cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30315955
title: <b>Bridging the Gap in Chinese Legal Conflict Review: A Dataset, Benchmark Tasks, and Framework</b>

description: Natural Language Processing has advanced Legal Artificial Intelligence, yet automated review of conflicts between superior and subordinate laws remains understudied. Maintaining consistency across legal hierarchies in Chinese legislation is crucial, yet manual review is labor-intensive and error-prone. To address the absence of systematic research in legal conflict review, this study presents three key contributions. (1) we construct the Chinese Legal Conflict Review dataset (LCR-CN), a novel dataset containing 6,995 annotated legislative clauses with conflict types, explanations, and revision suggestions. (2) we propose three benchmark tasks: (a). Superior Law Retrieval, (b). Conflict Classification, and (c) Conflict Explanation and Revision Generation, to establish a comprehensive evaluation framework for this domain. (3) we fine-tune multiple language models on LCR-CN, achieving a 28.9% improvement in accuracy over baselines, demonstrating the effectiveness of the dataset and the feasibility of automating legislative compliance review. This work introduces the first dedicated dataset (LCR-CN), establishes a standardized task framework, and presents robust baselines for legal conflict review, thereby laying theoretical and methodological foundations for AI-assisted legal conflict resolution.
DOI: 10.6084/m9.figshare.30315955.v3
title: <b>Bridging the Gap in Chinese Legal Conflict Review: A Dataset, Benchmark Tasks, and Framework</b>

description: Natural Language Processing has advanced Legal Artificial Intelligence, yet automated review of conflicts between superior and subordinate laws remains understudied. Maintaining consistency across legal hierarchies in Chinese legislation is crucial, yet manual review is labor-intensive and error-prone. To address the absence of systematic research in legal conflict review, this study presents three key contributions. (1) we construct the Chinese Legal Conflict Review dataset (LCR-CN), a novel dataset containing 6,995 annotated legislative clauses with conflict types, explanations, and revision suggestions. (2) we propose three benchmark tasks: (a). Superior Law Retrieval, (b). Conflict Classification, and (c) Conflict Explanation and Revision Generation, to establish a comprehensive evaluation framework for this domain. (3) we fine-tune multiple language models on LCR-CN, achieving a 28.9% improvement in accuracy over baselines, demonstrating the effectiveness of the dataset and the feasibility of automating legislative compliance review. This work introduces the first dedicated dataset (LCR-CN), establishes a standardized task framework, and presents robust baselines for legal conflict review, thereby laying theoretical and methodological foundations for AI-assisted legal conflict resolution.
DOI: 10.6084/m9.figshare.30315955.v4
title: <b>Bridging the Gap in Chinese Legal Conflict Review: A Dataset, Benchmark Tasks, and Framework</b>

description: Natural Language Processing has advanced Legal Artificial Intelligence, yet automated review of conflicts between superior and subordinate laws remains understudied. Maintaining consistency across legal hierarchies in Chinese legislation is crucial, yet manual review is labor-intensive and error-prone. To address the absence of systematic research in legal conflict review, this study presents three key contributions. (1) we construct the Chinese Legal Conflict Review dataset (LCR-CN), a novel dataset containing 6,995 annotated legislative clauses with conflict types, explanations, and revision suggestions. (2) we propose three benchmark tasks: (a). Superior Law Retrieval, (b). Conflict Classification, and (c) Conflict Explanation and Revision Generation, to establish a comprehensive evaluation framework for this domain. (3) we fine-tune multiple language models on LCR-CN, achieving a 28.9% improvement in accuracy over baselines, demonstrating the effectiveness of the dataset and the feasibility of automating legislative compliance review. This work introduces the first dedicated dataset (LCR-CN), establishes a standardized task framework, and presents robust baselines for legal conflict review, thereby laying theoretical and methodological foundations for AI-assisted legal conflict resolution.
DOI: 10.5281/zenodo.18441414
title: Filtered Plate Waste Measurement Data from Latvian Schools (Rezekne, Grades 1–7), September 2023.

description: This dataset contains filtered plate waste measurement data collected from four secondary schools in Rezekne, Latvia, as part of a field experiment evaluating interventions to reduce plate waste in school canteens. The data were collected using the direct weighing method.

The study was conducted in schools operating under a partly pre-served catering model, which is typical for Latvian public schools. In this model, the main dish is pre-served on individual plates, and students do not freely choose portion sizes. The dataset covers students in Grades 1–7 (approximately aged 7–13) who received free school lunches funded by municipal and state resources.

The dataset includes only individual plate waste generated by students. Food waste originating from common serving plates, shared bowls, pots, or other communal containers (e.g., salad, soup, and bread) was excluded in order to ensure consistency and to focus on individual consumption behavior when assessing the impact of interventions.

A filtering procedure was applied to extra-served meals resulting from student absences. Extra portions that were served but not consumed at all were excluded from the dataset. If an extra served meal was partially consumed by classmates, it was included in both the served food amount and the corresponding plate waste amount, in accordance with the study’s methodological approach.

All measurements were conducted under controlled conditions with a unified menu design to minimize menu-related variability. Data were anonymized at the school level, and no personal data of pupils were collected.

In addition to aggregated school-level data, the dataset includes plate waste measurements aggregated by student groups. These groups distinguish between Grades 1–4 (approximately aged 7–10) and Grades 5–7 (approximately aged 11–13), corresponding to primary and lower secondary school levels. This structure enables comparative analysis of plate waste across different age groups while preserving student anonymity.

Full details on the study design, catering model, measurement protocol, and data processing are provided in the associated peer-reviewed publication https://doi.org/10.3390/foods14010126 

This research was funded by the Latvian Council of Science project No.lzp-2022/1-0492.
DOI: 10.5281/zenodo.18441415
title: Filtered Plate Waste Measurement Data from Latvian Schools (Rezekne, Grades 1–7), September 2023.

description: This dataset contains filtered plate waste measurement data collected from four secondary schools in Rezekne, Latvia, as part of a field experiment evaluating interventions to reduce plate waste in school canteens. The data were collected using the direct weighing method.

The study was conducted in schools operating under a partly pre-served catering model, which is typical for Latvian public schools. In this model, the main dish is pre-served on individual plates, and students do not freely choose portion sizes. The dataset covers students in Grades 1–7 (approximately aged 7–13) who received free school lunches funded by municipal and state resources.

The dataset includes only individual plate waste generated by students. Food waste originating from common serving plates, shared bowls, pots, or other communal containers (e.g., salad, soup, and bread) was excluded in order to ensure consistency and to focus on individual consumption behavior when assessing the impact of interventions.

A filtering procedure was applied to extra-served meals resulting from student absences. Extra portions that were served but not consumed at all were excluded from the dataset. If an extra served meal was partially consumed by classmates, it was included in both the served food amount and the corresponding plate waste amount, in accordance with the study’s methodological approach.

All measurements were conducted under controlled conditions with a unified menu design to minimize menu-related variability. Data were anonymized at the school level, and no personal data of pupils were collected.

In addition to aggregated school-level data, the dataset includes plate waste measurements aggregated by student groups. These groups distinguish between Grades 1–4 (approximately aged 7–10) and Grades 5–7 (approximately aged 11–13), corresponding to primary and lower secondary school levels. This structure enables comparative analysis of plate waste across different age groups while preserving student anonymity.

Full details on the study design, catering model, measurement protocol, and data processing are provided in the associated peer-reviewed publication https://doi.org/10.3390/foods14010126 

This research was funded by the Latvian Council of Science project No.lzp-2022/1-0492.
DOI: 10.6084/m9.figshare.28756646
title: Resistance Data by An et al.xlsx

description: Flow resistance and bed roughness in the Yangtze River
DOI: 10.6084/m9.figshare.28756646.v1
title: Resistance Data by An et al.xlsx

description: Flow resistance and bed roughness in the Yangtze River
DOI: 10.6084/m9.figshare.31220843
title: Passive nuclear transport deviates from Fickian behavior in prostate and breast cell types

description: Nuclear trafficking is essential for cellular function and biomedical applications such as nucleus-targeted drug delivery; however, how passive nuclear transport varies across cell types and phenotypic states remains poorly understood. Here, we investigate passive nuclear transport of fluorescent molecular cargoes spanning 500–20,000 Da across multiple cell lines. We observe cell-line-specific nuclear restrictions and find that passive nuclear uptake does not exhibit a monotonic dependence on molecular weight, suggesting non-Fickian transport behavior. Furthermore, transforming a healthy breast cell model into an invasive-like phenotype via TGF-Beta treatment significantly altered passive nuclear transport characteristics, closely resembling those of a well-established invasive breast cancer cell line. These phenotype-dependent changes in nuclear permeability provide new insight into fundamental biophysical alterations associated with cancerous cellular transformation.
DOI: 10.6084/m9.figshare.31220843.v1
title: Passive nuclear transport deviates from Fickian behavior in prostate and breast cell types

description: Nuclear trafficking is essential for cellular function and biomedical applications such as nucleus-targeted drug delivery; however, how passive nuclear transport varies across cell types and phenotypic states remains poorly understood. Here, we investigate passive nuclear transport of fluorescent molecular cargoes spanning 500–20,000 Da across multiple cell lines. We observe cell-line-specific nuclear restrictions and find that passive nuclear uptake does not exhibit a monotonic dependence on molecular weight, suggesting non-Fickian transport behavior. Furthermore, transforming a healthy breast cell model into an invasive-like phenotype via TGF-Beta treatment significantly altered passive nuclear transport characteristics, closely resembling those of a well-established invasive breast cancer cell line. These phenotype-dependent changes in nuclear permeability provide new insight into fundamental biophysical alterations associated with cancerous cellular transformation.
DOI: 10.60507/fk2/qtscwy/pkglpc
title: Lekythos_1385_images.zip
DOI: 10.60507/fk2/qtscwy/pjands
title: GÜNZEL_Lekythos_1385_readme.txt
DOI: 10.60507/fk2/qtscwy/q19bnw
title: Lekythos_1385_model.zip
DOI: 10.60507/fk2/qtscwy
title: Attic Red-Figure Lekythos in the Museum Alte Kulturen Tübingen (Inv. 1385)

description: Attic Red-Figure Lekythos in the Museum Alte Kulturen (University of Tübingen, Inv. 1385) showing a woman, a chair with a cloth and a column. Attributed to Icarus Painter. Date: -470 to -460.
description: Agisoft Metashape/Reality Capture, 2.2.0
description: Blender, 4.0
description: SubstancePainter, 11.1.0
description: SubstanceDesigner, 15.0.3
DOI: 10.34740/kaggle/dsv/14687888
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18441653
title: Jatiye rajniti evam gatisheelataa kurmi samaj ka samajshastriy adhyan

description: Kurmi jati ek krishi Pradhan jati mani jati hai lekin aaj ke samay me kurmi samaj ka rajniti me ghara asar dekhne ko milta hai kyo ki agar uttarpradesh me ham dekhte hai to kurmi jati ka rajniti me bahut ghara sambandh hai jis tarah se bihar me
DOI: 10.5281/zenodo.18441654
title: Jatiye rajniti evam gatisheelataa kurmi samaj ka samajshastriy adhyan

description: Kurmi jati ek krishi Pradhan jati mani jati hai lekin aaj ke samay me kurmi samaj ka rajniti me ghara asar dekhne ko milta hai kyo ki agar uttarpradesh me ham dekhte hai to kurmi jati ka rajniti me bahut ghara sambandh hai jis tarah se bihar me
DOI: 10.6084/m9.figshare.28669688
title: Data Set and ReadMe

description: This dataset corresponds to the paper "EMG-Free Muscle Force Estimation through Exo-Monitoring: Integration into Clinical Routine of Robot-Assisted Therapy." It contains experimental data collected from healthy subjects across 36 trials conducted during the study, along with this README file.
DOI: 10.6084/m9.figshare.28669688.v3
title: Data Set and ReadMe

description: This dataset corresponds to the paper "EMG-Less Muscle Force Estimation in Robot-Assisted Therapy through Inverse Musculoskeletal Modeling and Clinical Validation." It contains the experimental data collected from 36 trials conducted during the study as well as a ReadMe file.
DOI: 10.6084/m9.figshare.28669688.v4
title: Data Set and ReadMe

description: This dataset corresponds to the paper "EMG-Free Muscle Force Estimation through Exo-Monitoring: Integration into Clinical Routine of Robot-Assisted Therapy." It contains experimental data collected from healthy subjects across 36 trials conducted during the study, along with this README file.
DOI: 10.5281/zenodo.18441708
title: maclura_tinctoria_spades_01.fasta.gz
DOI: 10.5281/zenodo.18441707
title: maclura_tinctoria_spades_01.fasta.gz
DOI: 10.5281/zenodo.18441658
title: METHODOLOGICAL AND DIDACTIC ASPECTS OF ONLINE LANGUAGE LABS

description: The article explores the pedagogical foundations and instructional principles underlying the use of online language laboratories in foreign language education. The study focuses on methodological approaches and didactic strategies that support effective language learning in digital environments. It examines how online language labs facilitate skill integration, learner autonomy, differentiated instruction, and formative assessment. Special attention is given to the alignment of online language labs with modern teaching methodologies such as communicative language teaching, task-based learning, and constructivist pedagogy. The article argues that the success of online language labs depends not only on technological tools but also on sound methodological and didactic design.
DOI: 10.15468/dl.gmnav2
title: Occurrence Download

description: A dataset containing 3861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-849.0",
 {
 "or" : [
 "Geometry POLYGON((-9.8141 35.93406,0.94156 35.93406,0.94156 39.28533,-9.8141 39.28533,-9.8141 35.93406))",
 "Geometry POLYGON((-0.90813 38.96182,2.43413 38.96182,2.43413 41.49592,-0.90813 41.49592,-0.90813 38.96182))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (May, June, July, August)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Bucanetes githagineus, Psammodromus hispanicus, Acanthodactylus erythrurus, Hemorrhois hippocrepis, Lutra lutra, Timon nevadensis, Psammodromus hispanicus hispanicus, Psammodromus hispanicus edwarsianus, Podarcis carbonelli, Vipera latastei, Algyroides hidalgoi, Podarcis galerai, Macroprotodon brevis, Danaus plexippus, Macaca, Indotyphlops braminus)"
 ]
}

 The dataset includes 3861 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003382-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18441689
title: A Suitability Evaluation Method for Island Tourism and Recreational Sea Use Based on Meta-analysis and Ensemble Learning

description: Data Examples of the Suitability Evaluation Method for Island Tourism and Recreational Sea Use Based on Meta-analysis and Ensemble Learning
DOI: 10.5281/zenodo.18441688
title: A Suitability Evaluation Method for Island Tourism and Recreational Sea Use Based on Meta-analysis and Ensemble Learning

description: Data Examples of the Suitability Evaluation Method for Island Tourism and Recreational Sea Use Based on Meta-analysis and Ensemble Learning
DOI: 10.5281/zenodo.18441723
title: METHODOLOGICAL AND DIDACTIC ASPECTS OF ONLINE LANGUAGE LABS

description: The article explores the pedagogical foundations and instructional principles underlying the use of online language laboratories in foreign language education. The study focuses on methodological approaches and didactic strategies that support effective language learning in digital environments. It examines how online language labs facilitate skill integration, learner autonomy, differentiated instruction, and formative assessment. Special attention is given to the alignment of online language labs with modern teaching methodologies such as communicative language teaching, task-based learning, and constructivist pedagogy. The article argues that the success of online language labs depends not only on technological tools but also on sound methodological and didactic design.
DOI: 10.5281/zenodo.18441657
title: METHODOLOGICAL AND DIDACTIC ASPECTS OF ONLINE LANGUAGE LABS

description: The article explores the pedagogical foundations and instructional principles underlying the use of online language laboratories in foreign language education. The study focuses on methodological approaches and didactic strategies that support effective language learning in digital environments. It examines how online language labs facilitate skill integration, learner autonomy, differentiated instruction, and formative assessment. Special attention is given to the alignment of online language labs with modern teaching methodologies such as communicative language teaching, task-based learning, and constructivist pedagogy. The article argues that the success of online language labs depends not only on technological tools but also on sound methodological and didactic design.
DOI: 10.82190/av4hwq/ncywnn
title: Consentimiento Subsanado.pdf

description: FORMATO DE CONSENTIMIENTO INFORMADO PARA PARTICIPACIÓN EN PROYECTOS DE
INVESTIGACIÓN
DOI: 10.82190/av4hwq/cfzmhm
title: Encuesta V2.pdf

description: Encuesta epidemiologica para proyecto Uso de antibióticos y resistencia antimicrobiana en cepas de Staphylococcus spp.
aisladas de animales de compañía y personas relacionadas con su cuidado”
DOI: 10.82190/av4hwq/uur0r7
title: Ruta de Reclutamiento.pdf

description: Ruta de Reclutamiento de participantes del proyecto
DOI: 10.82190/av4hwq/bahqgu
title: Protocolo de bioseguridad.pdf

description: Protocolo de bioseguridad para actividades desarrolladas en el proyecto
DOI: 10.82190/av4hwq
title: Archivos de gestión

description: Se compilarán documentos sobre cumplimiento bioético, protocolos, estudios de validación y demás archivos relacionados con gestión.
DOI: 10.5281/zenodo.18441714
title: Filtered Plate Waste Measurement Data from Latvian Schools (Rezekne, Grades 1–7), December 2023.

description: This dataset contains filtered plate waste measurement data collected from four secondary schools in Rezekne, Latvia, as part of a field experiment evaluating interventions to reduce plate waste in school canteens. The data were collected using the direct weighing method.

The study was conducted in schools operating under a partly pre-served catering model, which is typical for Latvian public schools. In this model, the main dish is pre-served on individual plates, and students do not freely choose portion sizes. The dataset covers students in Grades 1–7 (approximately aged 7–13) who received free school lunches funded by municipal and state resources.

The dataset includes only individual plate waste generated by students. Food waste originating from common serving plates, shared bowls, pots, or other communal containers (e.g., salad, soup, and bread) was excluded in order to ensure consistency and to focus on individual consumption behavior when assessing the impact of interventions.

A filtering procedure was applied to extra-served meals resulting from student absences. Extra portions that were served but not consumed at all were excluded from the dataset. If an extra served meal was partially consumed by classmates, it was included in both the served food amount and the corresponding plate waste amount, in accordance with the study’s methodological approach.

All measurements were conducted under controlled conditions with a unified menu design to minimize menu-related variability. Data were anonymized at the school level, and no personal data of pupils were collected.

In addition to aggregated school-level data, the dataset includes plate waste measurements aggregated by student groups. These groups distinguish between Grades 1–4 (approximately aged 7–10) and Grades 5–7 (approximately aged 11–13), corresponding to primary and lower secondary school levels. This structure enables comparative analysis of plate waste across different age groups while preserving student anonymity.

Full details on the study design, catering model, measurement protocol, and data processing are provided in the associated peer-reviewed publication https://doi.org/10.3390/foods14010126

This research was funded by the Latvian Council of Science project No.lzp-2022/1-0492.