cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29092295.v1
title: Supplementary Material for: Cryobiopsy-based Tri-modality sampling using an ultrathin bronchoscope for the diagnosis of peripheral lung lesions: a prospective observational study

description: Introduction: Transbronchial lung biopsy using radial probe endobronchial ultrasound (RP-EBUS) is an important modality for diagnosing peripheral lung lesions (PLLs), but unmet needs remain. This study evaluates the diagnostic yields and safety of cryobiopsy-based Tri-modality sampling using an ultrathin bronchoscope (UTB) with RP-EBUS for diagnosing PLLs.
Methods: This prospective observational pilot study was conducted from November 2023 to January 2024, and included patients with PLLs ≤ 30 mm in diameter. Bronchoscopic procedures were performed using a UTB guided by RP-EBUS. Tri-modality sampling was sequentially conducted using cryobiopsy, forceps biopsy, and transbronchial needle aspiration (TBNA). The primary outcome was cumulative diagnostic yield, secondary outcomes included the diagnostic yield of each modality and adverse events.
Results: Fifty patients with PLLs, with a median diameter of 20.3 mm, were included. A bronchus sign was present in 66% of cases, and lesions were invisible on RP-EBUS in three instances. The overall cumulative diagnostic yield was 78%. The diagnostic yields were 78.7%, 66.7 %, and 54.2% for cryobiopsy, forceps biopsy, and TBNA, respectively. Adding forceps biopsy to cryobiopsy improved the diagnostic yield by 4%, from 74% to 78%, and increased sensitivity for malignancy by 5.1%, from 84.6% to 89.7%. TBNA did not provide any additional improvement in diagnostic yield or sensitivity to malignancy. Bleeding occurred in 68% of the patients, with 28% experiencing grade 3 bleeding, all managed without life-threatening complications. 
Conclusion: Cryobiopsy-based combination sampling modality using UTB is feasible and safe for diagnosing PLLs, offering high diagnostic yield and improved sensitivity for malignancy.
DOI: 10.34740/kaggle/dsv/11844644
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15448478
title: Research Protocol for the paper entitled: Using generative AI in Literature Reviews - Use Cases, Benefits, and Challenges
DOI: 10.6084/m9.figshare.29092283
title: Electronic Supplementary Materials

description: <b>Electronic Supplementary Materials </b>for the article "Comparative performance of bulk and eDNA metabarcoding data in freshwater biomonitoring under the Water Framework Directive".<b>Supplementary Material 1. </b>List of sampling sites and their detailed characteristics processed using DNA metabarcoding in this study. (Supplementary Material 1.xlsx)<b>Supplementary Material 2. </b>List of species (DNA dataset) obtained in this study using the DNA metabarcoding approach after merging replicates in TTT. The dataset includes results for individual sampling sites and sample types, with species presence indicated by read counts and absence marked as 0. (Supplementary Material 2.xlsx)<b>Supplementary Material 3. </b>List of metrics used to calculate the Multimetric Index for ten different stream types. (Supplementary Material 3.xlsx)<b>Supplementary Material 4. </b>Reference values for metrics used in partial EQR (Ecological Quality Ratio) calculations by stream type. (Supplementary Material 4.xlsx)<b>Supplementary Material 5. </b>Graphical representation of the number of detected taxa across different taxonomic levels (species, genus, family, order) for three datasets (OTUs, Linnean species, and ASTERICS) and sample types (bulk, water, sediment). (Supplementary Material 5.tiff)<b>Supplementary Material 6. </b>Values of individual metrics from ASTERICS and EQR calculations for ecological status assessment: individual sheets for each stream type include metric values (A.) and calculated partial EQRs (B.); additional sheets summarize all partial EQRs, final multimetric EQRs, and classification into five ecological status classes. (Supplementary Material 6.xlsx)
DOI: 10.6084/m9.figshare.29092304
title: Supplementary Material Appendix A.docx

description: Supplementary Material Appendix A
DOI: 10.5281/zenodo.15172995
title: Training data in normalizing flow based machine learning

description: This repository contains the training dataset used for the SGWB models described in arXiv:2504.04211v1 [astro-ph.CO]. Both trained models and additional training datasets for other SGWB spectra will be uploaded in subsequent versions.

In version v2, the BBG training dataset for the BBG SGWB spectrum is included.
DOI: 10.5281/zenodo.15294926
title: Training data in normalizing flow based machine learning

description: This repository contains the training dataset used for the SGWB models described in arXiv:2504.19251v1 [astro-ph.CO]. Both trained models and additional training datasets for other SGWB spectra will be uploaded in subsequent versions.
DOI: 10.34740/kaggle/dsv/11844826
title: LUFlow Network Intrusion Detection Data Set
DOI: 10.3886/e230221
title: Mental Health data with HiTOP model

description: This dataset was collected as part of a large-scale mental health screening initiative conducted between 2019 and 2024 among postsecondary students in China. The sample includes 34,689 university and vocational college students , who completed the Symptom Checklist-90-Revised (SCL-90-R). The dataset includes demographic information (e.g., gender, age, education type, intake year) and symptom scores across nine SCL-90-R domains: depression, anxiety, somatization, obsessive-compulsive symptoms, phobic anxiety, interpersonal sensitivity, hostility, paranoid ideation, and psychoticism.The data were used to identify latent internalizing mental health profiles using Gaussian Mixture Modeling (GMM) and to build a Random Forest classifier for predicting profile membership. The dataset supports research on transdiagnostic symptom patterns, person-centered profiling, and machine learning applications in non-clinical educational contexts.All personally identifying information was removed. The dataset is anonymized and suitable for secondary analysis. Documentation and replication code (Python scripts) are provided to facilitate reproducibility.
DOI: 10.3886/e230221v1
title: Mental Health data with HiTOP model

description: This dataset was collected as part of a large-scale mental health screening initiative conducted between 2019 and 2024 among postsecondary students in China. The sample includes 34,689 university and vocational college students , who completed the Symptom Checklist-90-Revised (SCL-90-R). The dataset includes demographic information (e.g., gender, age, education type, intake year) and symptom scores across nine SCL-90-R domains: depression, anxiety, somatization, obsessive-compulsive symptoms, phobic anxiety, interpersonal sensitivity, hostility, paranoid ideation, and psychoticism.The data were used to identify latent internalizing mental health profiles using Gaussian Mixture Modeling (GMM) and to build a Random Forest classifier for predicting profile membership. The dataset supports research on transdiagnostic symptom patterns, person-centered profiling, and machine learning applications in non-clinical educational contexts.All personally identifying information was removed. The dataset is anonymized and suitable for secondary analysis. Documentation and replication code (Python scripts) are provided to facilitate reproducibility.
DOI: 10.5281/zenodo.15448591
title: THESAURUS-BASED APPROACHES IN LANGUAGE AND THEORETICAL REVIEW, PRACTICAL APPLICATIONS
DOI: 10.5281/zenodo.15448592
title: THESAURUS-BASED APPROACHES IN LANGUAGE AND THEORETICAL REVIEW, PRACTICAL APPLICATIONS
DOI: 10.34740/kaggle/dsv/11844974
title: e-IPO Indonesia Data - Investment
DOI: 10.5281/zenodo.15448609
title: ATEROSKLEROZ KELIB CHIQISHIDA METABOLITIK SINDROMLARI BIOKIMYOSI
DOI: 10.5281/zenodo.15448610
title: ATEROSKLEROZ KELIB CHIQISHIDA METABOLITIK SINDROMLARI BIOKIMYOSI
DOI: 10.34740/kaggle/dsv/11845005
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15448623
title: ONLAYN O'YINLARNING O'SPIRINLAR SHAXSIYATI VA XULQ-ATVORIGA TA'SIRI
DOI: 10.5281/zenodo.15448624
title: ONLAYN O'YINLARNING O'SPIRINLAR SHAXSIYATI VA XULQ-ATVORIGA TA'SIRI
DOI: 10.5281/zenodo.15448648
title: "LEGAL AND INSTITUTIONAL FOUNDATIONS FOR COMBATING CYBERCRIME IN THE CONTEXT OF NEW UZBEKISTAN"
DOI: 10.5281/zenodo.15448649
title: "LEGAL AND INSTITUTIONAL FOUNDATIONS FOR COMBATING CYBERCRIME IN THE CONTEXT OF NEW UZBEKISTAN"
DOI: 10.5281/zenodo.15412757
title: High-quality genome assemblies of wheat wild relatives Thinopyrum intermedium and Roegneria kamoji revealed different polyploid genome evolution paths

description: Intermediate wheatgrass (Thinopyrum intermedium (Host) Barkworth & D.R. Dewey, syn. Trichopyrum intermedium (Host) Á.Löve; 2n = 6x = 42) and Roegneria kamoji (Ohwi) Keng & S.L.Chen (syn. Campeiostachys kamoji (Ohwi) B.R.Baum, J.L.Yang & C.Yen; Elymus kamoji (Ohwi) S.L.Chen; 2n = 6x = 42) are allohexaploid perennial species within the Triticeae family and are recognized as critical genetic resources for wheat improvement and forage breeding. We performed whole genome sequencing and assembly by combining PacBio HiFi and high-throughput chromosome conformation capture sequencing (Hi-C) sequencing technologies to elucidate the evolutionary paths of these species and enhance wheat breeding efforts. By integrating phylogenetic inferences and functional analyses, we aimed to address longstanding taxonomic uncertainties and assess the role of wild Triticeae species as genetic reservoirs of disease-resistance traits.
DOI: 10.5281/zenodo.15412758
title: High-quality genome assemblies of wheat wild relatives Thinopyrum intermedium and Roegneria kamoji revealed different polyploid genome evolution paths

description: Intermediate wheatgrass (Thinopyrum intermedium (Host) Barkworth & D.R. Dewey, syn. Trichopyrum intermedium (Host) Á.Löve; 2n = 6x = 42) and Roegneria kamoji (Ohwi) Keng & S.L.Chen (syn. Campeiostachys kamoji (Ohwi) B.R.Baum, J.L.Yang & C.Yen; Elymus kamoji (Ohwi) S.L.Chen; 2n = 6x = 42) are allohexaploid perennial species within the Triticeae family and are recognized as critical genetic resources for wheat improvement and forage breeding. We performed whole genome sequencing and assembly by combining PacBio HiFi and high-throughput chromosome conformation capture sequencing (Hi-C) sequencing technologies to elucidate the evolutionary paths of these species and enhance wheat breeding efforts. By integrating phylogenetic inferences and functional analyses, we aimed to address longstanding taxonomic uncertainties and assess the role of wild Triticeae species as genetic reservoirs of disease-resistance traits.
DOI: 10.5281/zenodo.15448676
title: THE IMPORTANCE OF MOTIVATIONAL FACTORS IN THE SECOND LANGUAGE LEARNING OF EFL STUDENTS
DOI: 10.5281/zenodo.15448677
title: THE IMPORTANCE OF MOTIVATIONAL FACTORS IN THE SECOND LANGUAGE LEARNING OF EFL STUDENTS
DOI: 10.5281/zenodo.15448688
title: GOSPITAL TA'LIM SHAROITIDA MAKTABGACHA YOSHDAGI BOLALARNING XOTIRASINI RIVOJLANTIRISH VA MUSTAHKAMLASHNING SAMARALI USULLARI
DOI: 10.5281/zenodo.15448689
title: GOSPITAL TA'LIM SHAROITIDA MAKTABGACHA YOSHDAGI BOLALARNING XOTIRASINI RIVOJLANTIRISH VA MUSTAHKAMLASHNING SAMARALI USULLARI
DOI: 10.5281/zenodo.15448625
title: Datasets for: AmpHGT: Expanding Prediction of Antimicrobial Activity in Peptides Containing Non-Canonical Amino Acids Using multi-View Constrained Heterogeneous Graph Transformer

description: This repository contains datasets used in `AmpHGT: Expanding Prediction of Antimicrobial Activity in Peptides Containing Non-Canonical Amino Acids Using Multi-View Constrained Heterogeneous Graph Transformer`. 

Each dataset is provided as a .7z file, which store chemical structural information for each peptide.

### 1. `datasets_xuamp.7z`- **Description**: This dataset contains peptides composed of canonical amino acids only. SMILES in each files exactly corresponds to the fasta sequences used by TP-LMMSG and XUAMP independent test set.

### 2. `datasets_AMPDiscover.7z`- **Description**: This dataset contains peptides composed of canonical amino acids only. SMILES in each files is exactly correspond to the fasta sequences used by esm-AxP-GDL framework and external independent test set.

### 3. `datasets_ncaa.7z`- **Description**: - **Description**: This dataset contains peptides composed of canonical amino acids and non-canonical amino acids. within the `ncaa_test_positive_2696.smi` and `ncaa_test_negative_2452.smi` correspond to the sequences of NCAA independent test set for 0-shot and jointing training benchmarking, the `ncaa_all_xuamp_train_negative_4635.smi`, `ncaa_all_xuamp_train_positive_4630.smi`, `ncaa_all_xuamp_val_positive_1246.fasta`, and `ncaa_all_xuamp_val_negative_1241.smi` correspond to the joint training dataset by merge NCAA overlap dataset and XUAMP training set.

## How to Access the Datasets

To extract the files, use the following command (on Linux, will require p7zip installed):

```bash7z x <dataset_name>.7z```
DOI: 10.5281/zenodo.15448626
title: Datasets for: AmpHGT: Expanding Prediction of Antimicrobial Activity in Peptides Containing Non-Canonical Amino Acids Using multi-View Constrained Heterogeneous Graph Transformer

description: This repository contains datasets used in `AmpHGT: Expanding Prediction of Antimicrobial Activity in Peptides Containing Non-Canonical Amino Acids Using Multi-View Constrained Heterogeneous Graph Transformer`. 

Each dataset is provided as a .7z file, which store chemical structural information for each peptide.

### 1. `datasets_xuamp.7z`- **Description**: This dataset contains peptides composed of canonical amino acids only. SMILES in each files exactly corresponds to the fasta sequences used by TP-LMMSG and XUAMP independent test set.

### 2. `datasets_AMPDiscover.7z`- **Description**: This dataset contains peptides composed of canonical amino acids only. SMILES in each files is exactly correspond to the fasta sequences used by esm-AxP-GDL framework and external independent test set.

### 3. `datasets_ncaa.7z`- **Description**: - **Description**: This dataset contains peptides composed of canonical amino acids and non-canonical amino acids. within the `ncaa_test_positive_2696.smi` and `ncaa_test_negative_2452.smi` correspond to the sequences of NCAA independent test set for 0-shot and jointing training benchmarking, the `ncaa_all_xuamp_train_negative_4635.smi`, `ncaa_all_xuamp_train_positive_4630.smi`, `ncaa_all_xuamp_val_positive_1246.fasta`, and `ncaa_all_xuamp_val_negative_1241.smi` correspond to the joint training dataset by merge NCAA overlap dataset and XUAMP training set.

## How to Access the Datasets

To extract the files, use the following command (on Linux, will require p7zip installed):

```bash7z x <dataset_name>.7z```
DOI: 10.5281/zenodo.14288813
title: Hierarchically Depicting Vehicle Trajectory with Stability in Complex Environments

description: Dataset for manuscripts "Hierarchically Depicting Vehicle Trajectory with Stability in Complex Environments".

This file contains the early release version of the algorithm.

Please unzip the "Src" file and follow the instructions provided in the "README file" to execute the program.
DOI: 10.5281/zenodo.14288814
title: Hierarchically Depicting Vehicle Trajectory with Stability in Complex Environments

description: Dataset for manuscripts "Hierarchically Depicting Vehicle Trajectory with Stability in Complex Environments".

This file contains the early release version of the algorithm.

Please unzip the "Src" file and follow the instructions provided in the "README file" to execute the program.
DOI: 10.34740/kaggle/dsv/11845191
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15448747
title: MАMLАKАT INVESTISIОN MUHITINI YАXSHILАSHDА TIJОRАT BАNKLАRINING О'RNI VА MАVJUD TАVАKKАLCHILIKLАR
DOI: 10.5281/zenodo.15448748
title: MАMLАKАT INVESTISIОN MUHITINI YАXSHILАSHDА TIJОRАT BАNKLАRINING О'RNI VА MАVJUD TАVАKKАLCHILIKLАR
DOI: 10.34740/kaggle/dsv/11845266
title: World Weather Repository ( Daily Updating )
DOI: 10.5281/zenodo.14538775
title: Data for "Quantifying magnetofossil contributions to magnetic records and sediment provenance reconstruction: a case from the Bengal Fan"

description: This file is the dataset for the manuscript entitled "Quantifying magnetofossil contributions to magnetic records and sediment provenance reconstruction: a case from the Bengal Fan" by Huang et al., including environmental magnetic properties, TOC content, and magnetofossil proportion derived from IRM unmixing and FORC-PCA.
DOI: 10.5281/zenodo.14538776
title: Data for "Quantifying magnetofossil contributions to magnetic records and sediment provenance reconstruction: a case from the Bengal Fan"

description: This file is the dataset for the manuscript entitled "Quantifying magnetofossil contributions to magnetic records and sediment provenance reconstruction: a case from the Bengal Fan" by Huang et al., including environmental magnetic properties, TOC content, and magnetofossil proportion derived from IRM unmixing and FORC-PCA.
DOI: 10.5281/zenodo.15348957
title: Data for "Quantifying magnetofossil contributions to magnetic records and sediment provenance reconstruction: a case from the Bengal Fan"

description: This file is the dataset for the manuscript entitled "Quantifying magnetofossil contributions to magnetic records and sediment provenance reconstruction: a case from the Bengal Fan" by Huang et al., including environmental magnetic properties, TOC content, and magnetofossil proportion derived from IRM unmixing and FORC-PCA.
DOI: 10.5281/zenodo.15448702
title: Data for "Quantifying magnetofossil contributions to magnetic records and sediment provenance reconstruction: a case from the Bengal Fan"

description: This file is the dataset for the manuscript entitled "Quantifying magnetofossil contributions to magnetic records and sediment provenance reconstruction: a case from the Bengal Fan" by Huang et al., including environmental magnetic properties, TOC content, and magnetofossil proportion derived from IRM unmixing and FORC-PCA.
DOI: 10.5281/zenodo.15448766
title: TALAFFUZIDA NUQSONI BOR BOLALARGA PSIXOLOGIK YONDASHUV
DOI: 10.5281/zenodo.15448767
title: TALAFFUZIDA NUQSONI BOR BOLALARGA PSIXOLOGIK YONDASHUV
DOI: 10.6084/m9.figshare.29092343
title: Baldwin Hills NNI Teen Questionnaire (Responses)

description: Google Forms responses from the Nature Nexus Institute's Teen Greenhouse Intern Group, collected in May 2025. The questions were designed to determine the relationship between the participants and the Kenneth Hahn/Baldwin Hills park area, in addition to their understanding of desire path usage before and after the UCLA SLAGC URSP's 2025 Nature Nexus Desire Path team's guided hike.
DOI: 10.5281/zenodo.15448782
title: THE ROLE OF PHYSICAL EDUCATION IN THE PHYSICAL DEVELOPMENT OF SCHOOL STUDENTS
DOI: 10.5281/zenodo.15448783
title: THE ROLE OF PHYSICAL EDUCATION IN THE PHYSICAL DEVELOPMENT OF SCHOOL STUDENTS
DOI: 10.34740/kaggle/dsv/11845360
title: World Stock Prices ( Daily Updating )
DOI: 10.6084/m9.figshare.29092325
title: Corporate Cash Dividends and the Environmental Protection Tax: Moral Consistency in relation to Corporate Social Responsibility

description: This study empirically investigates the impact of cash dividends issued by A-share listed companies on their environmental tax payments from 2018 to 2023.The findings indicate a significant negative correlation between proactive cash dividends implemented by corporate executives and the environmental protection tax payments made by these enterprises. This inverse relationship is mediated by the enhancement of corporate environmental responsibility fulfillment by executives, aligning with the framework of moral consistency. Specifically, as executives fulfill responsibilities to shareholders through increased cash dividends, they will adhere to ethical consistency in fulfilling its environmental responsibilities, thereby reducing environmental protection tax burdens. Further analysis reveals that executives' green perceptions and the intensity of environmental regulations exert a moderating effect, attenuating the relationship between corporate cash dividends and environmental protection tax liabilities. Notably, the impact of cash dividends on the reduction of environmental protection taxes is more pronounced in enterprises that receive external attention, are in a period of decline, or are non-heavily polluting. This study expands the theoretical framework of corporate social responsibility by elucidating the synergistic mechanism between responsibility to shareholders and environmental responsibilities. It provides empirical evidence to guide enterprises in balancing financial objectives with social responsibilities under China's green development policies. It is recommended that the government enhances ethical consistency in corporate behavior through tax incentives to encourage environmental protection investments, while guiding executives to strategically formulate dividend policies to achieve sustainable development
DOI: 10.6084/m9.figshare.29092325.v1
title: Corporate Cash Dividends and the Environmental Protection Tax: Moral Consistency in relation to Corporate Social Responsibility

description: This study empirically investigates the impact of cash dividends issued by A-share listed companies on their environmental tax payments from 2018 to 2023.The findings indicate a significant negative correlation between proactive cash dividends implemented by corporate executives and the environmental protection tax payments made by these enterprises. This inverse relationship is mediated by the enhancement of corporate environmental responsibility fulfillment by executives, aligning with the framework of moral consistency. Specifically, as executives fulfill responsibilities to shareholders through increased cash dividends, they will adhere to ethical consistency in fulfilling its environmental responsibilities, thereby reducing environmental protection tax burdens. Further analysis reveals that executives' green perceptions and the intensity of environmental regulations exert a moderating effect, attenuating the relationship between corporate cash dividends and environmental protection tax liabilities. Notably, the impact of cash dividends on the reduction of environmental protection taxes is more pronounced in enterprises that receive external attention, are in a period of decline, or are non-heavily polluting. This study expands the theoretical framework of corporate social responsibility by elucidating the synergistic mechanism between responsibility to shareholders and environmental responsibilities. It provides empirical evidence to guide enterprises in balancing financial objectives with social responsibilities under China's green development policies. It is recommended that the government enhances ethical consistency in corporate behavior through tax incentives to encourage environmental protection investments, while guiding executives to strategically formulate dividend policies to achieve sustainable development