO2 over the global continent. This study proposed a hybrid machine learning model consisting of mix attention (MA) module, deep forest (DF) module and LightGBM to estimate near-surface CO2 concentrations. This model integrates satellite data, meteorological reanalysis data and ground station measurements to estimate near-surface CO2 concentrations and generate a monthly CO2 concentrations dataset with a resolution of 0.1° over the global continent. The results show that the model performs well in sample-based cross-validation, with R2, MAE, and RMSE of 0.93, 1.45 ppm, and 2.40 ppm, respectively. Station validation result proves that the model has good generalization ability, with an average RMSE of 1.95 ppm. The MA module and DF module effectively enhance the model’s performance, with an improvement in R2 by 0.03 and reductions in MAE and RMSE by 0.285 ppm and 0.460 ppm compared to LightGBM. Compared to XCO2, the spatiotemporal variation of generated CO2 data is more distinct, aiding research on carbon sources and sinks.