SciLake 🇪🇺🔬
Collection
Models and datasets developed within the SciLake project to support large-scale scientific knowledge graphs, metadata enrichment,... • 14 items • Updated
doi stringlengths 13 46 | title stringlengths 23 715 | abstract stringlengths 0 5.71k | fulltext_sections listlengths 1 119 | fulltext_additional listlengths 0 23 |
|---|---|---|---|---|
10.3390/machines9080139 | A Novel Method for Harmonic Current Injection with Sensor Supported Adaptation on Permanent Magnet Synchronous Machines | <jats:p>To reduce torque oscillations in electric motors, harmonic current injection (HCI) has been used in industry for some time. For this purpose, higher harmonic currents calculated in advance are injected into the machine. Since the general conditions for the machine can change during its life cycle, this article ... | [
{
"section_content": "Driven by the political will to promote electromobility, more and more full electric vehicles have been registered in Germany over the past few years. In 2020, registrations increased by 306. 8% compared to 2019 [1]. Globally, the situation is similar, with the number of new registrations ... | [
{
"section_content": "",
"section_name": "Conflicts of Interest:",
"section_num": null
},
{
"section_content": "Data Availability Statement: The data are not publicly available due to legal restrictions.",
"section_name": "",
"section_num": ""
},
{
"section_content": "The authors... |
10.1186/s40249-022-00980-2 | Potential risk of colonization of Bulinus globosus in the mainland of China under climate change | <jats:title>Abstract</jats:title><jats:sec> <jats:title>Background</jats:title> <jats:p><jats:italic>Bulinus globosus,</jats:italic> the main intermediate snail host of <jats:italic>Schistosoma haematobium</jats:italic>. The increased contacts between Africa and China could even lead to ... | [
{
"section_content": "schistosome species: Schistosoma japonicum, S. mansoni, S. haematobium, S. intercalatum and S. mekongi and a few subgroups can parasitize humans, with the three former species being the most common [4] ; S. mansoni is the only species in Latin America, while S. mansoni and S. haematobium d... | [
{
"section_content": "",
"section_name": "Acknowledgements",
"section_num": null
},
{
"section_content": "This study was funded by the grants from National Natural Science Foundation of China, Grant number 82173586 ; Jiangsu Provincial Department of Science and Technology, grant number BZ2020003... |
10.3390/en14010015 | Numerical Investigation and Multi-Objective Optimization of Internal EGR and Post-Injection Strategies on the Combustion, Emission and Performance of a Single Cylinder, Heavy-Duty Diesel Engine | <jats:p>This work presents a numerical study that investigates the optimum post-injection strategy and internal exhaust gas recirculation (iEGR) application with intake valve re-opening (2IVO) aiming to optimize the brake specific nitric oxide (bsNO) and brake specific soot (bsSoot) trade-off with reasonable brake spec... | [
{
"section_content": "Due to the strict pollutant emission regulations, diesel engine development studies can be carried out limitedly because of the trade-off relationships between the soot and NO x emissions which are the inevitable results of the compression-ignition combustion mechanism [1, 2]. Although adv... | [
{
"section_content": "",
"section_name": "Acknowledgments:",
"section_num": null
},
{
"section_content": "The authors would like to thank the TÜMOSAN Engine and Tractor Co. for their technical support and providing the GT-Power license.",
"section_name": "Acknowledgments:",
"section_num"... |
10.1007/s10518-016-9870-2 | Earthquake safety in India: achievements, challenges and opportunities | "The Indian subcontinent has suffered some of the greatest earthquakes in the world. The earthquakes(...TRUNCATED) | [{"section_content":"It is my great honour to have been invited to be the 15th Mallet-Milne Lecturer(...TRUNCATED) | [{"section_content":"Acknowledgments Most of the work that the author did at IIT Kanpur and mentione(...TRUNCATED) |
10.3390/psf2023008024 | A Monitored Neutrino Beam at the European Spallation Source | "Monitored neutrino beams are facilities where beam diagnostics enable the counting and identificati(...TRUNCATED) | [{"section_content":"Abstract: Monitored neutrino beams are facilities where beam diagnostics enable(...TRUNCATED) | [{"section_content":"Funding: This project has received funding from the European Union 's Horizon 2(...TRUNCATED) |
10.1051/e3sconf/202016503031 | Research of Dynamic Azimuth Gamma Instrument while Drilling for Mine | "<jats:p>In view of the problems that the existing gamma logging instruments in coal mines can only (...TRUNCATED) | [{"section_content":"At present, the most direct and effective method of gas control is to drill and(...TRUNCATED) | [{"section_content":"","section_name":"Acknowledgement","section_num":null},{"section_content":"This(...TRUNCATED) |
10.1038/ncomms12473 | A keystone mutualism underpins resilience of a coastal ecosystem to drought | "<jats:title>Abstract</jats:title><jats:p>Droughts are increasing in severity and frequency, yet the(...TRUNCATED) | [{"section_content":"roughts are eliciting alarming declines in food production, air quality, carbon(...TRUNCATED) | [{"section_content":"","section_name":"Acknowledgements","section_num":null},{"section_content":"We (...TRUNCATED) |
10.1515/openec-2020-0113 | Nigeria: Is There an Environmental Kuznets Curve for Fluorinated Gases? | "<jats:title>Abstract</jats:title> <jats:p>The environmental Kuznets curve is a relat(...TRUNCATED) | [{"section_content":"Human activities-especially fossil-fuel combustion since the Industrial Revolut(...TRUNCATED) | [{"section_content":"","section_name":"Limitation and Further Research:","section_num":null},{"secti(...TRUNCATED) |
10.3390/en14010041 | The Impact on Emissions When an Engine Is Run on Fuel with a High Heavy Alcohol Content | "<jats:p>This research reviews the impact on emissions from the engine fueled with the fuel containi(...TRUNCATED) | [{"section_content":"The main need now is to reduce emissions, most particularly from transport, whi(...TRUNCATED) | [{"section_content":"Funding: This research received no external funding. \n\nInstitutional Review B(...TRUNCATED) |
10.1007/s00767-021-00502-1 | "Kluft-Matrix-Interaktion als bedeutendes Merkmal des Stofftransportes im karbonatisch gebundenen Lu(...TRUNCATED) | "<jats:title>Zusammenfassung</jats:title><jats:p>Der Luxemburger Sandstein ist eine kalkgebundene Sa(...TRUNCATED) | [{"section_content":"sche Einheit, Ma auf einem flachmarinen Schelf subtidal abgelagert worden ist ((...TRUNCATED) | [{"section_content":"Hinweis des Verlags Der Verlag bleibt in Hinblick auf geografische Zuordnungen (...TRUNCATED) |
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SciLake Fulltext Corpus
The SciLake Fulltext Corpus is a collection of scientific papers parsed and segmented by section, primarily designed for research in the development and evaluation of NLP models. This dataset contains 1,000 full-text papers from various scientific domains, including Neuroscience, Cancer, Transport, and Energy, along with an additional 5,000 random papers from general scientific domains. All papers have been curated with licenses that allow for legal usage, specifically CC-BY and Public Domain.
The dataset provides detailed metadata and full-text sections, offering a robust resource for domain-specific and general scientific research, dataset annotation, model training, and evaluation.
Corpus Overview
- 1,000 Full-Text Papers Segmented by Section:
- Domain-specific sections: Neuroscience 🧠, Cancer 🦀, Transport 🛻, Energy 🪫.
- Each paper is segmented into sections such as Introduction, Methods, Results, etc.
- 5,000 Random Papers from General Scientific Domains:
- Mix of stratified sampled by MAG level 0 to ensure diversity across multiple domains and disciplines, and random sample.
Example of Dataset Structure:
{
'doi': DOI,
'title': TITLE,
'description': ABSTRACT,
'fulltext_sections': [
{
'section_name': SECTION_NAME_1,
'section_num': SECTION_NUM_1,
'section_content': SECTION_CONTENT_1,
},
...
],
'fulltext_additional': [
{
'section_name': SECTION_NAME_1,
'section_num': SECTION_NUM_1,
'section_content': SECTION_CONTENT_1,
},
...
]
How to use
from datasets import load_dataset
dataset_ds = load_dataset("SIRIS-Lab/scilake-fulltext-corpus")
Licensing Information
The SciLake Fulltext Corpus is released under the following licenses:
CC-BY (Creative Commons Attribution), licenses have been obtained from the publisher’s landing page, PDFs, metadata in OpenAire, and Unpaywall, filtering fro those with license CC-BY or Public Domain.
Dataset Acquisition
The papers included in this dataset were sourced through the OpenAIRE index, with random selection to ensure diverse content. The license information was verified by cross-referencing the publisher’s landing pages, metadata from OpenAire, and the Unpaywall database. Papers were retained if they had a CC-BY license or were in the Public Domain.
Funding
This work was partially funded by a projects under EU’s HORIZON Research and Innovation Programme:
- SciLake (grant agreement No 101058573).
Contact
For more information, or if you have questions, please contact us at sirislab[at]sirisacademic.com.
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