cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
Prospective association of maternal psychosocial stress in pregnancy with newborn hippocampal volume and implications for infant social-emotional development
Creators: name: Gilmore, J.H
name: Entringer, S
name: Kleih, T.S
name: Buss, C
name: Rasmussen, J.M
name: Styner, M
name: Moog, N.K
name: Wadhwa, P.D
name: Heim, C.M
name: Nolvi, S
Publisher: name: Elsevier Inc.
Year: 2021

description: Maternal psychosocial stress during pregnancy can impact the developing fetal brain and influence offspring mental health. In this context, animal studies have identified the hippocampus and amygdala as key brain regions of interest, however, evidence in humans is sparse. We, therefore, examined the associations between maternal prenatal psychosocial stress, newborn hippocampal and amygdala volumes, and child social-emotional development. In a sample of 86 mother-child dyads, maternal perceived stress was assessed serially in early, mid and late pregnancy. Following birth, newborn (aged 5–64 postnatal days, mean: 25.8 ± 12.9) hippocampal and amygdala volume was assessed using structural magnetic resonance imaging. Infant social-emotional developmental milestones were assessed at 6- and 12-months age using the Bayley-III. After adjusting for covariates, maternal perceived stress during pregnancy was inversely associated with newborn left hippocampal volume (β = −0.26, p = .019), but not with right hippocampal (β = −0.170, p = .121) or bilateral amygdala volumes (ps > .5). Furthermore, newborn left hippocampal volume was positively associated with infant social-emotional development across the first year of postnatal life (B = 0.01, p = .011). Maternal perceived stress was indirectly associated with infant social-emotional development via newborn left hippocampal volume (B = −0.34, 95% CIBC [-0.97, −0.01]), suggesting mediation. This study provides prospective evidence in humans linking maternal psychosocial stress in pregnancy with newborn hippocampal volume and subsequent infant social-emotional development across the first year of life. These findings highlight the importance of maternal psychosocial state during pregnancy as a target amenable to interventions to prevent or attenuate its potentially unfavorable neural and behavioral consequences in the offspring.
Supplemental Material, sj-docx-1-cpa-10.1177_0706743721998044 - Precision Psychiatry: The Future Is Now
Creators: name: Passos, Ives Cavalcante
name: Ballester, Pedro
name: Rabelo-Da-Ponte, Francisco Diego
name: Kapczinski, Flavio
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_0706743721998044 for Precision Psychiatry: The Future Is Now by Ives Cavalcante Passos, Pedro Ballester, Francisco Diego Rabelo-da-Ponte and Flavio Kapczinski in The Canadian Journal of Psychiatry
Additional file 1 of Deep neural networks for wearable sensor-based activity recognition in Parkinson’s disease: investigating generalizability and model complexity
Creators: name: Davidashvilly, Shelly
name: Cardei, Maria
name: Hssayeni, Murtadha
name: Chi, Christopher
name: Ghoraani, Behnaz
Publisher: name: figshare
Year: 2024
Subjects: subject: Artificial Intelligence and Image Processing
subject: FOS: Computer and information sciences

description: Additional file 1. Figure S1. The learning curve illustrates the impact of incrementally adding healthy subject data to the training set on model accuracy when tested against PD data. The initial model was trained using augmented data from a combination of PAMAP2 and MHEALTH datasets. With each additional subject's data incorporated (one from each dataset), there is a general trend of improved accuracy, albeit with notable variations. This pattern highlights the complex relationship between training data volume and model performance in the context of human activity recognition for PD. Figure S2. The curve presents the effects of systematically introducing PD subject data into the training process using the Domain Adaption Neural Network (DANN) approach, with the Kalouris model and PAMAP2 healthy dataset as the source. The figure displays the progression in model accuracy as more PD subjects are added, indicating the benefits of source domain pretraining. It also reflects a plateau, suggesting a point of diminishing returns in model performance improvements, which provides important insights into the optimization of transfer learning strategies for PD activity recognition.
Protective efficacy of rhesus adenovirus covid-19 vaccines against mouse-adapted sars-cov-2
Creators: name: Dinnon K.H
name: Baric R.S
name: Ventura J.D
name: Nampanya F
name: Leist S.R
name: Martinez D.R
name: Yu J
name: Barouch D.H
name: Gralinski L.E
name: Li Z
name: Mahrokhian S.H
name: Chang A
name: Schaefer A
name: Wan H
name: Gostanoski L.H
name: McMahan K
name: Liu J
Publisher: name: American Society for Microbiology
Year: 2021

description: The global COVID-19 pandemic has sparked intense interest in the rapid development of vaccines as well as animal models to evaluate vaccine candidates and to define immune correlates of protection. We recently reported a mouse-adapted SARS-CoV-2 virus strain (MA10) with the potential to infect wild-type laboratory mice, driving high levels of viral replication in respiratory tract tissues as well as severe clinical and respiratory symptoms, aspects of COVID-19 disease in humans that are important to capture in model systems. We evaluated the immunogenicity and protective efficacy of novel rhesus adenovirus serotype 52 (RhAd52) vaccines against MA10 challenge in mice. Baseline seroprevalence is lower for rhesus adenovirus vectors than for human or chimpanzee adenovirus vectors, making these vectors attractive candidates for vaccine development. We observed that RhAd52 vaccines elicited robust binding and neutralizing antibody titers, which inversely correlated with viral replication after challenge. These data support the development of RhAd52 vaccines and the use of the MA10 challenge virus to screen novel vaccine candidates and to study the immunologic mechanisms that underscore protection from SARS-CoV-2 challenge in wild-type mice.
sj-pdf-1-jdr-10.1177_00220345211000272 – Supplemental material for Observation of Cells on a Simulated Titanium Surface with Transparency
Creators: name: K. Teraoka
name: A. Watazu
name: T. Sonoda
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110599 Dentistry not elsewhere classified
subject: FOS: Clinical medicine
subject: 91299 Materials Engineering not elsewhere classified
subject: FOS: Materials engineering

description: Supplemental material, sj-pdf-1-jdr-10.1177_00220345211000272 for Observation of Cells on a Simulated Titanium Surface with Transparency by K. Teraoka, A. Watazu and T. Sonoda in Journal of Dental Research
title: Advanced Propulsion Technology
title: Overcoming the Challenges of Nuclear Thermal and Electric Propulsion for Deep Space Missions
titleType: AlternativeTitle
Creators: name: Gaikwad, Aditya
Publisher: name: Zenodo
Year: 2025

description: Hello ! this is Aditya D. Gaikwad. This is for only educational and reasearch pourpose. So if you get it intreseting about this then contact me and there no group or organization, this journal is made and written by me. 

Also I am not a researcher or any graduate or Phd students. I'am only a 10th grade student studying in India and researched deeply on this topic and took help of NASA and other sites for researching and made my own journal. And my journal's DOI is

 ' 10.5281/zenodo.15068417 ' but there is no ISSN code. for this journal the citation is - ' Aditya Gaikwad. (2025). Advanced Propulsion Technology: Overcoming the Challenges of Nuclear Thermal and Electric Propulsion for Deep Space Missions. Journal name:  "Advanced Journal of Physics and Astronomy" , Volume: 1(Issue: 1), 15. '

Thank you

Regards
Proton Pump Inhibitors and In-Hospital Gastrointestinal Bleeding in Patients With Acute Coronary Syndrome Receiving Dual Antiplatelet Therapy
Creators: name: Morgan, L
name: Yang, N
name: Liu, J
name: Fonarow, G.C
name: Huo, Y
name: Zhang, J
name: CCC-ACS Investigators
name: Han, Y
name: Ge, J
name: Gao, F
name: Sun, Y
name: Hu, G
name: Zeng, Y
name: Zhou, M
name: Smith, Jr., S.C
name: Liu, J
name: Ma, C
name: Hao, Y
name: Zhao, D
Publisher: name: Elsevier Ltd
Year: 2022

description: Objective: To evaluate the association between proton pump inhibitor (PPI) use and in-hospital gastrointestinal (GI) bleeding in patients with acute coronary syndrome (ACS) taking dual antiplatelet therapy (DAPT). Patients and Methods: This study is based on the Improving Care for Cardiovascular Disease in China-ACS project, an ongoing collaborative registry and quality improvement project of the American Heart Association and the Chinese Society of Cardiology. A total of 25,567 patients with ACS taking DAPT from 172 hospitals from July 1, 2017, through December 31, 2018, were included. Multivariable Cox regression and propensity score–matched analyses were used to evaluate the association between PPI use and in-hospital GI bleeding. Results: Of these patients with ACS, 63.9% (n=16,332) were prescribed PPIs within 24 hours of admission. Patients using PPIs had a higher rate of GI bleeding compared with those not using PPIs (1.0% vs 0.5%; P<.001). In the multivariable Cox regression analysis, early PPI use was associated with a 58% higher risk of GI bleeding (hazard ratio, 1.58; 95% CI, 1.15 to 2.18; P=.005). Further propensity score matching attenuated the association but still showed that patients using PPIs had a higher rate of GI bleeding (0.8% vs 0.6%; P=.04). Conclusion: In China, PPIs are widely used within 24 hours of admission in patients with ACS taking DAPT. An increased risk of GI bleeding is observed in inpatients with early PPI use. Randomized trials on early use of PPIs in patients with ACS receiving DAPT are warranted. Trial Registration: clinicaltrials.gov Identifier: NCT02306616.
Interjú Kósa János Munkácsy Mihály-díjas festőművésszel
Creators: name: Manzenreiter, Gabriella
Publisher: name: Zenodo
Year: 2025
Subjects: subject: AI
subject: AI ART
subject: painter
subject: painting
subject: philosophy
subject: aesthetics
subject: interview
subject: artificial art
subject: media art
subject: new media art
subject: Arts
subject: Visual arts
subject: Art history
subject: Artificial intelligence
subject: art philosophy

description: In-depth interview with Mihály Munkácsy Award-winning painter János Kósa.
Additional file 1 of Perceptions of COVID-19 patients in the use of bioethical principles and the physician-patient relationship: a qualitative approach
Creators: name: Cantú Quintanilla, Guillermo
name: Gómez-Guerrero, Irma Eloisa
name: Aguiñaga-Chiñas, Nuria
name: López Cervantes, Mariana
name: Jaramillo Flores, Ignacio David
name: Slon Rodríguez, Pedro Alonso
name: Bravo Vargas, Carlos Francisco
name: Arroyo-Valerio, America
name: García-Higuera, María del Carmen
Publisher: name: figshare
Year: 2024
Subjects: Medicine
Science Policy
Mental Health

description: Additional file 1: Appendix 1. Interview guide.
Space radiation environment activities in ASIF support center at Physics Dep. of Milano Bicocca University
Creators: name: Della Torre, Stefano
Publisher: name: INFN Open Access Repository
Year: 2024
Subjects: radiation environment
ASIF
cosmic rays
space missions
heliophysics

description: The ASIF program has been established as a partnership agreement between the Italian institutions involved in space, technology, and particle accelerator research: ASI, ENEA and INFN. It aims to make available, to space communities, a coordinated set of irradiation facilities by means of the ASIF gateway website (www.asifgateway.asi.it) developed in the ASIF support center at the Physics Department of Milano-Bicocca University. Furthermore, the project allows for conducting research and technology programs targeted at expanding the knowledge of radiation damage mechanisms and developing simulation tools to model particle fluxes and their transport to predict the expected operating conditions in the space radiation environment. As an example, within the space radiation environment activities of ASIF calculators were made available for assessing the effects due to large energy deposition in devices (e.g., SEE) and cosmic rays fluences on the devices along a custom transfer orbit provided by the user, for determining the electronic stopping power and total ionizing dose (TID), NIEL and Total non-ionizing dose (TNID). More tools are available at the ASIF-supported websites: www.sr-niel.org, www.helmod.org, and www.geomagsphere.org.
sj-docx-5-tab-10.1177_1759720X21998505 – Supplemental material for Ultrasound for diagnosis and follow-up of chronic axillary vasculitis in patients with long-standing giant cell arteritis
Creators: name: Bosch, Philipp
name: Dejaco, Christian
name: Schmidt, Wolfgang A.
name: Schlüter, Kenny D-.
name: Pregartner, Gudrun
name: Schäfer, Valentin S.
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110314 Orthopaedics
subject: FOS: Clinical medicine
subject: 110604 Sports Medicine
subject: FOS: Health sciences
subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified

description: Supplemental material, sj-docx-5-tab-10.1177_1759720X21998505 for Ultrasound for diagnosis and follow-up of chronic axillary vasculitis in patients with long-standing giant cell arteritis by Philipp Bosch, Christian Dejaco, Wolfgang A. Schmidt, Kenny D-. Schlüter, Gudrun Pregartner and Valentin S. Schäfer in Therapeutic Advances in Musculoskeletal Disease
A manifesto to decentre theatre and performance studies
Creators: name: Arora, Swati
Publisher: name: Humanities Commons
Year: 2021
Subjects: subject: Performing arts
subject: Theater
subject: Decolonization in art
subject: Decolonization
subject: Anti-racism
subject: Social justice
subject: Research--Methodology
subject: Postcolonialism
subject: Postcolonialism and the arts

description: With the climate of Brexit, xenophobia and white supremacy on the rise, health and safety of Black and Global Majority people under threat during the spread of Covid in the UK and elsewhere, a discussion of colonialism, migration, borders, and equality – in the classrooms and outside – is more pertinent than ever. Situating the ongoing Decolonise the University movement as part of broader social justice struggles to address the political, social, and economic crises we find ourselves in today, I propose a few ways of decentering Theatre and Performance Studies in the form of a manifesto. What follows is a meditation on precarity, critical pedagogy, Black study, feminist survival, ethical research praxis, and the violence of caste, colourism, and racialisations.
sj-pdf-2-tab-10.1177_1759720X21998505 – Supplemental material for Ultrasound for diagnosis and follow-up of chronic axillary vasculitis in patients with long-standing giant cell arteritis
Creators: name: Bosch, Philipp
name: Dejaco, Christian
name: Schmidt, Wolfgang A.
name: Schlüter, Kenny D-.
name: Pregartner, Gudrun
name: Schäfer, Valentin S.
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110314 Orthopaedics
subject: FOS: Clinical medicine
subject: 110604 Sports Medicine
subject: FOS: Health sciences
subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified

description: Supplemental material, sj-pdf-2-tab-10.1177_1759720X21998505 for Ultrasound for diagnosis and follow-up of chronic axillary vasculitis in patients with long-standing giant cell arteritis by Philipp Bosch, Christian Dejaco, Wolfgang A. Schmidt, Kenny D-. Schlüter, Gudrun Pregartner and Valentin S. Schäfer in Therapeutic Advances in Musculoskeletal Disease
Additional file 1 of Depletion and activation of microglia impact metabolic connectivity of the mouse brain
Creators: name: Gnörich, Johannes
name: Reifschneider, Anika
name: Wind, Karin
name: Zatcepin, Artem
name: Kunte, Sebastian T.
name: Beumers, Philipp
name: Bartos, Laura M.
name: Wiedemann, Thomas
name: Grosch, Maximilian
name: Xiang, Xianyuan
name: Fard, Maryam K.
name: Ruch, Francois
name: Werner, Georg
name: Koehler, Mara
name: Slemann, Luna
name: Hummel, Selina
name: Briel, Nils
name: Blume, Tanja
name: Shi, Yuan
name: Biechele, Gloria
name: Beyer, Leonie
name: Eckenweber, Florian
name: Scheifele, Maximilian
name: Bartenstein, Peter
name: Albert, Nathalie L.
name: Herms, Jochen
name: Tahirovic, Sabina
name: Haass, Christian
name: Capell, Anja
name: Ziegler, Sibylle
name: Brendel, Matthias
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Cell Biology
subject: Neuroscience
subject: Physiology
subject: FOS: Biological sciences
subject: Pharmacology
subject: Immunology
subject: FOS: Clinical medicine
subject: Mental Health
subject: Computational Biology

description: Additional file 1: Fig. S1 (A, B) Representative immunostaining images of the microglia marker Iba1 in the cortex and hippocampus. (C) Microglia abundance in the cortex and hippocampus. Mean ± SD of n = 3 per group. Significance levels were obtained by an unpaired t test. Fig. S2. (A–D) Scatter plots display single SUV (A, B) and SUVr (C, D) values before and after microglia depletion. Error bars indicate standard deviation. Significance was obtained by an unpaired t test. Fig. S3. (A, B) Scatter plots display single SUV (A) and SUVr (B) values. Error bars indicate standard deviation. Statistics were derived from one-way ANOVA with Tukey’s multiple comparisons test.
sj-pdf-1-epn-10.1177_0308518X211000059 - Supplemental material for Social capital and economic growth in the regions of Europe
Creators: name: Muringani, Jonathan
name: Fitjar, Rune D
name: Rodríguez-Pose, Andrés
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: Geography
subject: 120599 Urban and Regional Planning not elsewhere classified
subject: FOS: Social and economic geography

description: Supplemental material, sj-pdf-1-epn-10.1177_0308518X211000059 for Social capital and economic growth in the regions of Europe by Jonathan Muringani, Rune D Fitjar and Andrés Rodríguez-Pose in Environment and Planning A: Economy and Space
Supplemental Material, sj-pdf-1-ear-10.1177_01455613211002921 - Vertebral Artery Compression by the Greater Cornu of the Thyroid Cartilage
Creators: name: Jongbloed, Walter
name: Gertel, Alexander
name: Kashat, Lawrence
name: Singh, Roshansa
name: Parham, Kourosh
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110315 Otorhinolaryngology
subject: FOS: Clinical medicine

description: Supplemental Material, sj-pdf-1-ear-10.1177_01455613211002921 for Vertebral Artery Compression by the Greater Cornu of the Thyroid Cartilage by Walter Jongbloed, Alexander Gertel, Lawrence Kashat, Roshansa Singh and Kourosh Parham in Ear, Nose & Throat Journal
Additional file 1 of Perceptions and experiences of fertility preservation in female patients with cancer in Greece
Creators: name: Taniskidou, Anna-Maria
name: Voultsos, Polychronis
name: Tarlatzis, Vasileios
name: Timotheadou, Eleni
Publisher: name: figshare
Year: 2024
Subjects: Cancer
Science Policy
Mental Health

description: Supplementary Material 1
sj-pdf-2-pih-10.1177_09544119211000228 – Supplemental material for Modeling cortical bone adaptation using strain gradients
Creators: name: Abhishek Kumar Tiwari
name: Goyal, Ajay
name: Jitendra Prasad
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110323 Surgery
subject: FOS: Clinical medicine
subject: 99999 Engineering not elsewhere classified
subject: FOS: Other engineering and technologies

description: Supplemental material, sj-pdf-2-pih-10.1177_09544119211000228 for Modeling cortical bone adaptation using strain gradients by Abhishek Kumar Tiwari, Ajay Goyal and Jitendra Prasad in Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine
sj-pdf-3-pih-10.1177_09544119211000228 – Supplemental material for Modeling cortical bone adaptation using strain gradients
Creators: name: Abhishek Kumar Tiwari
name: Goyal, Ajay
name: Jitendra Prasad
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110323 Surgery
subject: FOS: Clinical medicine
subject: 99999 Engineering not elsewhere classified
subject: FOS: Other engineering and technologies

description: Supplemental material, sj-pdf-3-pih-10.1177_09544119211000228 for Modeling cortical bone adaptation using strain gradients by Abhishek Kumar Tiwari, Ajay Goyal and Jitendra Prasad in Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine
Additional file 2 of Perceptions and experiences of fertility preservation in female patients with cancer in Greece
Creators: name: Taniskidou, Anna-Maria
name: Voultsos, Polychronis
name: Tarlatzis, Vasileios
name: Timotheadou, Eleni
Publisher: name: figshare
Year: 2024
Subjects: Cancer
Science Policy
Mental Health

description: Supplementary Material 2
sj-pdf-1-jhs-10.1177_17531934211002476 - Supplemental material for Comparative assessment of fingertip replantation in paediatric and adult patients within a single institution
Creators: name: Özdemir, Fethiye Damla Menkü
name: Uzun, Hakan
name: Erdi Özdemir
name: Aksu, Ali Emre
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-jhs-10.1177_17531934211002476 for Comparative assessment of fingertip replantation in paediatric and adult patients within a single institution by Fethiye Damla Menkü Özdemir, Hakan Uzun, Erdi Özdemir and Ali Emre Aksu in Journal of Hand Surgery (European Volume)
sj-pdf-1-jhs-10.1177_17531934211002383 - Supplemental material for Hand function 5 years after treatment with collagenase Clostridium histolyticum injection for Dupuytren’s disease
Creators: name: Göransson, Ingrid
name: Brudin, Lars
name: Irbe, Andra
name: Turesson, Christina
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-jhs-10.1177_17531934211002383 for Hand function 5 years after treatment with collagenase Clostridium histolyticum injection for Dupuytren’s disease by Ingrid Göransson, Lars Brudin, Andra Irbe and Christina Turesson in Journal of Hand Surgery (European Volume)
sj-pdf-1-jdr-10.1177_0022034521999298 – Supplemental material for Retroductal Delivery of Epidermal Growth Factor Protects Salivary Progenitors after Irradiation
Creators: name: J.M. Cho
name: Y.J. Yoon
name: S. Lee
name: D. Kim
name: D. Choi
name: J. Kim
name: J.Y. Lim
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110599 Dentistry not elsewhere classified
subject: FOS: Clinical medicine
subject: 91299 Materials Engineering not elsewhere classified
subject: FOS: Materials engineering

description: Supplemental material, sj-pdf-1-jdr-10.1177_0022034521999298 for Retroductal Delivery of Epidermal Growth Factor Protects Salivary Progenitors after Irradiation by J.M. Cho, Y.J. Yoon, S. Lee, D. Kim, D. Choi, J. Kim and J.Y. Lim in Journal of Dental Research
title: Python code used in the paper Sahana et al.: To review the transboundary river research through spaCy language model, Named Entity Recognition (NER) Model , Spark natural language processing (NLP), scikit-learning, Jaro-Winkler distances models
title: Python Codes for spaCy language model
titleType: AlternativeTitle
title: Python Codes for Named Entity Recognition (NER) Model
titleType: AlternativeTitle
title: Spark natural language processing (NLP)
titleType: AlternativeTitle
title: The multi-label text classification model
titleType: AlternativeTitle
title: Jaro-Winkler distances models
titleType: AlternativeTitle
Creators: name: Sahana, Mehebub
name: Md Kutubuddin, Dhali
name: Sarah, Lindley
Publisher: name: Zenodo
Year: 2024
Subjects: subject: Geographic information systems
subject: Earth and related environmental sciences
subject: FOS: Earth and related environmental sciences
subject: Hydrology

description: This code file is a comprehensive toolkit that guides users through a range of geospatial and natural language processing (NLP) tasks, making it suitable for applications in environmental science, data analysis, and more. On the geospatial side, it includes functions for data loading, preparation, spatial analysis, and visualization. Users can import geographic datasets from various formats, perform spatial operations like overlays and intersections, and manipulate raster and vector data for environmental modeling. The visualization features allow for creating maps and charts, effectively communicating spatial insights.

The code also integrates powerful NLP tools, enhancing its utility in analyzing textual data alongside geospatial data. It incorporates the spaCy language model for processing text, allowing users to perform tasks such as tokenization and part-of-speech tagging. Named Entity Recognition (NER) is available to extract important entities from text, which can be helpful for identifying place names, organizations, or other relevant terms in textual datasets. Additionally, Spark NLP is employed for handling large volumes of text data efficiently, ideal for projects requiring big data processing.

For classification tasks, a multi-label text classification model (using scikit-learn) enables the tagging of text data with multiple labels, allowing for nuanced text categorization. The code also includes the Jaro-Winkler distance model, a method useful for fuzzy string matching, making it easier to match or deduplicate text data with minor variations. Together, these NLP tools complement the geospatial functions by enabling a seamless integration of location-based and textual insights, expanding the potential applications of this code for interdisciplinary data analysis projects. Error handling and extensive documentation make the code accessible and user-friendly for various skill levels.
Supplementary material "Measuring the effect of RFID and Marker Recognition tags on cockroach behaviour using AI aided tracking"
Creators: name: McLean, Callum
name: Fisher, David
Publisher: name: figshare
Year: 2025
Subjects: classificationCode: 310901
subject: Animal behaviour

description: Supplementary material "Measuring the effect of RFID and Marker Recognition tags on cockroach behaviour using AI aided tracking". Including raw position files from DeepLabCut, results files, analysis code and an annotated video showing DLC tracking.
Probing Narrow-Line Seyfert 1 Galaxies In The Southern Hemisphere
Creators: name: Chen, Sina
name: Berton, Marco
name: La Mura, Giovanni
name: Congiu, Enrico
name: Cracco, Valentina
name: Fan, Junhui
name: Ciroi, Stefano
name: Rafanelli, Piero
name: Bastieri, Denis
Publisher: name: Zenodo
Year: 2018
Subjects: NLS1

description: In this talk, I will present a new accurate catalog of narrow-line Seyfert 1 galaxies (NLS1s) in the southern hemisphere from the Six-degree Field Galaxy Survey (6dFGS) final data release, which is currently the most extensive spectroscopic survey available in the southern sky whose database has not yet been systematically explored. We classified 167 sources as NLS1s based on their optical spectral properties. We derived flux-calibrated spectra for the first time that the 6dFGS indeed does not provide. By analyzing these spectra, we obtained strong correlations between the monochromatic luminosity at 5100 Angstrom and the luminosity of Hβ and [O III]λ5007 lines. The estimated central black hole mass and Eddington ratio have an average value of 9.55×106M⊙ and 0.90LEdd respectively, which is a typical value for NLS1s. In the sample, 23 (13.8%) NLS1s were detected at radio frequencies, and 10 (6.0%) of them are radio-loud. Our results confirmed that radio-loud sources tend to have higher redshift, more massive black hole, and higher radio and optical luminosity than radio-quiet sources.

In this work, we increased the number of NLS1 galaxies and confirmed some well known properties of this class of AGN. This new NLS1 sample can be carried out with advanced telescopes in the southern hemisphere, such as the Extremely Large Telescope (ELT), the Atacama Large Millimeter/submillimeter Array (ALMA), and the Square Kilometre Array (SKA), for the purpose of investigating the peculiarity of NLS1s, with respect to other AGN.
Additional file 1 of Hyperactivation and enhanced cytotoxicity of reduced CD8+ gamma delta T cells in the intestine of patients with Crohn’s disease correlates with disease activity
Creators: name: Zhu, Tao
name: Zhu, Linlin
name: Sheng, Caixia
name: Wu, Danju
name: Gu, Qianru
name: Jiang, Zhinong
name: Xu, Jiaqi
name: Fu, Guoxiang
name: Jiang, Yujie
Publisher: name: figshare
Year: 2024
Subjects: subject: Immunology
subject: FOS: Clinical medicine

description: Supplementary Material 1
A Discrete, Recursive, and $\pi$-Free Blueprint of the Universe
Creators: name: Veneziano, D
Publisher: name: Zenodo
Year: 2025

description: We present a formal and exact reformulation of physical law based on the RigbySpace (RS) framework: a discrete, saturating, and recursive alternative to the continuum of general relativity and the wavefunctions of quantum theory. The RS model excludes transcendental constants such as $\pi$, $e$, and $\phi$, replacing them with rational, finite operations grounded in two fundamental constants—VEN and LUC—whose ratio generates angular structure, field strength, and spectral growth. By reconstructing spacetime curvature from recursive difference equations and replacing the exponential function with saturating algebraic trigonometry, we reveal a deterministic and unified structure of the cosmos. The presence of a quantized spectral gap arises naturally from imbalance in recursive sequences. We derive the RS field equations, construct the discrete Ricci tensor, and present explicit examples of physical phenomena emergent from this framework.
Planet In Peril: Unveiling The Nexus Of Climate Change, Health, And Environmental Justice Through Global Legal Perspectives
Creators: name: Swaroop Choudary, Jasti
Publisher: name: Humanities Commons
Year: 2023
Subjects: subject: Law
subject: FOS: Law

description: "Planet in Peril: Unveiling the Nexus of Climate Change, Health, and Environmental Justice through Global Legal Perspectives" is a comprehensive research paper that explores the complex and interconnected issues of climate change, human health, and environmental justice within the framework of global legal perspectives. The paper highlights the far-reaching impacts of climate change on human health, including heat-related illnesses, respiratory problems, extreme weather events, vector-borne diseases, mental health impacts, and water scarcity. The study emphasizes the disproportionate effects of climate change on vulnerable populations, particularly low-income communities and marginalized groups, underscoring the significance of environmental justice in addressing these disparities. It underscores the critical role of legal frameworks in tackling the multifaceted challenges posed by climate change and promoting equitable and sustainable solutions. This research analyses the United Nations Framework Convention on Climate Change (UNFCCC) and its influence in shaping global legal frameworks for climate change action. It examines the challenges and limitations of existing legal frameworks, including slow international negotiations, weak enforcement mechanisms, inadequate funding, and coverage gaps. Furthermore, this paper also explores key aspects for enhancing legal frameworks, such as inclusive decision-making processes, the protection of vulnerable communities, and access to justice. It highlights the importance of international cooperation in addressing climate change and the significance of public participation in climate change decision-making.
Balkans History Syllabus
Creators: name: Hajdarpasic, Edin
Publisher: name: unknown
Year: 2023
Subjects: subject: History

description: This survey course explores the diverse histories of the region known as the Balkans. What makes the Balkans distinctive from, and similar to, other parts of the world? What insights can we glean by delving into the diverse historical experiences in this region? Covering southeast European areas once ruled by the Habsburg, Venetian, and Ottoman Empires, the course explores the following themes: the rise and fall of empires; nationalism and nation-formation; Communism and post-socialist transformations; and legacies of war and organized violence. Since it covers histories of several states (e.g. the Yugoslav states, Bulgaria, Albania, etc), the course complements student interests in international relations, anthropology, sociology, political science, and related disciplines. We will pursue the above themes through different sources, which include films, fictional stories, and primary documents that remind us of critical questions: Of what use is the past? What pasts are thrust into the spotlight and what remain in the shadows?
Additional file 1 of Prevalence and genotype diversity of Campylobacter jejuni in hunted reared pheasants (Phasianus colchicus) in Finland
Creators: name: Kivistö, Rauni
name: Sauvala, Mikaela
name: Fredriksson-Ahomaa, Maria
name: Björkroth, Johanna
Publisher: name: figshare
Year: 2024
Subjects: subject: Space Science
subject: Microbiology
subject: FOS: Biological sciences
subject: Environmental Sciences not elsewhere classified
subject: Ecology
subject: Biological Sciences not elsewhere classified
subject: Cancer
subject: Science Policy
subject: Infectious Diseases
subject: FOS: Health sciences

description: Additional file 1. Detailed description of materials and methods used in the study.
Global intraspecific diversity of marine forest of brown macroalgae predicted by past climate conditions
Creators: name: Fragkopoulou, Eliza
name: Serrão, Ester
name: De Clerck, Olivier
name: Assis, Jorge
Publisher: name: figshare
Year: 2025
Subjects: classificationCode: 310599
subject: Genetics not elsewhere classified
classificationCode: 310305
subject: Marine and estuarine ecology (incl. marine ichthyology)
classificationCode: 310307
subject: Population ecology
classificationCode: 310207
subject: Statistical and quantitative genetics

description: R scripts and species-by-species maps of predicted genetic diversity of cold and temperate brown macroalgae species.
sj-docx-1-jbm-10.1177_1724600820985528 – Supplemental material for Long non-coding RNA PITPNA-AS1 regulates UNC5B expression in papillary thyroid cancer via sponging miR-129-5p
Creators: name: Shijuan Mei
name: Huafeng Zong
name: Haicheng Zhou
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 111299 Oncology and Carcinogenesis not elsewhere classified
subject: FOS: Clinical medicine

description: Supplemental material, sj-docx-1-jbm-10.1177_1724600820985528 for Long non-coding RNA PITPNA-AS1 regulates UNC5B expression in papillary thyroid cancer via sponging miR-129-5p by Shijuan Mei, Huafeng Zong and Haicheng Zhou in The International Journal of Biological Markers
Balkans History Syllabus
Creators: name: Hajdarpasic, Edin
Publisher: name: Humanities Commons
Year: 2023
Subjects: subject: History

description: This survey course explores the diverse histories of the region known as the Balkans. What makes the Balkans distinctive from, and similar to, other parts of the world? What insights can we glean by delving into the diverse historical experiences in this region? Covering southeast European areas once ruled by the Habsburg, Venetian, and Ottoman Empires, the course explores the following themes: the rise and fall of empires; nationalism and nation-formation; Communism and post-socialist transformations; and legacies of war and organized violence. Since it covers histories of several states (e.g. the Yugoslav states, Bulgaria, Albania, etc), the course complements student interests in international relations, anthropology, sociology, political science, and related disciplines. We will pursue the above themes through different sources, which include films, fictional stories, and primary documents that remind us of critical questions: Of what use is the past? What pasts are thrust into the spotlight and what remain in the shadows?
Cartoons and The Bard
Creators: name: McMillan, Gloria Lee
Publisher: name: Humanities Commons
Year: 2023
Subjects: subject: Art
subject: Caricatures and cartoons

description: These attached cartoons deal with some Lab Rats. I call this series Glor's Adventures in Rat Lab Land.  They are not all from Shakespeare but other modes of art. Because of a chance happening, I discovered that I had a super power of thinking like a lab rat--at least a cartoon lab rat.
Supplemental Material, sj-pdf-1-her-10.1177_1937586720952892 - Indoor Finish Material Influence on Contamination, Transmission, and Eradication of Methicillin-Resistant Staphylococcus aureus (MRSA)
Creators: name: Harris, Debra
name: Taylor, Keyanna P.
name: Napierkowski, Katie
name: Zechmann, Bernd
Publisher: name: SAGE Journals
Year: 2021
Subjects: Medicine
Public Health and Health Services not elsewhere classified

description: Supplemental Material, sj-pdf-1-her-10.1177_1937586720952892 for Indoor Finish Material Influence on Contamination, Transmission, and Eradication of Methicillin-Resistant Staphylococcus aureus (MRSA) by Debra Harris, Keyanna P. Taylor, Katie Napierkowski and Bernd Zechmann in HERD: Health Environments Research & Design Journal
Additional file 9 of DIMPLE: deep insertion, deletion, and missense mutation libraries for exploring protein variation in evolution, disease, and biology
Creators: name: Macdonald, Christian B.
name: Nedrud, David
name: Grimes, Patrick Rockefeller
name: Trinidad, Donovan
name: Fraser, James S.
name: Coyote-Maestas, Willow
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Genetics
subject: Evolutionary Biology
subject: Biological Sciences not elsewhere classified
subject: Cancer
subject: Infectious Diseases
subject: FOS: Health sciences
subject: Computational Biology

description: Additional file 9. Review history.
Racing Home by Adele Dueck; Ghosts of Government House by Judith Silverthorne; Full Steam to Canada by Anne Patton; Ghost Messages by Jacqueline Guest; Ice Storm by Penny Draper; Picturing Alyssa by Alison Lohans; Drummer Girl by Karen Bass
Creators: name: Gamache, Donna
Publisher: name: Prairie Fire Press, Inc.
Year: 2011
Subjects: fiction; young adult; canadian

description: Prairie Fire Review of Books, Vol 11, No 4 (2011)
sj-pdf-1-tar-10.1177_1753466621998245 – Supplemental material for Advanced therapeutic inhalation aerosols of a Nrf2 activator and RhoA/Rho kinase (ROCK) inhibitor for targeted pulmonary drug delivery in pulmonary hypertension: design, characterization, aerosolization, in vitro 2D/3D human lung cell cultures, and in vivo efficacy
Creators: name: Acosta, Maria F.
name: Muralidharan, Priya
name: Grijalva, Carissa L.
name: Abrahamson, Michael D.
name: Hayes, Don
name: Fineman, Jeffrey R.
name: Black, Stephen M.
name: Mansour, Heidi M.
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 111702 Aged Health Care
subject: FOS: Health sciences
subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: FOS: Clinical medicine
subject: 110203 Respiratory Diseases

description: Supplemental material, sj-pdf-1-tar-10.1177_1753466621998245 for Advanced therapeutic inhalation aerosols of a Nrf2 activator and RhoA/Rho kinase (ROCK) inhibitor for targeted pulmonary drug delivery in pulmonary hypertension: design, characterization, aerosolization, in vitro 2D/3D human lung cell cultures, and in vivo efficacy by Maria F. Acosta, Priya Muralidharan, Carissa L. Grijalva, Michael D. Abrahamson, Don Hayes, Jeffrey R. Fineman, Stephen M. Black and Heidi M. Mansour in Therapeutic Advances in Respiratory Disease
The Odious Child and Other Stories by Carolyn Black; Shag Carpet Action by Matthew Firth; The Reverse Cowgirl by David Whitton
Creators: name: Armstrong, Bob
Publisher: name: Prairie Fire Press, Inc.
Year: 2012
Subjects: fiction; short stories; odious child; carolyn black; shag carpet action; matthew firth; reverse cowgirl; david whitton

description: Prairie Fire Review of Books, Vol 12, No 1 (2012)
Additional file 1 of Protective role of arachidonic acid against diabetic myocardial ischemic injury: a translational study of pigs, rats, and humans
Creators: name: Lv, Yunhui
name: Li, Kai
name: Wang, Shuo
name: Wang, Xiaokang
name: Yue, Guangxin
name: Zhang, Yangyang
name: Lv, Xin
name: Zhao, Ping
name: Wang, Shiping
name: Zhang, Qi
name: Li, Qiuju
name: Zhu, Jinyan
name: Li, Jubo
name: Peng, Peng
name: Li, Yue
name: Luo, Jiafei
name: Zhang, Xue
name: Yang, Jianzhong
name: Zhang, Baojie
name: Wang, Xuemin
name: Zhang, Min
name: Shen, Chen
name: Wang, Xin
name: Wang, Miao
name: Ye, Zhen
name: Cui, Yongchun
Publisher: name: figshare
Year: 2024
Subjects: subject: Biochemistry
subject: Medicine
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Physiology
subject: Pharmacology
subject: Biotechnology
subject: Chemical Sciences not elsewhere classified
subject: Immunology
subject: FOS: Clinical medicine

description: Additional file 1. Materials and methods.
title: Information control and Communist Party legitimacy in China
Creators: name: Gardner, Paul
Publisher: name: University of Glasgow
Year: 2024
Subjects: subject: Censorship, propaganda, legitimacy, Chinese Communist Party.

description: Control of information is key to the survival of authoritarian regimes. Censorship and propaganda play a particularly important role in maintaining and enhancing regime legitimacy. The Chinese Communist Party has developed a large and sophisticated information control operation in its efforts to manufacture the consent of Chinese citizens, but censorship and propaganda are much more selective and sophisticated than they were under Chairman Mao. This thesis analyses what content the CCP controlled during the first six years of Xi Jinping’s presidency (2013-2018), how it controlled this information and particularly the way that censorship and propaganda were used together, and what types of legitimacy these information control efforts focused on. It involves a content analysis of censorship instructions sent to media organisations, and social media posts by People’s Daily, the Party’s main propaganda mouthpiece, together with additional qualitative analysis of the content of these instructions and posts. While King et al (2013) argued that censorship was focused on content involving collective action, this thesis shows that the CCP uses censorship and propaganda to target a much wider range of political content. It proposes a new typology of the censorship and propaganda system and argues that it is important to consider how the CCP uses a mix of censorship and propaganda to get an accurate picture of what information is controlled. This thesis then uses the information about the political content the CCP controls and the way they use censorship and propaganda to control that information to improve our understanding of how the CCP sought to enhance its legitimacy. It shows that information control targeted at the public focused on ideology based on nationalism and moral values, while manipulating and limiting discussion of challenging performance issues and the Party itself. This creates an anaesthetised information environment which encourages people to feel patriotic and positive, but where politics is as unpolitical as possible.
Supplemental Material, sj-docx-2-jpx-10.1177_2374373521997224 - Response to Telemedicine Visits From Patients With Parkinsonism During the COVID-19 Pandemic on Postvisit Surveys
Creators: name: Deeb, Wissam
name: Hess, Christopher W
name: Noheli Gamez
name: Patel, Bhavana
name: Moore, Kathryn
name: Armstrong, Melissa J
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: Medicine

description: Supplemental Material, sj-docx-2-jpx-10.1177_2374373521997224 for Response to Telemedicine Visits From Patients With Parkinsonism During the COVID-19 Pandemic on Postvisit Surveys by Wissam Deeb, Christopher W Hess, Noheli Gamez, Bhavana Patel, Kathryn Moore and Melissa J Armstrong in Journal of Patient Experience
sj-pdf-3-tab-10.1177_1759720X21998505 – Supplemental material for Ultrasound for diagnosis and follow-up of chronic axillary vasculitis in patients with long-standing giant cell arteritis
Creators: name: Bosch, Philipp
name: Dejaco, Christian
name: Schmidt, Wolfgang A.
name: Schlüter, Kenny D-.
name: Pregartner, Gudrun
name: Schäfer, Valentin S.
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 110314 Orthopaedics
subject: FOS: Clinical medicine
subject: 110604 Sports Medicine
subject: FOS: Health sciences
subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified

description: Supplemental material, sj-pdf-3-tab-10.1177_1759720X21998505 for Ultrasound for diagnosis and follow-up of chronic axillary vasculitis in patients with long-standing giant cell arteritis by Philipp Bosch, Christian Dejaco, Wolfgang A. Schmidt, Kenny D-. Schlüter, Gudrun Pregartner and Valentin S. Schäfer in Therapeutic Advances in Musculoskeletal Disease
Additional file 1 of Preclinical training of future ocular surgeons: a French opinion-based study
Creators: name: Kitic, Nicolas
name: Bourges, Jean-Louis
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Environmental Sciences not elsewhere classified
subject: Sociology
subject: FOS: Sociology
subject: Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Cancer
subject: Science Policy

description: Supplementary Material 1
Supplemental Material, sj-pdf-1-jcr-10.1177_0022002721995894 - Spying from Space: Reconnaissance Satellites and Interstate Disputes
Creators: name: Early, Bryan R.
name: Gartzke, Erik
Publisher: name: SAGE Journals
Year: 2021
Subjects: subject: 220104 Human Rights and Justice Issues
subject: FOS: Philosophy, ethics and religion
subject: 160607 International Relations
subject: FOS: Political science

description: Supplemental Material, sj-pdf-1-jcr-10.1177_0022002721995894 for Spying from Space: Reconnaissance Satellites and Interstate Disputes by Bryan R. Early and Erik Gartzke in Journal of Conflict Resolution
A Shakespearean Experiment with ChatGPT
Creators: name: Nazareth, John Lawrence
Publisher: name: Humanities Commons
Year: 2023
Subjects: subject: Drama
subject: Shakespeare, William, 1564-1616
subject: Artificial intelligence
subject: Deep learning (Machine learning)
subject: Symbolism
subject: Descartes, René, 1596-1650
subject: Linguistics
subject: FOS: Languages and literature
subject: Philosophy
subject: FOS: Philosophy, ethics and religion

description: Four hundred years ago, Rene Descartes (1596-1650) laid the philosophical foundation for the scientific era with his famous declaration: Cogito Ergo Sum! "I think therefore I am." ChatGPT is its most recent manifestation within a broadened Cartesian dictum that governs much of modern science today: "I compute, algorithmically, therefore I think, symbolically, therefore I am, experientially." An experiment with Chat GPT is described here that seeks to establish whether this generative, AI-based model of human language does indeed have a capacity for producing original and expressive writing grounded in human experience, or whether it merely simulates and stochastically parrots past writings. The procedure for getting acquainted with ChatGPT, the specific task assigned to it of writing a Shakespearean-like stage play, and the overall guidelines that enabled ChatGPT to carry out this assignment, are first presented. The direct input to ChatGPT and the output it produces, i.e., the results of the experiment, are given next. Finally, detailed conclusions are drawn from this interaction with ChatGPT, within the context of the aforementioned Cartesian dictum, which the reader may wish to peruse first.