cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
Supervised learning enables detection of duplicates in bioinformatics databases
Creators: name: Qingyu Chen
name: Zobel, Justin
name: Xiuzhen Zhang
name: Verspoor, Karin
Publisher: name: F1000Research
Year: 2017

description: Duplication in biological sequence databases has persisted for 20 years. Duplicate records introduce redundancies to databases, delay biocuration processes, and undermine the accuracy of studies based on sequence analysis such as GC content and melting temperature. Rapid growth of data makes purely manual de-duplication nearly impossible, and existing automatic systems cannot detect duplicates as precisely as experts. Supervised learning has the potential to address such problems by building automatic systems that learn from expert curation to detect duplicates precisely and efficiently. While a mature approach in other duplicate detection contexts, machine learning has seen only preliminary application in the large biological sequence databases.

We developed a supervised duplicate detection method, employing an over one million-pair expert curated dataset of duplicates across five organisms derived from genomic sequence databases. We selected 22 features to represent distinct attributes of the database records, and developed both binary and multi-class models. Both models achieve promising performance; the binary model had over 90% accuracy in all the 5 organisms while the multi-class model maintains high accuracy and is more robust in generalisation. We performed an ablation study to quantify the impact of different sequence record features, finding that features derived from meta-data, sequence identity, and alignment quality impact performance most strongly. In particular, better measurement on sequences drives the performance.
Porrhomma microphthalmum
Creators: name: Zamani, Alireza
name: Enayatnia, Masoumeh
name: Mirshekar, Ali
name: Mayvan, Mahmood Mehrafrooz
name: Kováč, Ľubomír
name: Marusik, Yuri M.
Publisher: name: Zenodo
Year: 2025
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Araneae
Linyphiidae
Porrhomma
Porrhomma microphthalmum

description: Porrhomma microphthalmum (O. Pickard-Cambridge, 1871)
Material. IRAN: Razavi Khorasan Prov.: 1♀ 1♂ (ZMUT), Mashhad, near to Kardeh Vil., Aal Cave 36°40'N 59°39'E, 13.05.2023, 24.05.2024 (M. Mehrafrooz Mayvan); 1♂ (ZMUT), Mashhad, Kardeh Vil., Kardeh (Hezar Dalan) Cave, 36°40'N 59°40'E, 8.07.2022 (M. Mehrafrooz Mayvan); 8♂ 2♀ (ZMUT), Bazangan Vil., Karkas Cave, 36°18'N 60°22'E, 27.06.2024 (M. Mehrafrooz Mayvan).
Records in Iran. Hamedan, Kermanshah. New record for Razavi Khorasan.
Distribution. Ireland and France to western Siberia.
description: Published as part of Zamani, Alireza, Enayatnia, Masoumeh, Mirshekar, Ali, Mayvan, Mahmood Mehrafrooz, Kováč, Ľubomír & Marusik, Yuri M., 2025, New data on the spider fauna of Iran (Arachnida: Araneae), Part XII, pp. 1-45 in Zootaxa 5601 (1) on page 27, DOI: 10.11646/zootaxa.5601.1.1, http://zenodo.org/record/14980335
JBA882152 Supplemental Material - Supplemental material for Aptamer-guided upconversion nanoplatform for targeted drug delivery and near-infrared light-triggered photodynamic therapy
Creators: name: Hui-Chao Lin
name: Wen-Tian Li
name: Thushara W Madanayake
name: Tao, Can
name: Niu, Qiang
name: Yan, Si-Qi
name: Gao, Bao-An
name: Ping, Zhao
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 91299 Materials Engineering not elsewhere classified
subject: FOS: Materials engineering

description: Supplemental material, JBA882152 Supplemental Material for Aptamer-guided upconversion nanoplatform for targeted drug delivery and near-infrared light-triggered photodynamic therapy by Hui-Chao Lin, Wen-Tian Li, Thushara W Madanayake, Can Tao, Qiang Niu, Si-Qi Yan, Bao-An Gao and Zhao Ping in Journal of Biomaterials Applications
Additional file 1 of Effect of a diet based on the dietary guidelines for americans on inflammation markers in women at risk for cardiometabolic disease: results of a randomized, controlled trial
Creators: name: Krishnan, Sridevi
name: Freytag, Tammy
name: Jiang, Xiaowen
name: Schuster, Gertrud U.
name: Woodhouse, Leslie R.
name: Keim, Nancy L.
name: Stephensen, Charles B.
Publisher: name: figshare
Year: 2024
Subjects: subject: Biochemistry
subject: Medicine
subject: Cell Biology
subject: Physiology
subject: FOS: Biological sciences
subject: Biotechnology
subject: Immunology
subject: FOS: Clinical medicine
subject: Biological Sciences not elsewhere classified

description: Additional file 1.
Additional file 3 of A comparison of marker-based estimators of inbreeding and inbreeding depression
Creators: name: Caballero, Armando
name: Fernández, Almudena
name: Villanueva, Beatriz
name: Toro, Miguel A.
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Biotechnology
subject: Environmental Sciences not elsewhere classified
subject: Ecology
subject: Biological Sciences not elsewhere classified
subject: Information Systems not elsewhere classified
subject: Mathematical Sciences not elsewhere classified
subject: Marine Biology
subject: Cancer
subject: Plant Biology
subject: Computational Biology

description: Additional file 3: Figure S2. Average inbreeding load (B), additive (VA) and dominance (VD) variances for fitness for a population of N = 20 breeding individuals maintained for 20 discrete generations assuming random mating and random contributions from parents to progeny (RC). The inbreeding load (B) measures the cumulative deleterious effect of (partially) recessive mutations that is hidden in large non-inbred populations and is expressed by inbreeding and is quantified in terms of number of lethal equivalents per haploid genome. In the absence of selection, B equals the rate of inbreeding depression (ΔID). The values of B in the simulations were calculated as the sum over loci of 2dpq ([4], p. 180), where p and q = 1 − p are the frequencies for the wild-type and deleterious allele, respectively, and d is the dominance effect which accounts for the deviation of the fitness value of the heterozygote from the average fitness of the two homozygotes (d = s(1 − 2h)/2, where s is the selection coefficient and h the dominance coefficient for each locus; [4], p. 44). The upper graph shows the decline in B across generations due to the loss of deleterious mutations by genetic drift and genetic purging selection. The red circle indicates the value of ΔID from FIBD observed at generation 20. The lower graph shows the change in the average additive (VA) and dominance variance (VD) across generations for fitness, which were calculated as the sum over loci of 2α2pq and (2dpq)2, respectively, were α = s/2 + d(1 − 2q) is the average effect of an allelic substitution ([4], p. 44).
Bryson_et_al_online_supp – Supplemental material for Perceptions of non-pecuniary job quality using linked employer–employee data
Creators: name: Bryson, Alex
name: Erhel, Christine
name: Salibekyan, Zinaida
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 150310 Organisation and Management Theory
subject: FOS: Economics and business

description: Supplemental material, Bryson_et_al_online_supp for Perceptions of non-pecuniary job quality using linked employer–employee data by Alex Bryson, Christine Erhel and Zinaida Salibekyan in European Journal of Industrial Relations
Additional file 5 of A comparison of marker-based estimators of inbreeding and inbreeding depression
Creators: name: Caballero, Armando
name: Fernández, Almudena
name: Villanueva, Beatriz
name: Toro, Miguel A.
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Biotechnology
subject: Environmental Sciences not elsewhere classified
subject: Ecology
subject: Biological Sciences not elsewhere classified
subject: Information Systems not elsewhere classified
subject: Mathematical Sciences not elsewhere classified
subject: Marine Biology
subject: Cancer
subject: Plant Biology
subject: Computational Biology

description: Additional file 5: Figure S3. Inbreeding estimates, correlations with FIBD and estimates of the rate of inbreeding depression for fitness obtained for a population of N = 20 breeding individuals maintained for 20 discrete generations assuming random mating and random contributions from parents to progeny (RC), equalization of contributions from parents to progeny (EC), and artificial selection for a neutral quantitative trait (SEL). Mean (F) and variance (VF) of inbreeding coefficients at generation 20, correlation between estimated inbreeding coefficients and those obtained from IBD measures (r), and mean values of the rate of inbreeding depression (ΔID). Bars refer to true IBD values (FIBD), and estimated from pedigree records (FPED) and from different marker-based measures (FVR1, FVR2, FYA1, FYA2, FLH1, FLH2, FHOM; see text for definitions) assuming the frequencies of the base generation (blue bars), those of the current generation (yellow bars) or a constant frequency of 0.5 (Fq05; purple bars). Estimates from runs of homozygosity are shown for fragments longer than 1 Mb (FROH-1) or 5 Mb (FROH-5). Only subscripts of estimators are shown for the sake of clarity.
Cyrba ocellata
Creators: name: Zamani, Alireza
name: Enayatnia, Masoumeh
name: Mirshekar, Ali
name: Mayvan, Mahmood Mehrafrooz
name: Kováč, Ľubomír
name: Marusik, Yuri M.
Publisher: name: Zenodo
Year: 2025
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Cyrba
Cyrba ocellata

description: Cyrba ocellata (Kroneberg, 1875)
Material. IRAN: Sistan & Baluchistan Prov.: 1♂ (ZMUT), Zabol, 30°53'33.1"N 61°40'19.8"E, 480 m, 21.06.2021 (M. Enayatnia).
Records in Iran. Golestan, Mazandaran, Razavi Khorasan, Sistan & Baluchistan, Tehran, Zanjan.
Distribution. Eastern Africa to India and Indonesia, Caucasus to China. Introduced to Australia (Queensland).
description: Published as part of Zamani, Alireza, Enayatnia, Masoumeh, Mirshekar, Ali, Mayvan, Mahmood Mehrafrooz, Kováč, Ľubomír & Marusik, Yuri M., 2025, New data on the spider fauna of Iran (Arachnida: Araneae), Part XII, pp. 1-45 in Zootaxa 5601 (1) on page 37, DOI: 10.11646/zootaxa.5601.1.1, http://zenodo.org/record/14980335
Moriarity_Supplemental_Table_2 – Supplemental material for Inflammatory Proteins Predict Change in Depressive Symptoms in Male and Female Adolescents
Creators: name: Moriarity, Daniel P.
name: Giollabhui, Naoise Mac
name: Ellman, Lauren M.
name: Klugman, Joshua
name: Coe, Christopher L.
name: Abramson, Lyn Y.
name: Alloy, Lauren B.
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental material, Moriarity_Supplemental_Table_2 for Inflammatory Proteins Predict Change in Depressive Symptoms in Male and Female Adolescents by Daniel P. Moriarity, Naoise Mac Giollabhui, Lauren M. Ellman, Joshua Klugman, Christopher L. Coe, Lyn Y. Abramson and Lauren B. Alloy in Clinical Psychological Science
Online_Supplement_-_Appendix_2 – Supplemental material for Review of services to inform clinical frameworks for adolescents and young adults with severe, persistent and complex mental illness
Creators: name: Woody, Charlotte
name: Baxter, Amanda
name: Wright, Eryn
name: Gossip, Kate
name: Leitch, Elizabeth
name: Whiteford, Harvey
name: Scott, James G
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 111099 Nursing not elsewhere classified
subject: FOS: Health sciences
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology
subject: 110319 Psychiatry (incl. Psychotherapy)
subject: FOS: Clinical medicine

description: Supplemental material, Online_Supplement_-_Appendix_2 for Review of services to inform clinical frameworks for adolescents and young adults with severe, persistent and complex mental illness by Charlotte Woody, Amanda Baxter, Eryn Wright, Kate Gossip, Elizabeth Leitch, Harvey Whiteford and James G Scott in Clinical Child Psychology and Psychiatry
Moriarity_Supplemental_Table_5 – Supplemental material for Inflammatory Proteins Predict Change in Depressive Symptoms in Male and Female Adolescents
Creators: name: Moriarity, Daniel P.
name: Giollabhui, Naoise Mac
name: Ellman, Lauren M.
name: Klugman, Joshua
name: Coe, Christopher L.
name: Abramson, Lyn Y.
name: Alloy, Lauren B.
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental material, Moriarity_Supplemental_Table_5 for Inflammatory Proteins Predict Change in Depressive Symptoms in Male and Female Adolescents by Daniel P. Moriarity, Naoise Mac Giollabhui, Lauren M. Ellman, Joshua Klugman, Christopher L. Coe, Lyn Y. Abramson and Lauren B. Alloy in Clinical Psychological Science
DS_10.1177_2380084419830957 – Supplemental material for Dental Fluorosis Trends in US Oral Health Surveys: 1986 to 2012
Creators: name: C. Neurath
name: H. Limeback
name: B. Osmunson
name: M. Connett
name: V. Kanter
name: C. R. Wells
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110599 Dentistry not elsewhere classified
subject: FOS: Clinical medicine

description: Supplemental material, DS_10.1177_2380084419830957 for Dental Fluorosis Trends in US Oral Health Surveys: 1986 to 2012 by C. Neurath, H. Limeback, B. Osmunson, M. Connett, V. Kanter and C. R. Wells in JDR Clinical & Translational Research
VIGMA: An Open-Access Framework for Visual Gait and Motion Analytics
Creators: name: Omar, Kazi Shahrukh
name: Wang, Shuaijie
name: Kungumaraju, Ridhuparan
name: Bhatt, Tanvi
name: Miranda, Fabio
Publisher: name: arXiv
Year: 2025
Subjects: subject: Human-Computer Interaction (cs.HC)
subject: Computers and Society (cs.CY)
subject: FOS: Computer and information sciences

description: Gait disorders are commonly observed in older adults, who frequently experience various issues related to walking. Additionally, researchers and clinicians extensively investigate mobility related to gait in typically and atypically developing children, athletes, and individuals with orthopedic and neurological disorders. Effective gait analysis enables the understanding of the causal mechanisms of mobility and balance control of patients, the development of tailored treatment plans to improve mobility, the reduction of fall risk, and the tracking of rehabilitation progress. However, analyzing gait data is a complex task due to the multivariate nature of the data, the large volume of information to be interpreted, and the technical skills required. Existing tools for gait analysis are often limited to specific patient groups (e.g., cerebral palsy), only handle a specific subset of tasks in the entire workflow, and are not openly accessible. To address these shortcomings, we conducted a requirements assessment with gait practitioners (e.g., researchers, clinicians) via surveys and identified key components of the workflow, including (1) data processing and (2) data analysis and visualization. Based on the findings, we designed VIGMA, an open-access visual analytics framework integrated with computational notebooks and a Python library, to meet the identified requirements. Notably, the framework supports analytical capabilities for assessing disease progression and for comparing multiple patient groups. We validated the framework through usage scenarios with experts specializing in gait and mobility rehabilitation. VIGMA is available at https://github.com/komar41/VIGMA.
description: Accepted for publication in the IEEE Transactions on Visualization and Computer Graphics. VIGMA is available at https://github.com/komar41/VIGMA
title: Soziale Netzwerke und Netzwerkförderung
Creators: name: Süß, Waldemar
name: Trojan, Alf
Publisher: name: BZGA - Federal Centre for Health Education
Year: 2015

description: Leitbegriffe der Gesundheitsförderung und Prävention: Glossar zu Konzepten, Strategien und Methoden
834225_supp_mat – Supplemental material for Perinatal Palliative Care: A qualitative study evaluating the perspectives of pregnancy counselors
Creators: name: Flaig, Franziska
name: Lotz, Julia D
name: Knochel, Kathrin
name: Borasio, Gian Domenico
name: Führer, Monika
name: Hein, Kerstin
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110308 Geriatrics and Gerontology
subject: FOS: Clinical medicine
subject: 111702 Aged Health Care
subject: FOS: Health sciences

description: Supplemental material, 834225_supp_mat for Perinatal Palliative Care: A qualitative study evaluating the perspectives of pregnancy counselors by Franziska Flaig, Julia D Lotz, Kathrin Knochel, Gian Domenico Borasio, Monika Führer and Kerstin Hein in Palliative Medicine
Supplmental_Tables - Optimal Timing and Early Intervention With Anticoagulant Therapy for Sepsis-Induced Disseminated Intravascular Coagulation
Creators: name: Yamakawa, Kazuma
name: Umemura, Yutaka
name: Murao, Shuhei
name: Mineji Hayakawa
name: Fujimi, Satoshi
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: Cardiology
subject: 111599 Pharmacology and Pharmaceutical Sciences not elsewhere classified
subject: FOS: Clinical medicine

description: Supplmental_Tables for Optimal Timing and Early Intervention With Anticoagulant Therapy for Sepsis-Induced Disseminated Intravascular Coagulation by Kazuma Yamakawa, Yutaka Umemura, Shuhei Murao, Mineji Hayakawa, and Satoshi Fujimi in Clinical and Applied Thrombosis/Hemostasis
Additional file 7 of Anethole improves the developmental competence of porcine embryos by reducing oxidative stress via the sonic hedgehog signaling pathway
Creators: name: Joo, Ye Eun
name: Jeong, Pil-Soo
name: Lee, Sanghoon
name: Jeon, Se-Been
name: Gwon, Min-Ah
name: Kim, Min Ju
name: Kang, Hyo-Gu
name: Song, Bong-Seok
name: Kim, Sun-Uk
name: Cho, Seong-Keun
name: Sim, Bo-Woong
Publisher: name: figshare
Year: 2024
Subjects: subject: Biochemistry
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Developmental Biology
subject: Science Policy

description: Additional file 7: Table S7. Effects of AN with or without cyclopamine on the post-blastulation development of porcine IVF blastocysts.
title: How to reduce the impact of mothers’ time demands on children’s diets
title: Insights from women traders in Ghana
titleType: AlternativeTitle
Creators: name: Saleemi, Sundus
name: Bubune Letsa, Crystal
name: Owusu-Authur, Johnny
name: Mohammed, Abubakri
name: Baah-Tuahene, Sylvia
name: Yeboah, Marilyn
name: Omari, Rose
Publisher: name: Center for Development Research (ZEF)
Year: 2024
Subjects: subject: Africa
subject: Gender
subject: Food and nutrition security
subject: Marketing
subject: FOS: Economics and business
subject: Agricultural production
subject: ddc:330
subject: ddc:370

description: Globally, women undertake a larger share of domestic and care work than men. This work is crucial for the provision of goods (e.g. cooked meals) and services (e.g. care) to members of the household including children. In addition to unpaid domestic and care work, women also perform many other tasks. As a result, women are often time-burdened, that is, they have competing demands on their time which force them to cut down the time spent on some of these activities. For example, time demands for work outside the household may force women to reduce domestic and care work. A reduction in this time may potentially impact the goods and services available to members of the household. This Policy Brief sheds light on the impact of mothers’ time demands in Ghana on the quality and quantity of children’s diets and analyses pathways that could mediate the impact of time burdens on children’s nutrition.
Additional file 6 of Anethole improves the developmental competence of porcine embryos by reducing oxidative stress via the sonic hedgehog signaling pathway
Creators: name: Joo, Ye Eun
name: Jeong, Pil-Soo
name: Lee, Sanghoon
name: Jeon, Se-Been
name: Gwon, Min-Ah
name: Kim, Min Ju
name: Kang, Hyo-Gu
name: Song, Bong-Seok
name: Kim, Sun-Uk
name: Cho, Seong-Keun
name: Sim, Bo-Woong
Publisher: name: figshare
Year: 2024
Subjects: subject: Biochemistry
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Developmental Biology
subject: Science Policy

description: Additional file 6: Table S6. Effect of AN with or without cyclopamine on in vitro development of porcine IVF embryos.
Pteronia flava Bello, Magee & Boatwr. 2020, sp. nov.
Creators: name: Bello, Anifat O.
name: Boatwright, James S.
name: Bank, Michelle Van Der
name: Magee, Anthony R.
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Plantae
Tracheophyta
Magnoliopsida
Asterales
Asteraceae
Pteronia
Pteronia flava

description: 3. Pteronia flava Bello, Magee & Boatwr., sp. nov.
Type:— SOUTH AFRICA, Northern Cape Province, Sutherland (3220): Roggeveld, Die Puts, survey Plot 305 (–BD), 20 September 2004, Rosch 258 (holotype NBG!).
Evergreen perennial shrub ca. 0.6 m in height, much branched; branches erect, glabrous, greyish. Leaves decussate, slightly contiguous at base, crowded, simple, lanceolate, 3–4 × ± 2 mm, subterete, somewhat flattened on lower part, succulent, glabrous; apex obtuse; margins finely and shortly ciliate. Capitula 8- to 10-flowered, terminal, solitary, sessile. Involucre turbinate, 10–15 × 4–6 mm, 4- to 6-seriate; involucral bracts glabrous, lanceolate; apex subacute, dark-coloured; margins ciliate; outermost bracts 3–4 mm long; middle bracts 6–7 mm long; innermost bracts 10–11 mm long. Florets bisexual; corolla bright yellow, tubular, 10–11 mm long; limb 5-lobed, widening upward; tube glabrous; anthers 3–4 mm long; apical appendages acute; filament not swollen distally; style branched, 10–11 mm long; branches somewhat flattened, ca. 3 mm long, stigmatic-papillate. Pappus of barbellate bristles, biseriate, connate at base, 7–9 mm long, shorter than florets at fruiting stage, straight, straw-coloured. Cypselae ovate, 3–4 × ± 2 mm, dorsiventrally flattened, contracted into a neck at apex, glandular and finely villous (Figure 4).
Diagnostic characters:— Pteronia flava has been confused with P. glomerata Linnaeus (1782: 356) in the past. Both species share the glomerate, lanceolate, ciliate and succulent leaves, but P. flava can be distinguished by the greyish branches (greenish in P. glomerata) and the yellowish bracts with dark-coloured apices (bracts greenish with light-coloured apices in P. glomerata). Pteronia flava could also be confused with P. empetrifolia De Candolle (1836: 363) but is easily distinguished by the smooth greyish branches (coarse in P. empetrifolia) and ciliate leaf margins (entire in P. empetrifolia).
Distribution and Ecology:— Pteronia flava occurs on the Roggeveld and Nieweveld mountains of the Northern Cape escarpment from near Calvinia to Loxton (Figure 5). It favours sandy soil from 980 to 1466 m (a.s.l.). Flowering occurs in spring and midsummer (September–January).
Additional specimens examined:— SOUTH AFRICA. Northern Cape Province: 3119 (Calvinia): Bloukrans Pass. 23 km south of Calvinia (–DB), 15 October 1989, Greuter 21784 (PRE). 3122 (Loxton): 24.7 km west of Loxton on road to Victoria West (–BC), 11 October 2008, Potts s.n (BOL).
description: Published as part of Bello, Anifat O., Boatwright, James S., Bank, Michelle Van Der & Magee, Anthony R., 2020, Four new species of Pteronia (Astereae, Asteraceae) from South Africa, pp. 25-32 in Phytotaxa 430 (1) on pages 28-30, DOI: 10.11646/phytotaxa.430.1.4, http://zenodo.org/record/13876949
MAE-2117: Engineering Computations (Syllabus)
Creators: name: Barba, Lorena A.
Publisher: name: figshare
Year: 2025
Subjects: classificationCode: 390113
subject: Science, technology and engineering curriculum and pedagogy

description: Course syllabus, Fall 2024 (version: Aug. 25, 2024)Course aimThis course aims to give students a solid footing in technical computing with the tools of the scientific Python ecosystem, that they may harness for their science and engineering courses and research. It equips them with essential methods for investigating mathematical and engineering science via computing.All course materials are publicly available at: https://github.com/engineerscode Target audiencePart of a two-course series in undergraduate engineering, this course is offered to second-year students after they complete the freshman course MAE-1117 (see Related Materials for syllabus). The course can be appropriate for any engineering major, and some science majors (e.g., physics, biology) with a calculus prerequisite.Note: Previous to 2019, MAE-2117 was the single course in engineering computations, and covered the introductory material now in MAE-1117.
Pteronia glandulosa Bello, Magee & Boatwr. 2020, sp. nov.
Creators: name: Bello, Anifat O.
name: Boatwright, James S.
name: Bank, Michelle Van Der
name: Magee, Anthony R.
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Plantae
Tracheophyta
Magnoliopsida
Asterales
Asteraceae
Pteronia
Pteronia glandulosa

description: 4. Pteronia glandulosa Bello, Magee & Boatwr., sp. nov.
Type:— SOUTH AFRICA, Northern Cape Province, Springbok (2917): Northwest of Steinkopf, southeast of Kosies (–BA), 25 August 2012, Koekemoer 4350 (holotype PRE!).
Evergreen perennial shrub ca. 1.6 m in height, less branched; branches erect, grey-scaly, young branches setulose, older glabrous. Leaves decussate, free at the base, clustered, simple, narrowly to broadly obovate, leaves becoming broader towards inflorescence, 5–12 × 2–5 mm, flattened, young leaves somewhat succulent, older subcoriaceous, glandular with ruptured glands creating a viscous appearance in older leaves; apex subacute to obtuse, usually mucronate; margins glandular or entire; axillary fascicles often present. Capitula many-flowered (>25), homogamous, discoid, terminal, solitary, subsessile. Involucre obconical, 10–21 × 8–15 mm, 4- to 6-seriate; involucral bracts glabrous, oblong; stereome slightly prominent; apex acute; margins hyaline-ciliate or jagged; outermost bracts 4–5 mm long; middle bracts 7–8 mm long; innermost bracts 10–12 mm long. Florets bisexual; corolla pale yellow, tubular, 10–12 mm long; limb 5-lobed, widening upward; tube glabrous; anthers 4–5 mm long; apical appendages subacute; filament not swollen distally; style branched, 10–12 mm long; branches flattened, ca. 4 mm long, densely stigmatic-papillate at tips. Pappus of barbellate bristles, biseriate, connate at base, 7–8 mm long, shorter than florets at fruiting stage, straight, creamish. Cypselae oblong, 3–4 × ± 1 mm, dorsiventrally flattened, slightly contracted into a neck at apex, densely sericeous (Figure 6).
Diagnostic characters:— Pteronia glandulosa shares the obconical, ca.6-seriate capitula with Pteronia leucoclada Turczaninow (1851: 65) but can readily be distinguished by the decussate, obovate, glandular leaves (alternate or spiral, linear or club-shaped and glabrous in P. leucoclada), non-spinous involucral bract apices (spinous in P. leucoclada), biseriate pappus (multiseriate in P. leucoclada) and sericeous cypselae (villous in P. leucoclada).
Distribution and Ecology:— This species occurs on granite hills near Steinkopf in the Northern Cape Province (Figure 5). It favours stony or rocky soil at 578 m (a.s.l.). Flowering in spring (August).
description: Published as part of Bello, Anifat O., Boatwright, James S., Bank, Michelle Van Der & Magee, Anthony R., 2020, Four new species of Pteronia (Astereae, Asteraceae) from South Africa, pp. 25-32 in Phytotaxa 430 (1) on pages 30-31, DOI: 10.11646/phytotaxa.430.1.4, http://zenodo.org/record/13876949
Ceramic stereolithography debinding: an analysis of resin formulation, degradation, and thermal decomposition kinetics
Creators: name: McAleer, Eoin Gerald
Publisher: name: No Publisher Supplied
Year: 2024

description: Ceramic stereolithography is one of the most popular processing technologies for creating intricate ceramic parts. Ceramic stereolithography offers high-resolution, high-speed part creation and the ability to make one-off parts for rapid prototyping. Despite stereolithography's advantages in forming ceramic parts, thermal binder removal (TBR) remains a complex, slow, and time-consuming process. Various processing parameters, including resin curing parameters, resin formulation, and debinding atmospheres, can heavily influence this process. Chapter 1 of this thesis examines the influence of various resin and ceramic suspension compositions on the properties of printed samples. Chapter 2 is dedicated to evaluating the impact of polyethylene glycol (PEG) addition to resin on thermal degradation behavior, curing enthalpy, and degree of polymerization. The development of a model to accurately describe the thermal degradation kinetics of the resin is addressed in Chapter 3. Finally, Chapter 4 investigates the effects of resin compositions and debinding environments on the Thermal Binder Removal (TBR) process. It was found that adding PEG 400 or urethane acrylate changes the cure depth, lateral growth, surface roughness, and layer height of the samples when the energy dose is constant. Resin modification with PEG also altered the degradation temperature, curing enthalpy, and degree of polymerization of formulated resins. The developed thermal degradation kinetic model accurately captured critical experimental reaction rate peaks when predicting resin degradation. Lastly, modifying the resin composition by adding PEG significantly suppressed cracking during TBR, and the choice of gas atmosphere was found to be of secondary importance compared to the resin formulation.
Supplemental Material, Zhang_et_al._2019_(Reviewer_Responses_#2) - A Scoping Review of 37 Years of Intimate Partner Violence Research in China
Creators: name: Zhang, Hongwei
name: Zhao, Ruohui
name: Macy, Rebecca J.
name: Wretman, Christopher J.
name: Jiang, Yong
Publisher: name: SAGE Journals
Year: 2019
Subjects: Criminology not elsewhere classified

description: Supplemental Material, Zhang_et_al._2019_(Reviewer_Responses_#2) for A Scoping Review of 37 Years of Intimate Partner Violence Research in China by Hongwei Zhang, Ruohui Zhao, Rebecca J. Macy, Christopher J. Wretman and Yong Jiang in Trauma, Violence, & Abuse
title: Erklärungs- und Veränderungsmodelle I: Einstellungs- und Verhaltensänderungen
Creators: name: Seibt, Anette C.
Publisher: name: BZGA - Federal Centre for Health Education
Year: 2016

description: Leitbegriffe der Gesundheitsförderung und Prävention: Glossar zu Konzepten, Strategien und Methoden
InsulinPumpSupplement290719 – Supplemental material for Twenty-Four Hour Fasting (Basal Rate) Tests to Achieve Custom-Tailored, Hour-by-Hour Basal Insulin Infusion Rates in Patients With Type 1 Diabetes Using Insulin Pumps (CSII)
Creators: name: Nauck, Michael A.
name: Lindmeyer, Anna M.
name: Mathieu, Chantal
name: Meier, Juris J.
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 111708 Health and Community Services
subject: FOS: Health sciences
subject: 110306 Endocrinology
subject: FOS: Clinical medicine
subject: Medicine
subject: 111199 Nutrition and Dietetics not elsewhere classified

description: Supplemental material, InsulinPumpSupplement290719 for Twenty-Four Hour Fasting (Basal Rate) Tests to Achieve Custom-Tailored, Hour-by-Hour Basal Insulin Infusion Rates in Patients With Type 1 Diabetes Using Insulin Pumps (CSII) by Michael A. Nauck, Anna M. Lindmeyer, Chantal Mathieu and Juris J. Meier in Journal of Diabetes Science and Technology
Additional file 8 of Anethole improves the developmental competence of porcine embryos by reducing oxidative stress via the sonic hedgehog signaling pathway
Creators: name: Joo, Ye Eun
name: Jeong, Pil-Soo
name: Lee, Sanghoon
name: Jeon, Se-Been
name: Gwon, Min-Ah
name: Kim, Min Ju
name: Kang, Hyo-Gu
name: Song, Bong-Seok
name: Kim, Sun-Uk
name: Cho, Seong-Keun
name: Sim, Bo-Woong
Publisher: name: figshare
Year: 2024
Subjects: subject: Biochemistry
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Developmental Biology
subject: Science Policy

description: Additional file 8: Table S8. Effects of AN with or without cyclopamine on cell survival in porcine IVF blastocysts.
ERICC Policy Brief _ Empowering Futures: Overcoming Educational Barriers for Adolescents in Coxs Bazar
Creators: name: ERICC Consortium
name: Haque, Ashraf
name: Hasan, Galib
name: Saha, Proma
name: Abedin, Mohosin
name: Dow, Jeffrey
name: Zaw, Htet Thiha
name: Diazgranados Ferráns, Silvia
Publisher: name: figshare
Year: 2025
Subjects: classificationCode: 390201
subject: Education policy

description: This policy brief highlights findings from the ERICC formative research study titled ‘Access and continuity of quality education for older adolescent boys and girls in the refugee camp and host community of Cox’s Bazar’.That study identifies: (1) the key stakeholders involved in creating education opportunities for older adolescents and girls in Cox’s Bazar; (2) the technical and vocational opportunities that are available to older adolescents and girls in Cox’s Bazar; (3) the determinants influencing school dropout rates among adolescents in both refugee and host communities in Cox’s Bazar; (4) the expectations and life goals of adolescents and girls in Cox’s Bazar.The study emphasises the skills deemed valuable by the adolescents and their parents; the opportunities for and barriers to skills development, and the formal and non-formal educational pathways available for re-engagement in schooling for that group. A number of barriers have been identified as the main reasons for school dropout, especially for girls. These include early marriage, gender norms surrounding domestic responsibilities, safety issues, and financial constraints.The recommendations of the study point to the need to address such barriers, particularly among the Rohingya refugee community, focusing on five key areas that are:● Expand technical and vocational education training (TVET) programmes● Enhance access to formal secondary education● Strengthen school capacity and aligning non-formal education● Provide targeted financial support● Introduce community-based income-generation programmes
title: Erklärungs- und Veränderungsmodelle II: Stufen und Phasen von Planungs- und Veränderungsprozessen
Creators: name: Seibt, Anette C.
Publisher: name: BZGA - Federal Centre for Health Education
Year: 2016

description: Leitbegriffe der Gesundheitsförderung und Prävention: Glossar zu Konzepten, Strategien und Methoden
Automatic Generation Control of a Multi-Area Thermal System Integrating TCPS and SMES
Creators: name: Charupalli Kittu, Kethi Reddy Baby Pavithra, V. Surya prakash
Publisher: name: Zenodo
Year: 2024

description: The power systems are widely interconnected for its applicability all over the globe. Interconnection not only enhances system reliability but also improves the system efficiency. Since the system is wide and complex, for the faithful operation, the analysis of the system is of greater importance. Frequency deviations and inter-area tie-power fluctuations from scheduled values after a local load disturbance present a significant challenge in interconnected power systems. Two methods are proposed to minimize these deviations, enhancing the Automatic Generation Control (AGC) in interconnected systems. This includes integrating a Thyristor Controlled Phase Shifter (TCPS) and a Superconducting Magnetic Energy Storage (SMES) system with Fuzzy Gain Scheduling (FGS), along with a supplementary controller to improve Load Frequency Control (LFC). The current work explores the coordinated use of SMES and TCPS for AGC in a two-area interconnected thermal power system, modeled using MATLAB/SIMULINK.
Raw data for Shrilall, Arbuthnot, Ely (2025), Microorganisms.
Creators: name: Ely, Abdullah
Publisher: name: figshare
Year: 2025
Subjects: classificationCode: 310199
subject: Biochemistry and cell biology not elsewhere classified

description: In vitro transcribed artificial primary microRNA for the inhibition of hepatitis B virus gene expression in cultured cells
title: Erklärungs- und Veränderungsmodelle III: Kommunikation, Diffusion, Marketing und Interessenvertretung
Creators: name: Seibt, Anette C.
name: Franzkowiak, Peter
Publisher: name: BZGA - Federal Centre for Health Education
Year: 2016

description: Leitbegriffe der Gesundheitsförderung und Prävention: Glossar zu Konzepten, Strategien und Methoden
SON884786 Supplemetal Material - Supplemental material for Adolescents With Overweight or Obesity: A Qualitative Study of Participation in an Internet-Based Program to Increase Physical Activity
Creators: name: Sundar, Turid Kristin Bigum
name: Løndal, Knut
name: Riiser, Kirsti
name: Lagerløv, Per
name: Glavin, Kari
name: Helseth, Sølvi
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: Medicine
subject: 111099 Nursing not elsewhere classified
subject: FOS: Health sciences
subject: 111799 Public Health and Health Services not elsewhere classified

description: Supplemental material, SON884786 Supplemetal Material for Adolescents With Overweight or Obesity: A Qualitative Study of Participation in an Internet-Based Program to Increase Physical Activity by Turid Kristin Bigum Sundar RN, MA Knut Løndal MA, PhD Kirsti Riiser MA, PhD Per Lagerløv MD, PhD Kari Glavin RN, MA, PhD Sølvi Helseth RN, MA, PhD in SAGE Open Nursing
Additional file 1 of A novel DNA double-strand breaks biosensor based on fluorescence resonance energy transfer
Creators: name: Suh, Jung-Soo
name: Kim, Tae-Jin
Publisher: name: figshare
Year: 2024
Subjects: subject: Biophysics
subject: Biochemistry
subject: Physical Sciences not elsewhere classified
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Biotechnology
subject: Chemical Sciences not elsewhere classified
subject: Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Cancer
subject: Virology

description: Additional file 1: Figure S1. Plasmid map of the WT-DSBS. Figure S2. Plasmid map of the Sub-MT. Figure S3. Plasmid map of the H2AX-MT. Figure S4. Plasmid map of the Double-MT. Figure S5. Plasmid map of the BRCT-MT. Figure S6. Plasmid map of the Triple-MT. Figure S7. Time-lapse images and time courses of CFP, FRET, and the CFP/FRET ratio of the WT-DSBS in HEK293T treated with 100 μM etoposide. The colour scale indicates high (red) and low (blue) DSB levels (scale bar = 10 μm). Figure S8. Time-lapse images and time courses of CFP, FRET, and the CFP/FRET ratio of the WT-DSBS in HEK293T cells treated with DMSO (control). The colour scale indicates high (red) and low (blue) DSB levels (scale bar = 10 μm). Figure S9. Time course of the normalized CFP/FRET ratio of the WT-DSBS in HEK293T cells treated with DMSO (control, n = 4) or 100 μM etoposide (n = 4). All error bars represent the SEM (***P < 0.001). Table S1. Primers for cloning and site-directed mutagenesis used in this study.
Supplementary_Materials__JLSP_05.10.2019 – Supplemental material for Voice Changes Meaning: The Role of Gay- Versus Straight-Sounding Voices in Sentence Interpretation
Creators: name: Fasoli, Fabio
name: Maass, Anne
name: Karniol, Rachel
name: Antonio, Raquel
name: Sulpizio, Simone
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 200399 Language Studies not elsewhere classified
subject: FOS: Languages and literature
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental material, Supplementary_Materials__JLSP_05.10.2019 for Voice Changes Meaning: The Role of Gay- Versus Straight-Sounding Voices in Sentence Interpretation by Fabio Fasoli, Anne Maass, Rachel Karniol, Raquel Antonio and Simone Sulpizio in Journal of Language and Social Psychology
WES882904_appendix – Supplemental material for Healing or Deepening the Scars of Unemployment? The Impact of Activation Policies on Unemployed Workers
Creators: name: Fervers, Lukas
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 150310 Organisation and Management Theory
subject: FOS: Economics and business
subject: Sociology
subject: FOS: Sociology

description: Supplemental material, WES882904_appendix for Healing or Deepening the Scars of Unemployment? The Impact of Activation Policies on Unemployed Workers by Lukas Fervers in Work, Employment and Society
Additional file 1 of Moral distress in psychiatric nurses in Covid-19 crisis
Creators: name: Tavakol, Nahid
name: Molazem, Zahra
name: Rakhshan, Mahnaz
name: Asemani, Omid
name: Bagheri, Shahpar
Publisher: name: figshare
Year: 2024
Subjects: Medicine
Developmental Biology
Cancer
Science Policy
Mental Health

description: Additional file 1. Interview Guide.
title: Ethik in der Gesundheitsförderung und Prävention
Creators: name: Kuhn, Joseph
name: Wildner, Manfred
Publisher: name: BZGA - Federal Centre for Health Education
Year: 2015

description: Leitbegriffe der Gesundheitsförderung und Prävention: Glossar zu Konzepten, Strategien und Methoden
Lewis_et_al._Supplementary_Material – Supplemental material for δ18O-inferred salinity from Littorina littorea (L.) gastropods in a Danish shell midden at the Mesolithic–Neolithic transition
Creators: name: Lewis, Jonathan P
name: Lamb, Angela L
name: Ryves, David B
name: Rasmussen, Peter
name: Leng, Melanie J
name: Andersen, Søren Henning
Publisher: name: SAGE Journals
Year: 2019
Subjects: Geography
History

description: Supplemental material, Lewis_et_al._Supplementary_Material for δ18O-inferred salinity from Littorina littorea (L.) gastropods in a Danish shell midden at the Mesolithic–Neolithic transition by Jonathan P Lewis, Angela L Lamb, David B Ryves, Peter Rasmussen, Melanie J Leng and Søren Henning Andersen in The Holocene
QCH885515 Supplemental material - Supplemental material for Community Assessment of Colorectal Cancer Screening Compliance in Northwest Louisiana
Creators: name: Holden, Stephanie
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 111799 Public Health and Health Services not elsewhere classified
subject: FOS: Health sciences

description: Supplemental material, QCH885515 Supplemental material for Community Assessment of Colorectal Cancer Screening Compliance in Northwest Louisiana by Stephanie Holden in International Quarterly of Community Health Education
Supplementary_file – Supplemental material for Exploring the Relationship Between Major Mental Illness and Sex Offending Behavior in a High-Risk Population
Creators: name: Kelley, Sharon M.
name: Thornton, David
name: Mattek, Ryan
name: Johnson, Letitia
name: Ambroziak, Gina
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 111799 Public Health and Health Services not elsewhere classified
subject: FOS: Health sciences
subject: 160299 Criminology not elsewhere classified
subject: FOS: Law
subject: 170199 Psychology not elsewhere classified
subject: FOS: Psychology

description: Supplemental material, Supplementary_file for Exploring the Relationship Between Major Mental Illness and Sex Offending Behavior in a High-Risk Population by Sharon M. Kelley, David Thornton, Ryan Mattek, Letitia Johnson and Gina Ambroziak in Criminal Justice and Behavior
Supplemental Material, coi_disclosure_Mastroianni - Impact of a Critical Care Specialist Intervention on First Pass Success for Emergency Airway Management Outside the ICU
Creators: name: Fein, Daniel G.
name: Mastroianni, Fiore
name: Murphy, Charles G.
name: Aboodi, Michael
name: Malik, Ryan
name: Emami, Nader
name: Abramowitz, Matthew
name: Shiloh, Ariel L.
name: Eisen, Lewis
Publisher: name: SAGE Journals
Year: 2019
Subjects: subject: 110305 Emergency Medicine
subject: FOS: Clinical medicine
subject: 111702 Aged Health Care
subject: FOS: Health sciences
subject: 110203 Respiratory Diseases

description: Supplemental Material, coi_disclosure_Mastroianni for Impact of a Critical Care Specialist Intervention on First Pass Success for Emergency Airway Management Outside the ICU by Daniel G. Fein, Fiore Mastroianni, Charles G. Murphy, Michael Aboodi, Ryan Malik, Nader Emami, Matthew Abramowitz, Ariel L. Shiloh and Lewis Eisen in Journal of Intensive Care Medicine
Additional file 10 of A comparison of marker-based estimators of inbreeding and inbreeding depression
Creators: name: Caballero, Armando
name: Fernández, Almudena
name: Villanueva, Beatriz
name: Toro, Miguel A.
Publisher: name: figshare
Year: 2024
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Biotechnology
subject: Environmental Sciences not elsewhere classified
subject: Ecology
subject: Biological Sciences not elsewhere classified
subject: Information Systems not elsewhere classified
subject: Mathematical Sciences not elsewhere classified
subject: Marine Biology
subject: Cancer
subject: Plant Biology
subject: Computational Biology

description: Additional file 10: Figure S7. Mean estimates of the inbreeding coefficient (F), variance of F values (VF), correlation (r) between F estimates and IBD measures, and estimates of the rate of inbreeding depression for fitness (ΔID) obtained for a population maintained with random mating and random contributions from parents to progeny (RC). a Scenario with N = 20 individuals run for 10 generations but considering a density of SNPs more than double of that in Fig. 1 (see Table 1). b Scenario with N = 20 individuals run for 10 generations assuming an alternative model of deleterious mutations where the mean effect of homozygous effects was 1/4 of that considered in the previous figures. c Scenario with N = 100 individuals run for 100 generations instead of 50. d Scenario with N = 20 individuals run for 20 generations where the base population is set up at generation 10. Bars refer to true IBD values (FIBD), and estimated from pedigree records (FPED) and from different marker-based measures (FVR1, FVR2, FYA1, FYA2, FLH1, FLH2, FHOM; see text for definitions) assuming the frequencies of the base generation (blue bars), those of the current generation (yellow bars) or a constant frequency of 0.5 (Fq05; purple bars). Estimates from runs of homozygosity are shown for fragments longer than 1 Mb (FROH-1) or 5 Mb (FROH-5). Only subscripts of estimators are shown for the sake of clarity.
Cerciplanus cipo Garcia & Urso-Guimaraes 2020
Creators: name: Datto-Liberato, Felipe Henrique
name: Santos, Jean Carlos
name: Urso-Guimarães, Maria Virginia
Publisher: name: Zenodo
Year: 2024
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Diptera
Cecidomyiidae
Cerciplanus
Cerciplanus cipo

description: Larval description of Cerciplanus cipo
Larva of 3rd instar (Fig. 3A). Whitish. Body length, 1.73 mm, width 0.8 mm (n=3). Integument weakly sclerotized. Spatula bidentate 0.12 mm length, width 0.08 mm, inner incision wide and U-shaped, teeth 0.04 mm apart from each other (n=2). Spatula strongly sclerotized in the anterior portion; shaft short and large; lateral papillae in one group of three papillae, two setose and one asetose (Fig. 3B). Terminal segment with four papillae of equal size per side, two setose and two asetose, ventral anus in shaft (Fig. 3C).
Material examined
3 larvae: BRAZIL, Serra do Cipó, Reserva Vellozia (- 19.28089°S, - 43.59013°W), Morro do Elefante (- 19.28941°S, - 43.53816°W). 30-X-2023 until 1-XI-2023, Urso-Guimarães 2023 leg., 3 larvae.
Remarks
The larvae from Cerciplanus cipo is compatible with the diagnostic characters of Cerciplanus larvae, being morphologically closer to C. tocantinensis
Gall and biology
The leaf galls of Ouratea floribunda (Ochnaceae) (Fig. 4) are green when immature, turning brown when mature or senescent. Galls have a conical format and develop on the abaxial surface of the leaf, normally attached to the main vein. Pupation of Cerciplanus cipo occurred in the gall and has been recorded as a leaf gall inducer in distinct species of Ochnaceae (in Garcia et al., 2020 it was erroneously identified as Heteropterys sp., Malpighiaceae). With the new samples containing reproductive organs, it was possible to re-identify the host plant of C. cipo as an Ouratea floribunda of the family Ochnaceae, like the other inducers of this Cerciplanus described so far.
description: Published as part of Datto-Liberato, Felipe Henrique, Santos, Jean Carlos & Urso-Guimarães, Maria Virginia, 2024, Description of the larval instar of Cerciplanus cipo Garcia & Urso-Guimarães (Diptera: Cecidomyiidae) from Serra do Cipó, Minas Gerais, Brazil, pp. 1-5 in Revista Brasileira de Entomologia 68 (3) on page 3, DOI: 10.1590/1806-9665-RBENT-2024-0039, http://zenodo.org/record/15019467