cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
Additional file 1: Figure S1. of The use of 18F-fluorodeoxyglucose positron emission tomography (18F-FDG PET) as a pathway-specific biomarker with AZD8186, a PI3Kβ/δ inhibitor
Creators: name: Maynard, Juliana
name: Sally-Ann Emmas
name: Francois-Xavier Blé
name: Barjat, Hervé
name: Lawrie, Emily
name: Hancox, Urs
name: Oakes, Deborah
name: Polanska, Urszula
name: Barry, Simon
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biochemistry
subject: Microbiology
subject: FOS: Biological sciences
subject: Cell Biology
subject: Genetics
subject: Molecular Biology
subject: Neuroscience
subject: Pharmacology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Mental Health
subject: Plant Biology

description: A single dose of AZD8186 (50 mg/kg) shows a pharmacodynamic knock down of PI3K pathway activity in both PTEN null cell line models and not in PI3Kαin correlation with imaging data—representative readout of AKT pathway biomarkers signal. (PDF 72 kb)
Additional file 5: Figure S4. of The P2X7 receptor regulates cell survival, migration and invasion of pancreatic ductal adenocarcinoma cells
Creators: name: Giannuzzo, Andrea
name: Pedersen, Stine
name: Novak, Ivana
Publisher: name: Figshare
Year: 2015
Subjects: subject: Biophysics
subject: Biochemistry
subject: Cell Biology
subject: Molecular Biology
subject: Pharmacology
subject: Biotechnology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Cancer
subject: Plant Biology
subject: FOS: Biological sciences

description: Pore formation with 1 mM ATP. Yo-Pro-1 (2.5 μM) uptake was monitored after stimulation 1 mM ATP alone, and in combination with a pre-inhibition (1 h) with AZ10606120 (10 μM) or A438079 (10 μM). Fluorescence of YoPro-1 (Ex. 490 nm/Em. 510 nm) was measured in Panc-1 (A, B), AsPC-1 (C, D) and BxPC-3 (E, F). A, C, E. Fluorescence values taken every 10 min for 60 min and normalized to the average of values before administration of ATP. B, D, F. Values of normalized fluorescence at 60 min. The lines and bars-graphs show data of four experiments (mean ± SEM); each run was carried out in triplicates. Significant differences P
MOESM2 of Multi-analytical investigation into painting materials and techniques: the wall paintings of Abuna Yemata Guh church
Creators: name: Kidane Gebremariam
name: Kvittingen, Lise
name: Nicholson, David
Publisher: name: Figshare
Year: 2016
Subjects: subject: Cell Biology
subject: Molecular Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Sociology
subject: FOS: Sociology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Science Policy

description: Additional file 2. Yellow paint sample investigation related.
Parasycorax Duckhouse 1972
Creators: name: Ferreira, André Da Silva
name: Araújo, Maíra Xavier
name: Vilarinho, Naiara Thaís
name: Silva-Neto, Alberto Moreira Da
name: Bravo, Freddy
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Diptera
Psychodidae
Parasycorax

description: Parasycorax Duckhouse, 1972
bidentis Santos, Ferreira & Bravo, 2009: 66, Figs 9–16
Holotype: ♂, BRAZIL, Espírito Santo: Cariacica, (“Reserva Biológica Duas Bocas, 20º28’S / 40º46’W ”), 03.x.2008, Santos, C. B. leg.
description: Published as part of Ferreira, André Da Silva, Araújo, Maíra Xavier, Vilarinho, Naiara Thaís, Silva-Neto, Alberto Moreira Da & Bravo, Freddy, 2020, Catalogue of type specimens of Insecta (Arthropoda: Hexapoda) deposited in the entomological collection of the Museum of Zoology of Universidade Estadual de Feira de Santana, Brazil, pp. 501-546 in Zootaxa 4728 (4) on pages 522-523, DOI: 10.11646/zootaxa.4728.4.10, http://zenodo.org/record/3626542
MOESM2 of Leveraging 3D chemical similarity, target and phenotypic data in the identification of drug-protein and drug-adverse effect associations
Creators: name: Vilar, Santiago
name: Hripcsak, George
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biochemistry
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Pharmacology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: 69999 Biological Sciences not elsewhere classified
subject: 80699 Information Systems not elsewhere classified
subject: FOS: Computer and information sciences

description: Additional file 2: Figure S1. AUROC results for each individual target model against the number of drugs that bind the target in our reference standard.
Additional file 6: Figure S5. of The P2X7 receptor regulates cell survival, migration and invasion of pancreatic ductal adenocarcinoma cells
Creators: name: Giannuzzo, Andrea
name: Pedersen, Stine
name: Novak, Ivana
Publisher: name: Figshare
Year: 2015
Subjects: subject: Biophysics
subject: Biochemistry
subject: Microbiology
subject: FOS: Biological sciences
subject: Cell Biology
subject: Molecular Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: Developmental Biology
subject: Cancer
subject: Plant Biology

description: PDAC cells migration. Confluent Panc-1, BxPC-3, AsPC-3 and MiaPaCa-2 cells, grown in 96-well plate were scratched with a 96-pin wound maker. The graph shows the percentage of closed wound. Pictures were taken every 2 h. Images were analyzed with the IncuCyte software using the relative wound density option, which measures the density of the wound according to the density of the cell region. The graphs show data from three to six experiments (mean ± SEM); each run was carried out in triplicates. Significant differences among cell lines P
Behandlung jesidischer Frauen im Irak: Kulturelle Unterschiede in der Psychotherapie und Psychotraumatologie
Creators: name: Kizilhan, Jan Ilhan
Publisher: name: ZPID (Leibniz Institute for Psychology Information)
Year: 2019
Subjects: subject: 150

description: Prof. Dr. Dr. Jan Ilhan Kizilhan (Duale Hochschule Baden-Württemberg) mit seinem Vortrag: Behandlung jesidischer Frauen im Irak: Kulturelle Unterschiede in der Psychotherapie und Psychotraumatologie. Anlass: Fachsymposium "Psychologie kriegstraumatisierter Menschen - Ursachen, Folgen und innovative Therapieformen" anlässlich der Verleihung des Deutschen Psychologie Preises 2019 an Prof. Dr. Thomas Elbert. www.deutscher-psychologie-preis.de
title: P001/China: A global test of message framing on behavioural intentions, policy support, information seeking, and experienced anxiety during the COVID-19 pandemic
title: PSA COVID-19 Rapid Project 001
titleType: AlternativeTitle
Creators: name: Psychological Science Accelerator
Publisher: name: Leibniz Institut für Psychologie (ZPID)
Year: 2020
Subjects: subject: 150

description: The COVID-19 pandemic presents a critical need to identify best practices for communicating health information to the global public. It also provides an opportunity to test theories about risk communication. As part of a larger Psychological Science Accelerator COVID-19 Rapid Project, a global consortium of researchers will experimentally test competing hypotheses regarding the effects of framing messages in terms of losses versus gains. We will examine effects on three primary outcomes: intentions to adhere to policies designed to prevent the spread of COVID-19, opinions about such policies, and the likelihood that participants seek additional policy information. Whereas research on negativity bias and loss aversion predicts that loss-framing will have greater impact, research on encouraging the adoption of protective health behaviour suggests the opposite (i.e., gain-framing will be more persuasive). We will also assess effects on experienced anxiety. Given the potentially low cost and the scalable nature of framing interventions, results could be valuable to health organizations, policymakers, and news sources globally.
description: In view of the pandemic, the PSA has called for rapid and impactful study proposals on COVID-19. Three studies have been selected to be conducted in several countries. This is the pre-registration plan for data collection of the project PSA COVID-19 Rapid Project 001 in China.
MOESM1 of Multi-analytical investigation into painting materials and techniques: the wall paintings of Abuna Yemata Guh church
Creators: name: Kidane Gebremariam
name: Kvittingen, Lise
name: Nicholson, David
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biochemistry
subject: Cell Biology
subject: Molecular Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences

description: Additional file 1. Yellow retouched area: close-up image.
A deep learning approach to assessing non-native pronunciation of English using phone distances
Creators: name: Kyriakopoulos, K
name: Knill, KM
name: Gales, MJF
Publisher: name: ISCA
Year: 2018
Subjects: pronunciation assessment
phone distances
CALL
CAPT
Siamese Networks
attention mechanism

description: The way a non-native speaker pronounces the phones of a language is an important predictor of their proficiency. In grading spontaneous speech, the pairwise distances between generative statistical models trained on each phone have been shown to be powerful features. This paper presents a deep learning alternative to model-based phone distances in the form of a tunable Siamese network feature extractor to extract distance metrics directly from the audio frame sequence. Features are extracted at the phone instance level and combined to phone-level representations using an attention mechanism. Pair-wise distances between phone features are then projected through a feed-forward layer to predict score. The extraction stage is initialised on either a binary phone instance-pair classification task, or to mimic the model-based features, then the whole system is fine-tuned end-to-end, optimising the learning of the distance metric to the score prediction task. This method is therefore more adaptable and more sensitive to phone instance level phenomena. Its performance is compared against
Additional file 1: of Assessment of survival of pathogenic bacteria in fresh vegetables through in vitro challenge test
Creators: name: Rashed Noor
name: Mushfia Malek
name: Shohanur Rahman
name: Monirunnessa Meghla
name: Mrityunjoy Acharjee
name: M Rahman
Publisher: name: Figshare
Year: 2015
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Evolutionary Biology
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: Ecology
subject: Developmental Biology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences

description: Growth decay and survival capacity of the test isolates in â  Chilli, Onion, Capsicum and Corianderâ  . (DOC 69Â kb)
Trichomyia (Syntrichomyia) Araujo & Bravo 2013
Creators: name: Ferreira, André Da Silva
name: Araújo, Maíra Xavier
name: Vilarinho, Naiara Thaís
name: Silva-Neto, Alberto Moreira Da
name: Bravo, Freddy
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Diptera
Psychodidae
Trichomyia

description: Subgenus Syntrichomyia Araújo & Bravo, 2013
onorei Bravo, 2002b: 59, Figs 7–13
Holotype: ♂, BRAZIL, Bahia: Itabuna, (“Reserva Ecológica, CEPEC ”), 04.vi.1984, P aulo S. Terra leg.
queirozi Bravo, 2002b: 60, Figs 14–21
Holotype: ♂, BRAZIL, Bahia: Santa Teresinha, (“ Serra da Jibóia ”), 01.iv.2001, I. Castro leg.
description: Published as part of Ferreira, André Da Silva, Araújo, Maíra Xavier, Vilarinho, Naiara Thaís, Silva-Neto, Alberto Moreira Da & Bravo, Freddy, 2020, Catalogue of type specimens of Insecta (Arthropoda: Hexapoda) deposited in the entomological collection of the Museum of Zoology of Universidade Estadual de Feira de Santana, Brazil, pp. 501-546 in Zootaxa 4728 (4) on page 526, DOI: 10.11646/zootaxa.4728.4.10, http://zenodo.org/record/3626542
Additional file 1: Figure S1. of Novel PVA/MOF Nanofibres: Fabrication, Evaluation and Adsorption of Lead Ions from Aqueous Solution
Creators: name: Ntaote Shooto
name: Dikio, Charity
name: Donbebe Wankasi
name: Sikhwivhilu, Lucky
name: Fanyana Mtunzi
name: Dikio, Ezekiel
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biophysics
subject: 29999 Physical Sciences not elsewhere classified
subject: FOS: Physical sciences
subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Biotechnology
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Sociology
subject: FOS: Sociology
subject: Immunology
subject: FOS: Clinical medicine
subject: 69999 Biological Sciences not elsewhere classified
subject: Virology

description: The Langmuir isotherm plots, M/X against 1/C e. (a) PVA nanofibres, (b) PVA/Sb-TBC nanofibres, (c) PVA/La-TBC nanofibres and (d) PVA/Sr-TBC nanofibres. Figure S2. The Freundlich isotherm plots, InX/M against InC e. (a) PVA nanofibres, (b) PVA/Sb-TBC nanofibres, (c) PVA/La-TBC nanofibres and (d) PVA/Sr-TBC nanofibres. Figure S3. Plots of t/q t vs. t for adsorption of Pb2+ onto (a) PVA nanofibres, (b) PVA/Sb-TBC nanofibres, (c) PVA/La-TBC nanofibres and (d) PVA/Sr-TBC nanofibres. (DOCX 74Â kb)
Additional file 5: Figure S5. of Targeted scVEGF/177Lu radiopharmaceutical inhibits growth of metastases and can be effectively combined with chemotherapy
Creators: name: Rusckowski, Mary
name: Yuzhen Wang
name: Blankenberg, Francis
name: Levashova, Zoia
name: Backer, Marina
name: Backer, Joseph
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biochemistry
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Pharmacology
subject: 69999 Biological Sciences not elsewhere classified
subject: 19999 Mathematical Sciences not elsewhere classified
subject: FOS: Mathematics
subject: Developmental Biology
subject: Marine Biology
subject: Virology

description: Immunostaining for VEGFR-2 (red) and CD206 (green) on cryosections of 4T1luc kidney metastatic lesions from control (A) and scVEGF/177 Lu treated (B) Balb/c mice. 40x objective. (PDF 80 kb)
Additional file 1 of Large Area Nano-transfer Printing of Sub-50-nm Metal Nanostructures Using Low-cost Semi-flexible Hybrid Templates
Creators: name: Nagel, Robin
name: Haeberle, Tobias
name: Schmidt, Morten
name: Lugli, Paolo
name: Scarpa, Giuseppe
Publisher: name: Figshare
Year: 2016
Subjects: subject: Molecular Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Sociology
subject: FOS: Sociology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences

description: Supporting information. (PDF 57 kb)
Wie können wir die Zyklen der Gewalt durchbrechen?
Creators: name: Elbert, Thomas
Publisher: name: ZPID (Leibniz Institute for Psychology Information)
Year: 2019
Subjects: subject: 150

description: Prof. Dr. Thomas Elbert (Universität Konstanz) mit seinem Vortrag: Wie können wir die Zyklen der Gewalt durchbrechen? Anlass: Fachsymposium "Psychologie kriegstraumatisierter Menschen - Ursachen, Folgen und innovative Therapieformen" anlässlich der Verleihung des Deutschen Psychologie Preises 2019 an Prof. Dr. Thomas Elbert. www.deutscher-psychologie-preis.de
MOESM1 of Formulation of a fish feed for goldfish with natural astaxanthin extracted from shrimp waste
Creators: name: W. Weeratunge
name: B. Perera
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biochemistry
subject: Molecular Biology
subject: Evolutionary Biology
subject: FOS: Biological sciences
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Ecology
subject: 69999 Biological Sciences not elsewhere classified
subject: Cancer
subject: Inorganic Chemistry
subject: Science Policy

description: Additional file 1: Table S1. Minimum active astaxanthin concentrations against selected species for selected crude extracts.
Oxyepoecus Santschi 1926
Creators: name: Ferreira, André Da Silva
name: Araújo, Maíra Xavier
name: Vilarinho, Naiara Thaís
name: Silva-Neto, Alberto Moreira Da
name: Bravo, Freddy
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Hymenoptera
Formicidae
Oxyepoecus

description: Oxyepoecus Santschi, 1926
regularis Ulysséa & Brandão, 2012: 169, Figs 1–2
Paratypes: 14 specimens: BRAZIL, Bahia: Milagres, 06 specimens, 29.vii.2010; 07 workers, 23.x.2010; 01 worker, 27.i.2011, (“ 12°39’36”S / 40°36’32”W ”), L.S. S. R. Macêdo & E. da C. Menezes leg.
description: Published as part of Ferreira, André Da Silva, Araújo, Maíra Xavier, Vilarinho, Naiara Thaís, Silva-Neto, Alberto Moreira Da & Bravo, Freddy, 2020, Catalogue of type specimens of Insecta (Arthropoda: Hexapoda) deposited in the entomological collection of the Museum of Zoology of Universidade Estadual de Feira de Santana, Brazil, pp. 501-546 in Zootaxa 4728 (4) on page 532, DOI: 10.11646/zootaxa.4728.4.10, http://zenodo.org/record/3626542
Easing the survey burden: Quantitative assessment of low-cost signal surveys for indoor positioning
Creators: name: Gao, C
name: Harle, R
Publisher: name: IEEE
Year: 2016
Subjects: 4605 Data Management and Data Science
46 Information and Computing Sciences

description: © 2016 IEEE. Indoor positioning through signal fingerprinting is a popular choice since it requires little or no additional infrastructure. However, the initial creation and subsequent maintenance of the signal maps remains a challenge since traditional manual surveying is not scalable. In this work we look at the use of path surveys, which attempt to construct the signal maps from a sparse set of fingerprints collected while a person walks through a space. As such, the survey points rarely provide a uniform coverage of the space of interest. We quantitatively evaluate path surveys with reference to a detailed manual survey using smartphone-grade equipment. We compare both the individual maps (generated using Gaussian Process regression) and their collective positioning performance. Our results are for both WiFi and Bluetooth Low Energy signals. We show that a path survey can provide maps of equivalent quality to a manual survey if a series of guidelines we provide are followed.
Supplementary materials to “Selective exposure and the authoritarian dynamic: Evidence from Canada and the United States”
Creators: name: Hinckley, Robert A.
name: Harell, Allison
Publisher: name: PsychOpen GOLD
Year: 2020
Subjects: subject: selective exposure
subject: threat
subject: authoritarianism
subject: political intolerance
subject: Canada
subject: United States
subject: 150

description: Supplementary materials to “Hinckley, R. A., & Harell, A. (2020). Selective exposure and the authoritarian dynamic: Evidence from Canada and the United States. Journal of Social and Political Psychology, 8(1), 151-172. https://doi.org/10.5964/jspp.v8i1.1085”
description: The first section of the supplementary appendix contains the wording of the political and non-political messages used in the selective exposure experiment. Each message was initially displayed to respondents by title only. Exposure (forced or by choice) included both title and message. The second section of the appendix includes a supplemental analysis of the forced exposure group (for access, see Index of Supplementary Materials below).
Pachastrellidae Carter 1875
Creators: name: Dias, Alan
name: Santos, George Garcia
name: Pinheiro, Ulisses
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Porifera
Demospongiae
Tetractinellida
Pachastrellidae

description: Family Pachastrellidae Carter, 1875
Genus Characella Sollas, 1886
description: Published as part of Dias, Alan, Santos, George Garcia & Pinheiro, Ulisses, 2019, A new species of Characella Sollas, 1886 (Tetractinellida; Demospongiae; Porifera) from deeper waters off the coast of Brazil, pp. 196-200 in Zootaxa 4559 (1) on page 196, DOI: 10.5281/zenodo.2585200
Additional file 1: of A Facile pH Controlled Citrate-Based Reduction Method for Gold Nanoparticle Synthesis at Room Temperature
Creators: name: Himanshu Tyagi
name: Kushwaha, Ajay
name: Anshuman Kumar
name: Aslam, Mohammed
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biophysics
subject: Biochemistry
subject: Medicine
subject: Cell Biology
subject: Molecular Biology
subject: Biotechnology
subject: Infectious Diseases
subject: FOS: Health sciences

description: TEM images depicting large scale distribution of particles, variation of LSPR wavelength with reactant ratio and pH, Zeta potential at various pH conditions and particle size distribution graphs are given in additional file. (DOCX 1453 kb)
Additional file 1 of Assessment of a randomized controlled trial on the safety of pre-placing bronchial balloons in transbronchial lung cryobiopsy for diagnosing interstitial lung disease
Creators: name: Bian, Yiding
name: Zhou, Guowu
name: Gao, Qian
name: Deng, Mingming
name: Tong, Run
name: Xia, Yang
name: Lin, Jieru
name: Hou, Gang
name: Dai, Huaping
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Cell Biology
subject: Neuroscience
subject: Physiology
subject: FOS: Biological sciences
subject: Biotechnology
subject: Cancer
subject: Science Policy
subject: Mental Health
subject: Infectious Diseases
subject: FOS: Health sciences

description: Additional file1: Figure S1. Sample size calculated using PASS 11.
Abernessia Arle 1947
Creators: name: Ferreira, André Da Silva
name: Araújo, Maíra Xavier
name: Vilarinho, Naiara Thaís
name: Silva-Neto, Alberto Moreira Da
name: Bravo, Freddy
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Hymenoptera
Pompilidae
Abernessia

description: Abernessia Arlé, 1947
prima Waichert & Pitts, 2011: 1280, Figs 1–2
Holotype: ♂, BRAZIL, Bahia: Mucugê, (“cerrado”), 11.ii.2003, LASIS leg., MZFS#22465.
description: Published as part of Ferreira, André Da Silva, Araújo, Maíra Xavier, Vilarinho, Naiara Thaís, Silva-Neto, Alberto Moreira Da & Bravo, Freddy, 2020, Catalogue of type specimens of Insecta (Arthropoda: Hexapoda) deposited in the entomological collection of the Museum of Zoology of Universidade Estadual de Feira de Santana, Brazil, pp. 501-546 in Zootaxa 4728 (4) on page 532, DOI: 10.11646/zootaxa.4728.4.10, http://zenodo.org/record/3626542
title: Effect of acute and long-term exercise on leptin levels in depressed outpatients
Creators: name: Heinen, Darlene
name: Heissel, Andreas
name: Heinzel, Stephan
name: Fydrich, Thomas
name: Ströhle, Andreas
name: Rapp, Michael A.
name: Vogel, Heike
Publisher: name: Humboldt-Universität zu Berlin
Year: 2023
Subjects: subject: Depression
subject: Leptin levels
subject: Exercise
subject: Body fat
subject: 610 Medizin und Gesundheit

description: Background Depression is a leading cause of disability worldwide and a significant contributor to the global burden of disease. Altered leptin levels are known to be associated with depressive symptoms, however discrepancies in the results of increased or decreased levels exist. Due to various limitations associated with commonly used antidepressant drugs, alternatives such as exercise therapy are gaining more importance. Therefore, the current study investigates whether depressed patients have higher leptin levels compared to healthy controls and if exercise is efficient to reduce these levels. Methods Leptin levels of 105 participants with major depressive disorder (MDD; 45.7% female, age mean ± SEM: 39.1 ± 1.0) and 34 healthy controls (HC; 61.8% female, age mean ± SEM: 36.0 ± 2.0) were measured before and after a bicycle ergometer test. Additionally, the MDD group was separated into three groups: two endurance exercise intervention groups (EX) differing in their intensities, and a waiting list control group (WL). Leptin levels were measured pre and post a 12-week exercise intervention or the waiting period. Results Baseline data showed no significant differences in leptin levels between the MDD and HC groups. As expected, correlation analyses displayed significant relations between leptin levels and body weight (HC: r = 0.474, p = 0.005; MDD: r = 0.198, p = 0.043) and even more with body fat content (HC: r = 0.755, p < 0.001; MDD: r = 0.675, p < 0.001). The acute effect of the bicycle ergometer test and the 12-week training intervention showed no significant changes in circulating leptin levels. Conclusion Leptin levels were not altered in patients with major depression compared to healthy controls and exercise, both the acute response and after 12 weeks of endurance training, had no effect on the change in leptin levels. Trial registration The study was registered at the German register for clinical studies (DRKS) and the International Clinical Trials Registry Platform of the World Health Organization https://trialsearch.who.int/Trial2.aspx?TrialID=DRKS00008869 on 28/07/2015.
Additional file 1: of A Facile pH Controlled Citrate-Based Reduction Method for Gold Nanoparticle Synthesis at Room Temperature
Creators: name: Himanshu Tyagi
name: Kushwaha, Ajay
name: Anshuman Kumar
name: Aslam, Mohammed
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biophysics
subject: Biochemistry
subject: Medicine
subject: Cell Biology
subject: Molecular Biology
subject: Biotechnology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences

description: TEM images depicting large scale distribution of particles, variation of LSPR wavelength with reactant ratio and pH, Zeta potential at various pH conditions and particle size distribution graphs are given in additional file. (DOCX 1453 kb)
Amitermes Silvestri 1901
Creators: name: Ferreira, André Da Silva
name: Araújo, Maíra Xavier
name: Vilarinho, Naiara Thaís
name: Silva-Neto, Alberto Moreira Da
name: Bravo, Freddy
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Isoptera
Termitidae
Amitermes

description: Amitermes Silvestri, 1901
nordestinus Mélo & Fontes, 2003: 412, Figs 1 –7
Paratypes: 13 ♂♂, BRAZIL, Bahia: Itaberaba (“Fazenda União”), 18.xi. 2001, Mélo, S.C.A. leg., UEFS0001. 40 ♂♂, Paraíba: São João do Cariri (“Estação experimental”), 26.v.2001 – 18.xi.2001, Vasconcelos, A.C.S. leg., UEFS# 0002.
description: Published as part of Ferreira, André Da Silva, Araújo, Maíra Xavier, Vilarinho, Naiara Thaís, Silva-Neto, Alberto Moreira Da & Bravo, Freddy, 2020, Catalogue of type specimens of Insecta (Arthropoda: Hexapoda) deposited in the entomological collection of the Museum of Zoology of Universidade Estadual de Feira de Santana, Brazil, pp. 501-546 in Zootaxa 4728 (4) on pages 532-533, DOI: 10.11646/zootaxa.4728.4.10, http://zenodo.org/record/3626542
Additional file 1 of Prevalence, geographic distribution and risk factors of Eimeria species on commercial broiler farms in Guangdong, China
Creators: name: Liao, Shenquan
name: Lin, Xuhui
name: Zhou, Qingfeng
name: Yan, Zhuanqiang
name: Wu, Caiyan
name: Li, Juan
name: Lv, Minna
name: Hu, Junjing
name: Cai, Haiming
name: Song, Yongle
name: Chen, Xiangjie
name: Zhu, Yibin
name: Yin, Lijun
name: Zhang, Jianfei
name: Qi, Nanshan
name: Sun, Mingfei
Publisher: name: figshare
Year: 2024
Subjects: subject: Genetics
subject: FOS: Biological sciences
subject: Ecology
subject: Immunology
subject: FOS: Clinical medicine
subject: Biological Sciences not elsewhere classified

description: Supplementary Material 1.
Additional file 2: Figure S2. of Targeted scVEGF/177Lu radiopharmaceutical inhibits growth of metastases and can be effectively combined with chemotherapy
Creators: name: Rusckowski, Mary
name: Yuzhen Wang
name: Blankenberg, Francis
name: Levashova, Zoia
name: Backer, Marina
name: Backer, Joseph
Publisher: name: Figshare
Year: 2016
Subjects: subject: Space Science
subject: Sociology
subject: FOS: Sociology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Developmental Biology
subject: Plant Biology

description: Enlarged high resolution MicroCT images of shoulder area from Additional file 1: Figure S1. MicroCT shows significant pitting and large areas of osteolysis around joints. (PDF 46 kb)
Additional file 1: Supplement methods and Table S1. of Development of TASP0410457 (TASP457), a novel dihydroquinolinone derivative as a PET radioligand for central histamine H3 receptors
Creators: name: Koga, Kazumi
name: Maeda, Jun
name: Tokunaga, Masaki
name: Hanyu, Masayuki
name: Kawamura, Kazunori
name: Ohmichi, Mari
name: Nakamura, Toshio
name: Nagai, Yuji
name: Seki, Chie
name: Kimura, Yasuyuki
name: Minamimoto, Takafumi
name: Ming-Rong Zhang
name: Fukumura, Toshimitsu
name: Suhara, Tetsuya
name: Higuchi, Makoto
Publisher: name: Figshare
Year: 2016
Subjects: subject: Space Science
subject: Cell Biology
subject: Molecular Biology
subject: Pharmacology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Developmental Biology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences

description: Receptor binding selectivity of radioligand candidate compounds. (PDF 172 kb)
title: "Eva", Basaiti Marco, inv. 131 (ITA/EN)
title: Scheda catalogo digitale Borghese
titleType: AlternativeTitle
Creators: name: Puddu, Pier Ludovico
name: Galleria Borghese
Publisher: name: Galleria Borghese
Year: 2024

description: Pubblicazione delle schede delle opere conservate nel museo ed estratte dal catalogo digitale di Galleria Borghese, nelle due versioni esistenti online, in italiano e inglese.

Collegamento al catalogo digitale:

ITA: https://www.collezionegalleriaborghese.it/

EN: https://www.collezionegalleriaborghese.it/en
Additional file 1: Supplement methods and Table S1. of Development of TASP0410457 (TASP457), a novel dihydroquinolinone derivative as a PET radioligand for central histamine H3 receptors
Creators: name: Koga, Kazumi
name: Maeda, Jun
name: Tokunaga, Masaki
name: Hanyu, Masayuki
name: Kawamura, Kazunori
name: Ohmichi, Mari
name: Nakamura, Toshio
name: Nagai, Yuji
name: Seki, Chie
name: Kimura, Yasuyuki
name: Minamimoto, Takafumi
name: Ming-Rong Zhang
name: Fukumura, Toshimitsu
name: Suhara, Tetsuya
name: Higuchi, Makoto
Publisher: name: Figshare
Year: 2016
Subjects: subject: Space Science
subject: Cell Biology
subject: Molecular Biology
subject: Pharmacology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Developmental Biology
subject: Infectious Diseases
subject: FOS: Health sciences

description: Receptor binding selectivity of radioligand candidate compounds. (PDF 172 kb)
Additional file 4: of Comparing the Bbs10 complete knockout phenotype with a specific renal epithelial knockout one highlights the link between renal defects and systemic inactivation in mice
Creators: name: Cognard, Noëlle
name: Scerbo, Maria
name: Obringer, Cathy
name: Xiangxiang Yu
name: Costa, Fanny
name: Haser, Elodie
name: Le, Dane
name: Stoetzel, Corinne
name: Roux, Michel
name: Moulin, Bruno
name: Dollfus, Hélène
name: Marion, Vincent
Publisher: name: Figshare
Year: 2015
Subjects: subject: Biochemistry
subject: Space Science
subject: Medicine
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Marine Biology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences

description: Figure S3. Apoptosis of photoreceptors in Bbs10 −/− mice. Immunofluorescence of 7 µm thick retinal sections from Bbs10 +/+ and Bbs10 −/− mice. Fluorescence signal in green correspond to TUNEL signal and in blue the nuclei counterstained with DAPI.
title: Learning Discrete-Time Major-Minor Mean Field Games
Creators: name: Cui, Kai
name: Dayanıklı, Gökçe
name: Laurière, Mathieu
name: Geist, Matthieu
name: Pietquin, Olivier
name: Koeppl, Heinz
Publisher: name: AAAI
Year: 2024

description: Recent techniques based on Mean Field Games (MFGs) allow the scalable analysis of multi-player games with many similar, rational agents. However, standard MFGs remain limited to homogeneous players that weakly influence each other, and cannot model major players that strongly influence other players, severely limiting the class of problems that can be handled. We propose a novel discrete time version of major-minor MFGs (M3FGs), along with a learning algorithm based on fictitious play and partitioning the probability simplex. Importantly, M3FGs generalize MFGs with common noise and can handle not only random exogeneous environment states but also major players. A key challenge is that the mean field is stochastic and not deterministic as in standard MFGs. Our theoretical investigation verifies both the M3FG model and its algorithmic solution, showing firstly the well-posedness of the M3FG model starting from a finite game of interest, and secondly convergence and approximation guarantees of the fictitious play algorithm. Then, we empirically verify the obtained theoretical results, ablating some of the theoretical assumptions made, and show successful equilibrium learning in three example problems. Overall, we establish a learning framework for a novel and broad class of tractable games.
title: Identifying interpretable gene-biomarker associations with functionally informed kernel-based tests in 190,000 exomes
Creators: name: Monti, Remo
name: Rautenstrauch, Pia
name: Ghanbari, Mahsa
name: James, Alva Rani
name: Kirchler, Matthias
name: Ohler, Uwe
name: Konigorski, Stefan
name: Lippert, Christoph
Publisher: name: Humboldt-Universität zu Berlin
Year: 2022
Subjects: subject: 570 Biologie

description: Here we present an exome-wide rare genetic variant association study for 30 blood biomarkers in 191,971 individuals in the UK Biobank. We compare gene-based association tests for separate functional variant categories to increase interpretability and identify 193 significant gene-biomarker associations. Genes associated with biomarkers were ~ 4.5-fold enriched for conferring Mendelian disorders. In addition to performing weighted gene-based variant collapsing tests, we design and apply variant-category-specific kernel-based tests that integrate quantitative functional variant effect predictions for missense variants, splicing and the binding of RNA-binding proteins. For these tests, we present a computationally efficient combination of the likelihood-ratio and score tests that found 36% more associations than the score test alone while also controlling the type-1 error. Kernel-based tests identified 13% more associations than their gene-based collapsing counterparts and had advantages in the presence of gain of function missense variants. We introduce local collapsing by amino acid position for missense variants and use it to interpret associations and identify potential novel gain of function variants in PIEZO1 . Our results show the benefits of investigating different functional mechanisms when performing rare-variant association tests, and demonstrate pervasive rare-variant contribution to biomarker variability.
Nhambikuara Freitas, Barbosa & Zacca 2018
Creators: name: Ferreira, André Da Silva
name: Araújo, Maíra Xavier
name: Vilarinho, Naiara Thaís
name: Silva-Neto, Alberto Moreira Da
name: Bravo, Freddy
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Lepidoptera
Nymphalidae
Nhambikuara

description: Nhambikuara Freitas, Barbosa & Zacca, 2018
cerradensis Freitas, Barbosa & Zacca, 2018: 150, Figs 1, 2, 5, 6
Paratypes: 1 ♂ and 1 ♀, BRAZIL, Bahia: Morro do Chapéu, (“ Capão do Pinho ”), 22.vi.2009, T. Zacca leg., MZFS#50059, 50060; 1 ♂, Pindobaçu, (“ Cachoeira da Fumaça ¸ 10°28’43”S / 40°12’27,6”W ”), xii.2009, T. Zacca leg., MZFS#46805; 1 ♂ and 1 ♀, Senhor do Bonfim (“ Serra da Maravilha ”), 20.vii.2009, T. Zacca leg., MZFS#45179–45220.
description: Published as part of Ferreira, André Da Silva, Araújo, Maíra Xavier, Vilarinho, Naiara Thaís, Silva-Neto, Alberto Moreira Da & Bravo, Freddy, 2020, Catalogue of type specimens of Insecta (Arthropoda: Hexapoda) deposited in the entomological collection of the Museum of Zoology of Universidade Estadual de Feira de Santana, Brazil, pp. 501-546 in Zootaxa 4728 (4) on page 533, DOI: 10.11646/zootaxa.4728.4.10, http://zenodo.org/record/3626542
Additional file 4: Figure S3. of Development of TASP0410457 (TASP457), a novel dihydroquinolinone derivative as a PET radioligand for central histamine H3 receptors
Creators: name: Koga, Kazumi
name: Maeda, Jun
name: Tokunaga, Masaki
name: Hanyu, Masayuki
name: Kawamura, Kazunori
name: Ohmichi, Mari
name: Nakamura, Toshio
name: Nagai, Yuji
name: Seki, Chie
name: Kimura, Yasuyuki
name: Minamimoto, Takafumi
name: Ming-Rong Zhang
name: Fukumura, Toshimitsu
name: Suhara, Tetsuya
name: Higuchi, Makoto
Publisher: name: Figshare
Year: 2016
Subjects: subject: Cell Biology
subject: Molecular Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Developmental Biology
subject: Science Policy

description: Analytical HPLC chromatogram of [11C]TASP0390136. (PDF 557 kb)
title: "Cantore appassionato", ambito veneto, inv. 132 (ITA/EN)
title: Scheda catalogo digitale Borghese
titleType: AlternativeTitle
Creators: name: Puddu, Pier Ludovico
name: Galleria Borghese
Publisher: name: Galleria Borghese
Year: 2024

description: Pubblicazione delle schede delle opere conservate nel museo ed estratte dal catalogo digitale di Galleria Borghese, nelle due versioni esistenti online, in italiano e inglese.

Collegamento al catalogo digitale:

ITA: https://www.collezionegalleriaborghese.it/

EN: https://www.collezionegalleriaborghese.it/en
Review and evaluation of penalised regression methods for risk prediction in low-dimensional data with few events.
Creators: name: Pavlou, Menelaos
name: Ambler, Gareth
name: Seaman, Shaun
name: De Iorio, Maria
name: Omar, Rumana Z
Publisher: name: Wiley
Year: 2016
Subjects: Bayesian regularisation
overfitting
rare events
shrinkage
Bayes Theorem
Bias
Biostatistics
Computer Simulation
Data Interpretation, Statistical
Humans
Likelihood Functions
Logistic Models
Male
Models, Statistical
Penile Neoplasms
Prognosis
Regression Analysis
Risk Factors

description: Risk prediction models are used to predict a clinical outcome for patients using a set of predictors. We focus on predicting low-dimensional binary outcomes typically arising in epidemiology, health services and public health research where logistic regression is commonly used. When the number of events is small compared with the number of regression coefficients, model overfitting can be a serious problem. An overfitted model tends to demonstrate poor predictive accuracy when applied to new data. We review frequentist and Bayesian shrinkage methods that may alleviate overfitting by shrinking the regression coefficients towards zero (some methods can also provide more parsimonious models by omitting some predictors). We evaluated their predictive performance in comparison with maximum likelihood estimation using real and simulated data. The simulation study showed that maximum likelihood estimation tends to produce overfitted models with poor predictive performance in scenarios with few events, and penalised methods can offer improvement. Ridge regression performed well, except in scenarios with many noise predictors. Lasso performed better than ridge in scenarios with many noise predictors and worse in the presence of correlated predictors. Elastic net, a hybrid of the two, performed well in all scenarios. Adaptive lasso and smoothly clipped absolute deviation performed best in scenarios with many noise predictors; in other scenarios, their performance was inferior to that of ridge and lasso. Bayesian approaches performed well when the hyperparameters for the priors were chosen carefully. Their use may aid variable selection, and they can be easily extended to clustered-data settings and to incorporate external information.
title: Overcoming C60-induced interfacial recombination in inverted perovskite solar cells by electron-transporting carborane
Creators: name: Ye, Fangyuan
name: Zhang, Shuo
name: Warby, Jonathan
name: Wu, Jiawei
name: Gutierrez-Partida, Emilio
name: Lang, Felix
name: Shah, Sahil
name: Saglamkaya, Elifnaz
name: Sun, Bowen
name: Zu, Fengshuo
name: Shoaee, Safa
name: Wang, Haifeng
name: Stiller, Burkhard
name: Neher, Dieter
name: Zhu, Wei-Hong
name: Stolterfoht, Martin
name: Wu, Yongzhen
Publisher: name: Humboldt-Universität zu Berlin
Year: 2022
Subjects: subject: 620 Ingenieurwissenschaften und zugeordnete Tätigkeiten

description: Inverted perovskite solar cells still suffer from significant non-radiative recombination losses at the perovskite surface and across the perovskite/C60 interface, limiting the future development of perovskite-based single- and multi-junction photovoltaics. Therefore, more effective inter- or transport layers are urgently required. To tackle these recombination losses, we introduce ortho-carborane as an interlayer material that has a spherical molecular structure and a three-dimensional aromaticity. Based on a variety of experimental techniques, we show that ortho-carborane decorated with phenylamino groups effectively passivates the perovskite surface and essentially eliminates the non-radiative recombination loss across the perovskite/C60 interface with high thermal stability. We further demonstrate the potential of carborane as an electron transport material, facilitating electron extraction while blocking holes from the interface. The resulting inverted perovskite solar cells deliver a power conversion efficiency of over 23% with a low non-radiative voltage loss of 110 mV, and retain >97% of the initial efficiency after 400 h of maximum power point tracking. Overall, the designed carborane based interlayer simultaneously enables passivation, electron-transport and hole-blocking and paves the way toward more efficient and stable perovskite solar cells.
Additional file 4: of Comparing the Bbs10 complete knockout phenotype with a specific renal epithelial knockout one highlights the link between renal defects and systemic inactivation in mice
Creators: name: Cognard, Noëlle
name: Scerbo, Maria
name: Obringer, Cathy
name: Xiangxiang Yu
name: Costa, Fanny
name: Haser, Elodie
name: Le, Dane
name: Stoetzel, Corinne
name: Roux, Michel
name: Moulin, Bruno
name: Dollfus, Hélène
name: Marion, Vincent
Publisher: name: Figshare
Year: 2015
Subjects: subject: Biochemistry
subject: Space Science
subject: Medicine
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Marine Biology
subject: Infectious Diseases
subject: FOS: Health sciences

description: Figure S3. Apoptosis of photoreceptors in Bbs10 −/− mice. Immunofluorescence of 7 µm thick retinal sections from Bbs10 +/+ and Bbs10 −/− mice. Fluorescence signal in green correspond to TUNEL signal and in blue the nuclei counterstained with DAPI.
title: DNA methylation-based classification of sinonasal tumors
Creators: name: Jurmeister, Philipp
name: Glöß, Stefanie
name: Roller, Renée
name: Leitheiser, Maximilian
name: Schmid, Simone
name: Mochmann, Liliana H.
name: Payá Capilla, Emma
name: Fritz, Rebecca
name: Dittmayer, Carsten
name: Friedrich, Corinna
name: Thieme, Anne
name: Keyl, Philipp
name: Jarosch, Armin
name: Schallenberg, Simon
name: Bläker, Hendrik
name: Hoffmann, Inga
name: Vollbrecht, Claudia
name: Lehmann, Annika
name: Hummel, Michael
name: Heim, Daniel
name: Haji, Mohamed
name: Harter, Patrick
name: Englert, Benjamin
name: Frank, Stephan
name: Hench, Jürgen
name: Paulus, Werner
name: Hasselblatt, Martin
name: Hartmann, Wolfgang
name: Dohmen, Hildegard
name: Keber, Ursula
name: Jank, Paul
name: Denkert, Carsten
name: Stadelmann, Christine
name: Bremmer, Felix
name: Richter, Annika
name: Wefers, Annika
name: Ribbat-Idel, Julika
name: Perner, Sven
name: Idel, Christian
name: Chiariotti, Lorenzo
name: Della Monica, Rosa
name: Marinelli, Alfredo
name: Schüller, Ulrich
name: Bockmayr, Michael
name: Liu, Jacklyn
name: Lund, Valerie J.
name: Forster, Martin
name: Lechner, Matt
name: Lorenzo-Guerra, Sara L.
name: Hermsen, Mario
name: Johann, Pascal D.
name: Agaimy, Abbas
name: Seegerer, Philipp
name: Koch, Arend
name: Heppner, Frank
name: Pfister, Stefan M.
name: Jones, David T. W.
name: Sill, Martin
name: Von Deimling, Andreas
name: Snuderl, Matija
name: Müller, Klaus-Robert
name: Forgó, Erna
name: Howitt, Brooke E.
name: Mertins, Philipp
name: Klauschen, Frederick
name: Capper, David
Publisher: name: Humboldt-Universität zu Berlin
Year: 2022
Subjects: subject: DNA methylation
subject: Head and neck cancer
subject: Machine learning
subject: Proteomics
subject: 610 Medizin und Gesundheit

description: The diagnosis of sinonasal tumors is challenging due to a heterogeneous spectrum of various differential diagnoses as well as poorly defined, disputed entities such as sinonasal undifferentiated carcinomas (SNUCs). In this study, we apply a machine learning algorithm based on DNA methylation patterns to classify sinonasal tumors with clinical-grade reliability. We further show that sinonasal tumors with SNUC morphology are not as undifferentiated as their current terminology suggests but rather reassigned to four distinct molecular classes defined by epigenetic, mutational and proteomic profiles. This includes two classes with neuroendocrine differentiation, characterized by IDH2 or SMARCA4/ARID1A mutations with an overall favorable clinical course, one class composed of highly aggressive SMARCB1-deficient carcinomas and another class with tumors that represent potentially previously misclassified adenoid cystic carcinomas. Our findings can aid in improving the diagnostic classification of sinonasal tumors and could help to change the current perception of SNUCs.
title: Drivers of global irrigation expansion: the role of discrete global grid choice
Creators: name: Wagner, Sophie
name: Stenzel, Fabian
name: Krueger, Tobias
name: De Wiljes, Jana
Publisher: name: Humboldt-Universität zu Berlin
Year: 2024
Subjects: subject: 550 Geowissenschaften

description: Global statistical irrigation modeling relies on geospatial data and traditionally adopts a discrete global grid based on longitude–latitude reference. However, this system introduces area distortion, which may lead to biased results. We propose using the ISEA3H geodesic grid based on hexagonal cells, enabling efficient and distortion-free representation of spherical data. To understand the impact of discrete global grid choice, we employ a non-parametric statistical framework, utilizing random forest methods, to identify the main drivers of historical global irrigation expansion using, among other data, outputs from the global dynamic vegetation model Lund-Potsdam-Jena managed Land (LPJml). Irrigation is critical for food security amidst growing populations, changing consumption patterns, and climate change. It significantly boosts crop yields but also alters the water cycle and global water resources. Understanding past irrigation expansion and its drivers is vital for global change research, resource assessment, and the prediction of future trends. We compare predictive accuracy, simulated irrigation patterns, and identification of irrigation drivers between the two grid systems. Using the ISEA3H geodesic grid system increases the predictive accuracy by up to 28 % compared to the longitude–latitude grid. The model identifies population density, potential productivity increase, evaporation, precipitation, and water discharge as key drivers of historical global irrigation expansion. Gross domestic product (GDP) per capita also shows some influence. We conclude that the geodesic discrete global grid system significantly affects predicted irrigation patterns and identification of drivers and thus has the potential to enhance statistical modeling, which warrants further exploration in future research across related fields. This analysis lays the foundation for comprehending historical global irrigation expansion.