cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/mdwb-bw29
title: "AML-NIDS Survey Data Companion (2022\u20132025)"

description: "This repository packages the data companion for \u201cUnderstanding the Adversary: A Survey of Adversarial Machine Learning in Network Intrusion Detection\u201d.Our corpus stems from the PRISMA-based workflow illustrated above: we queried six major digital libraries, deduplicated roughly 8,000 hits down to 4,259 unique records, filtered for venue quality, and manually screened titles, abstracts, and full texts. Progressing through identification, screening, eligibility, and inclusion yielded 94 peer-reviewed primary studies (plus 10 prior surveys) covering AML-for-NIDS research published between 2022 and early 2025.Figure 2 encapsulates the five-axis adversary profile that anchors our survey: each study is characterized by its attack surface, attack phase, adversary position\/access within the network, adversary knowledge assumptions, and adversary goal. Embedding these facets inside the ML-NIDS pipeline clarifies how adversarial leverage propagates from data acquisition through feature extraction to alerting, and provides a consistent frame for the quantitative analyses of RQ1\u2013RQ3.Snapshot of the Taxonomy TableThe unified taxonomy operationalizes the threat-model axes into analyzable layers (metadata, threat-model, methodology, and outcomes), bridging conceptual assumptions with empirical practice across all 94 studies.Paper (short)YearDatasetsModel TypesSurfacePhaseAdversarial attacks against deep learning-based NIDS2022CSE-CIC-IDS-2018CNN; Feed-forward NN; Sequence\/TemporalFeature-levelInference-timeAdversarial attacks against supervised ML-based NIDS2022CIC-IDS-2017Generative; Tree-based; Linear\/ProbabilisticData-\/Feature-levelTraining & InferenceBlack-box attack and NIDS using ML for malicious traffic2022Kitsune-Mirai; CIC-IDS-2017; MAWILab; UNSW-NB15Anomaly-detection; Autoencoder; Feed-forward NN; Generative; Linear\/Probabilistic; Sequence\/TemporalNetwork-levelInference-timeThe complete table is available at data\/raw\/taxonomy_mapping.csv."
DOI: 10.5281/zenodo.17977289
title: THE INTERRELATIONSHIP BETWEEN SOMATOTYPES AND SPORT SPECIALIZATION IN JUNIOR ACROBATS DURING THE INITIAL TRAINING STAGE

description: Thе аrtiсlе рrеsеnts ехреrimеntаl mаtеriаls оn thе intrоduсtiоn оf yоung асrоbаts intо thе trаining рrосеss, tаking intо ассоunt thе diffеrеntiаtеd аssеssmеnt оf thе рhysiсаl stаtus оf thе tyре-dеtеrminеd соnstitutiоnаl signs аs thоrасiс, musсulаr, аsthеnоid аnd digеstivе, аt thе initiаl stаgе оf thеir sроrts trаining.
DOI: 10.5281/zenodo.17977290
title: THE INTERRELATIONSHIP BETWEEN SOMATOTYPES AND SPORT SPECIALIZATION IN JUNIOR ACROBATS DURING THE INITIAL TRAINING STAGE

description: Thе аrtiсlе рrеsеnts ехреrimеntаl mаtеriаls оn thе intrоduсtiоn оf yоung асrоbаts intо thе trаining рrосеss, tаking intо ассоunt thе diffеrеntiаtеd аssеssmеnt оf thе рhysiсаl stаtus оf thе tyре-dеtеrminеd соnstitutiоnаl signs аs thоrасiс, musсulаr, аsthеnоid аnd digеstivе, аt thе initiаl stаgе оf thеir sроrts trаining.
DOI: 10.15468/dl.gbd8gy
title: Occurrence Download

description: A dataset containing 6752 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is one of (MINKA_Danube Delta Open Living Lab, Peracarida: Panama, Bocas del Toro 2024)"
 ]
}

 The dataset includes 6752 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058414-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/dlh2sw
title: PAN-00169888 - buckle (construction unspecified)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00169888&lt;/p&gt;
description: Modified: 2025-10-21T13:57:47+02:00
DOI: 10.15468/dl.6twnzk
title: Occurrence Download

description: A dataset containing 6002 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaetodon melannotus"
 ]
}

 The dataset includes 6002 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058415-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.endtth
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nodipecten nodosus, Chlamys nodosus, Lyropecten nodosus, Lyropecten nodosus gabonensis, Nodipecten nodosus gabonensis, Ostrea decemradiata, Ostrea nodosa, Pecten decemradiatus, Pecten nodosus)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 75 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058418-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhh76s
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alcippe striaticollis"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058419-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17977123
title: Dual-Band, Dual-Mode, Circularly Polarized Fully Woven Textile Antenna for Simultaneous Wireless Information and Power Transfer in Wearable Applications – Characterization Data

description: This dataset contains information obtained during the design and experimental validation of a dual-band, dual-mode, circularly polarized antenna implemented in fully-woven textile technology, with capability for Simultaneous Wireless Information and Power Transfer (SWIPT).
DOI: 10.5281/zenodo.17977124
title: Dual-Band, Dual-Mode, Circularly Polarized Fully Woven Textile Antenna for Simultaneous Wireless Information and Power Transfer in Wearable Applications – Characterization Data

description: This dataset contains information obtained during the design and experimental validation of a dual-band, dual-mode, circularly polarized antenna implemented in fully-woven textile technology, with capability for Simultaneous Wireless Information and Power Transfer (SWIPT).
DOI: 10.5281/zenodo.11243196
title: Does Co-Development with AI Assistants Lead to More Maintainable Code? Replication Package

description: This is the replication package for the study "Echoes of AI: Investigating the Downstream Effects of AI Assistants on Software Maintainability" preregistered aat ICSME 2024 as “Does Co-Development with AI Assistants Lead to More Maintainable Code?”

Abstract from the registered report:

[Background/Context] AI assistants like GitHub Copilot are transforming software engineering, with several studies highlighting productivity improvements. However, their impact on code quality, particularly in terms of maintainability, requires further investigation.[Objective/Aim] This study aims to examine the influence of AI assistants on software maintainability, specifically assessing how these tools affect the ability of developers to evolve code.[Method] We will conduct a two-phased controlled experiment involving professional developers. In Phase 1, developers will add a new feature to a Java project, with or without the aid of an AI assistant. Phase 2, a randomized controlled trial, will involve a different set of developers evolving random Phase 1 projects - working without AI assistants. We will employ Bayesian analysis to evaluate differences in completion time, perceived productivity, code quality, and test coverage.

Note: To maintain the integrity of the study, i.e., preventing any leakage to AI assistants' training data, we choose not to host the code in a public git repository. Instead, all relevant documents and code are shared through a replication package on Zenodo, available as PDF documents generated by repo2pdf (https://github.com/BankkRoll/repo2pdf). We have deliberately used settings to obfuscate the code (e.g., line numbers) to ensure it will not be scraped by any large language models before the study has been completed.

Contents:



Task 1 instructions.

Task 2 instructions.

The source code that the participants received.

A causal graph with analysis details.

Archive containing anonymized experimental data and analysis scripts.
DOI: 10.5281/zenodo.17977295
title: Does Co-Development with AI Assistants Lead to More Maintainable Code? Replication Package

description: This is the replication package for the study "Echoes of AI: Investigating the Downstream Effects of AI Assistants on Software Maintainability" preregistered aat ICSME 2024 as “Does Co-Development with AI Assistants Lead to More Maintainable Code?”

Abstract from the registered report:

[Background/Context] AI assistants like GitHub Copilot are transforming software engineering, with several studies highlighting productivity improvements. However, their impact on code quality, particularly in terms of maintainability, requires further investigation.[Objective/Aim] This study aims to examine the influence of AI assistants on software maintainability, specifically assessing how these tools affect the ability of developers to evolve code.[Method] We will conduct a two-phased controlled experiment involving professional developers. In Phase 1, developers will add a new feature to a Java project, with or without the aid of an AI assistant. Phase 2, a randomized controlled trial, will involve a different set of developers evolving random Phase 1 projects - working without AI assistants. We will employ Bayesian analysis to evaluate differences in completion time, perceived productivity, code quality, and test coverage.

Note: To maintain the integrity of the study, i.e., preventing any leakage to AI assistants' training data, we choose not to host the code in a public git repository. Instead, all relevant documents and code are shared through a replication package on Zenodo, available as PDF documents generated by repo2pdf (https://github.com/BankkRoll/repo2pdf). We have deliberately used settings to obfuscate the code (e.g., line numbers) to ensure it will not be scraped by any large language models before the study has been completed.

Contents:



Task 1 instructions.

Task 2 instructions.

The source code that the participants received.

A causal graph with analysis details.

Archive containing anonymized experimental data and analysis scripts.
DOI: 10.5281/zenodo.17965944
title: List of requirements and Information Delivery Specification (IDS) for Building Performance Simulation (BPS)

description: The uploaded files include:



A spreadsheet listing the requirements for Building Performance Simulation (BPS);

An Information Delivery Specification (IDS) developed based on this list of requirements.


Both documents were created as part of the "IDS group" effort within the IEA EBC Annex 91 initiative, which focuses on "openBIM for Energy Efficient Buildings". 

The objective is to define a comprehensive list of requirements that IFC models must meet to be utilised for Building Performance Simulation (BPS) purposes, as outlined by the authors. Each requirement is categorised within the BPS spectrum, as indicated in the "Category" column of the spreadsheet.

The spreadsheet is organised as described in the "Description" sheet.

To export the IDS, the IDS4ALL tool was used.
DOI: 10.5281/zenodo.17965943
title: List of requirements and Information Delivery Specification (IDS) for Building Performance Simulation (BPS)

description: The uploaded files include:



A spreadsheet listing the requirements for Building Performance Simulation (BPS);

An Information Delivery Specification (IDS) developed based on this list of requirements.


Both documents were created as part of the "IDS group" effort within the IEA EBC Annex 91 initiative, which focuses on "openBIM for Energy Efficient Buildings". 

The objective is to define a comprehensive list of requirements that IFC models must meet to be utilised for Building Performance Simulation (BPS) purposes, as outlined by the authors. Each requirement is categorised within the BPS spectrum, as indicated in the "Category" column of the spreadsheet.

The spreadsheet is organised as described in the "Description" sheet.

To export the IDS, the IDS4ALL tool was used.
DOI: 10.5281/zenodo.10610757
title: Data for: Demography and movement patterns of a freshwater ciliate: The influence of oxygen availability

description: This dataset supports the findings of the study 'Demography and movement patterns of a freshwater ciliate: the influence of oxygen availability', published in Ecology and Evolution (https://doi.org/10.1002/ece3.11291)

Version update: amendments were made to the code following a major revision. Data files were added for the 2024 'oxygen renewal' and 'agitation' trials.
DOI: 10.5281/zenodo.7738138
title: Data for: Demography and movement patterns of a freshwater ciliate: The influence of oxygen availability

description: This dataset supports the findings of the study 'Demography and movement patterns of a freshwater ciliate: the influence of oxygen availability', published in Ecology and Evolution (https://doi.org/10.1002/ece3.11291)

Version update: amendments were made to the code following a major revision. Data files were added for the 2024 'oxygen renewal' and 'agitation' trials.
DOI: 10.17026/ar/wswueb
title: PAN-00182024 - button with mounting holes

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00182024&lt;/p&gt;
description: Modified: 2025-11-03T14:55:17+01:00
DOI: 10.25574/41874
title: Chandra X-ray Observatory ObsId 41874
DOI: 10.15468/dl.y6fdp7
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nodipecten subnodosus, Chlamys subnodosa, Lyropecten intermedius, Lyropecten subnodosus, Nodipecten arthriticus, Nodipecten subnodosus intermedius, Nodipecten subnodosus subnodosus, Pecten arthriticus, Pecten subnodosus)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 76 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058423-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17977353
title: Laichingen, Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.17977352
title: Laichingen, Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.6084/m9.figshare.29974102
title: A review of physics-informed and data-driven approaches for manufacturing process optimization in polymer matrix composites

description: Machine learning approaches that integrate physical laws with data-driven models are transforming process optimization and quality assurance in polymer matrix composite manufacturing. This review synthesizes recent developments in neural metamodels for injection molding, spatio-temporal digital twins for resin infusion, and symbolic-regression surrogates for vacuum networks. Article identifies remaining challenges—such as extension to semicrystalline systems, uncertainty quantification under real-world noise, and deployment on industrial platforms—and outline strategies for addressing them. Building on these insights, a unified physics-informed surrogate concept is proposed that leverages temporal encoders, recurrent propagation, and multi-output decoders with embedded conservation constraints. This model is designed for rapid prediction of part quality metrics, cure state, flow front progression, and temperature fields, and supports gradient-based inversion for closed-loop control in advanced composite processing.
DOI: 10.6084/m9.figshare.29974102.v1
title: A review of physics-informed and data-driven approaches for manufacturing process optimization in polymer matrix composites

description: Machine learning approaches that integrate physical laws with data-driven models are transforming process optimization and quality assurance in polymer matrix composite manufacturing. This review synthesizes recent developments in neural metamodels for injection molding, spatio-temporal digital twins for resin infusion, and symbolic-regression surrogates for vacuum networks. Article identifies remaining challenges—such as extension to semicrystalline systems, uncertainty quantification under real-world noise, and deployment on industrial platforms—and outline strategies for addressing them. Building on these insights, a unified physics-informed surrogate concept is proposed that leverages temporal encoders, recurrent propagation, and multi-output decoders with embedded conservation constraints. This model is designed for rapid prediction of part quality metrics, cure state, flow front progression, and temperature fields, and supports gradient-based inversion for closed-loop control in advanced composite processing.
DOI: 10.6084/m9.figshare.30912852
title: Neuromuscular and cytotoxic effects of common cobra (<i>Naja naja</i>) bites in rural Sri Lanka

description: The common cobra (<i>Naja naja</i>) frequently causes envenoming on the Indian subcontinent, yet reports of authenticated bites remain limited. We aimed to report the epidemiology and clinical effects of <i>Naja naja</i> envenoming in Sri Lanka. We extracted data on specimen-authenticated <i>Naja naja</i> bites from a prospective snakebite cohort in rural Sri Lanka from May 2017 to April 2025. There were 54 authenticated <i>Naja naja</i> bites (median age: 43 years; 36 [67%] males). Thirty-five (65%) bites involved the foot, and 44 (81%) occurred during the day. Local envenoming occurred in 45/54 (83%) patients: 30/54 (56%) only developed pain and swelling, while 10/54 (19%) had blistering, hematoma, or necrosis. Severe necrotic wounds requiring skin grafting occurred in 5/54 (9%). Neurotoxicity occurred in 10/54 (19%), including four with respiratory paralysis. Twenty-four (44%) received Indian polyvalent antivenom. All patients with neurotoxicity were given antivenom, and the respiratory paralysis did not persist beyond one day. All patients survived. Severe neurotoxicity in <i>Naja naja</i> envenoming was uncommon but developed rapidly, likely due to post-synaptic neurotoxicity. Neurotoxicity resolved rapidly, possibly accelerated by antivenom. Mild local effects are common in <i>Naja naja</i> bites in the dry zone of Sri Lanka, but severe necrosis is rare. Life-threatening neuromuscular paralysis is uncommon.
DOI: 10.6084/m9.figshare.30912852.v1
title: Neuromuscular and cytotoxic effects of common cobra (<i>Naja naja</i>) bites in rural Sri Lanka

description: The common cobra (<i>Naja naja</i>) frequently causes envenoming on the Indian subcontinent, yet reports of authenticated bites remain limited. We aimed to report the epidemiology and clinical effects of <i>Naja naja</i> envenoming in Sri Lanka. We extracted data on specimen-authenticated <i>Naja naja</i> bites from a prospective snakebite cohort in rural Sri Lanka from May 2017 to April 2025. There were 54 authenticated <i>Naja naja</i> bites (median age: 43 years; 36 [67%] males). Thirty-five (65%) bites involved the foot, and 44 (81%) occurred during the day. Local envenoming occurred in 45/54 (83%) patients: 30/54 (56%) only developed pain and swelling, while 10/54 (19%) had blistering, hematoma, or necrosis. Severe necrotic wounds requiring skin grafting occurred in 5/54 (9%). Neurotoxicity occurred in 10/54 (19%), including four with respiratory paralysis. Twenty-four (44%) received Indian polyvalent antivenom. All patients with neurotoxicity were given antivenom, and the respiratory paralysis did not persist beyond one day. All patients survived. Severe neurotoxicity in <i>Naja naja</i> envenoming was uncommon but developed rapidly, likely due to post-synaptic neurotoxicity. Neurotoxicity resolved rapidly, possibly accelerated by antivenom. Mild local effects are common in <i>Naja naja</i> bites in the dry zone of Sri Lanka, but severe necrosis is rare. Life-threatening neuromuscular paralysis is uncommon.
DOI: 10.14470/mm7557265463
title: Cyclades project 2002-2005 and Libyan Sea offshore project 2003-2004, RUB Bochum, Germany

description: The focus of the two temporary seismic networks CYCNET and LIBNET was to monitor the south Aegean region
which has the highest seismic activity in Europe. The knowledge of seismotectonics of the volcanic arc of the Hellenic subduction zone poses a number of questions that can best be addressed via an investigation of the spatiotemporal distribution of hypocenters. In order to obtain hypocenters with small location errors and low detection threshold the CYClades seismic NETwork (CYCNET) was installed in the central volcanic arc of the Hellenic subduction zone. Up to 22 stations, equipped with short-period and broadband sensors, were distributed on 17 islands and operating for more than two years starting in autumn 2002. Most islands were equipped with a single seismic station. To decrease the detection threshold at the volcanic centers of Milos and Santorini additional stations were installed there. The combination of short-period and broadband sensors provides data for both seismicity studies and structural investigations. Focussing on the Santorini-Amorgos zone the University of Hamburg (Dahm, T., Hensch, M.) deployed 6 Ocean Bottom Seismometers (OBS)(SANT1-SANT6) near the submarine volcano Columbo for about two month in 2005. In order to better resolve seismic activity in the region of the forearc slivers between the Ptolemy-, Pliny- and Strabo-Trenches south of Crete and to map the subducting African lithosphere in this region as well as the southern termination of the seismogenic zone the LIByan sea the seismic offshore NETwork (LIBNET) was installed. This network consisting of up to 6 simultaneously recording Ocean Bottom Seismometers (OBS) was operated from May 2003 until June 2004 in five subsequent deployment phases. Waveform data are available from the GEOFON data centre, under network code ZZ, and are fully open.