cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30621048
title: Osimertinib before and after chemoradiotherapy for unresectable stage III EGFR-mutated NSCLC: NEOLA Trial Protocol

description: Osimertinib, a third-generation, central nervous system-active epidermal growth factor receptor (EGFR)-tyrosine kinase inhibitor, is a recommended first-line treatment for EGFR mutation-positive (EGFRm) advanced non-small cell lung cancer (NSCLC), unresectable stage III NSCLC after chemoradiotherapy (CRT), and as adjuvant treatment for resected early-stage NSCLC. NEOLA (NCT06194448) is a global, Phase II, open-label, single-arm, multicenter study, evaluating the efficacy and safety of induction osimertinib prior to CRT, and subsequent osimertinib treatment, in patients with unresectable stage III EGFRm NSCLC. Patients will be screened at 71 sites across 10 countries. Eligible patients will be aged ≥18 years with unresectable stage III EGFRm (exon 19 deletion/L858R) NSCLC eligible for definitive CRT. Patients will receive induction osimertinib (80 mg once daily) for 8 weeks, followed by 2 cycles (6 weeks) of sequential/concurrent platinum-based CRT. Patients without progressive disease (PD) can re-start osimertinib approximately 3–6 weeks after CRT until PD (per Response Evaluation Criteria in Solid Tumors 1.1) or another discontinuation criterion. The primary endpoint is 12-month progression-free survival rate. Secondary endpoints include objective response rate and disease control rate (at the end of induction), overall survival, event-free survival, and safety. The first patient was enrolled in April 2024, with primary completion expected in 2026. ClinicalTrials.gov identifier is NCT06194448 (date of registration 5 January 2024).
DOI: 10.6084/m9.figshare.30621048.v1
title: Osimertinib before and after chemoradiotherapy for unresectable stage III EGFR-mutated NSCLC: NEOLA Trial Protocol

description: Osimertinib, a third-generation, central nervous system-active epidermal growth factor receptor (EGFR)-tyrosine kinase inhibitor, is a recommended first-line treatment for EGFR mutation-positive (EGFRm) advanced non-small cell lung cancer (NSCLC), unresectable stage III NSCLC after chemoradiotherapy (CRT), and as adjuvant treatment for resected early-stage NSCLC. NEOLA (NCT06194448) is a global, Phase II, open-label, single-arm, multicenter study, evaluating the efficacy and safety of induction osimertinib prior to CRT, and subsequent osimertinib treatment, in patients with unresectable stage III EGFRm NSCLC. Patients will be screened at 71 sites across 10 countries. Eligible patients will be aged ≥18 years with unresectable stage III EGFRm (exon 19 deletion/L858R) NSCLC eligible for definitive CRT. Patients will receive induction osimertinib (80 mg once daily) for 8 weeks, followed by 2 cycles (6 weeks) of sequential/concurrent platinum-based CRT. Patients without progressive disease (PD) can re-start osimertinib approximately 3–6 weeks after CRT until PD (per Response Evaluation Criteria in Solid Tumors 1.1) or another discontinuation criterion. The primary endpoint is 12-month progression-free survival rate. Secondary endpoints include objective response rate and disease control rate (at the end of induction), overall survival, event-free survival, and safety. The first patient was enrolled in April 2024, with primary completion expected in 2026. ClinicalTrials.gov identifier is NCT06194448 (date of registration 5 January 2024).
DOI: 10.5281/zenodo.17715001
title: Reproducible code and data for: Integrating new land cover classes into ecological models to predict their biodiversity impacts

description: This archive includes all R scripts and processed data required to reproduce every statistical analysis and figure in the paper, " Integrating new land cover classes into ecological models to predict their biodiversity impacts". The workflow is coordinated through the script master.R.

Poll4pop model runs themselves are not re-executed within the archive because they depend on large UKCEH raster datasets that cannot be redistributed.  Instead, we provide all derived outputs used in the analyses - predicted foraging abundance at each transect location, sampled parameter sets, and floral-cover datasets. These files are sufficient to reproduce all statistical results and figures in full.

Poll4pop model code is freely available to download from https://github.com/yclough/poll4pop  (https://doi.org/10.5281/zenodo.4001015, Gardner et al., 2020b).
DOI: 10.5281/zenodo.17715000
title: Reproducible code and data for: Integrating new land cover classes into ecological models to predict their biodiversity impacts

description: This archive includes all R scripts and processed data required to reproduce every statistical analysis and figure in the paper, " Integrating new land cover classes into ecological models to predict their biodiversity impacts". The workflow is coordinated through the script master.R.

Poll4pop model runs themselves are not re-executed within the archive because they depend on large UKCEH raster datasets that cannot be redistributed.  Instead, we provide all derived outputs used in the analyses - predicted foraging abundance at each transect location, sampled parameter sets, and floral-cover datasets. These files are sufficient to reproduce all statistical results and figures in full.

Poll4pop model code is freely available to download from https://github.com/yclough/poll4pop  (https://doi.org/10.5281/zenodo.4001015, Gardner et al., 2020b).
DOI: 10.15468/dl.6wxh7k
title: Occurrence Download

description: A dataset containing 1066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Croton capitatus",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 1066 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008261-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg65ew
title: Occurrence Download

description: A dataset containing 3740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "GadmGid is USA.22_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is September",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus impatiens",
 "Year 2016-2024"
 ]
}

 The dataset includes 3740 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008262-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwwwn7
title: Occurrence Download

description: A dataset containing 4361 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Periploca laevigata"
 ]
}

 The dataset includes 4361 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008263-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13868193
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.mwwc9u
title: Occurrence Download

description: A dataset containing 515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ctenopharyngodon idella",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 515 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008266-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8hb66
title: Occurrence Download

description: A dataset containing 44821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carnegiea gigantea"
 ]
}

 The dataset includes 44821 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008264-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13835785
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.s8bea5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((128.975 48.046,129.25 48.046,129.25 48.192,128.975 48.192,128.975 48.046))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pinus koraiensis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003874-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmfmhn
title: Occurrence Download

description: A dataset containing 3584149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Undaria pinnatifida, Lindavia intermedia)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLatitude is greater than or equal to -90",
 {
 "not" : {
 "or" : [
 "Issue is Zero coordinate",
 "Issue is Coordinate out of range",
 "Issue is Country coordinate mismatch"
 ]
 }
 }
 ]
}

 The dataset includes 3584149 records from 298 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003869-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17686429
title: DATA
DOI: 10.5281/zenodo.17686430
title: DATA
DOI: 10.15468/dl.r82v9y
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Lemanea",
 "Year 1000-2025"
 ]
}

 The dataset's 2 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003871-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gt3d22
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is CNIN/Tipos Hymenoptera",
 "TaxonKey is one of (Apidae, Halictidae)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003875-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvndjw
title: Occurrence Download

description: A dataset containing 23643 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CNIN/Abejas de México/Apoidea"
 ]
}

 The dataset includes 23643 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003876-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17686445
title: EBNA2 on/off multi-omics data: ChIP-seq, ATAC-seq, RNA-seq, and HiChIP

description: Multi-omics data for EBNA2 on/off conditions including: (1) BigWig files for ATAC-seq (chromatin accessibility), ChIP-seq (CTCF, H3K27ac), and RNA-seq; (2) HiChIP interaction files (H3K27ac-mediated chromatin interactions) with tabix index files for EBV epigenetic research
DOI: 10.15468/dl.829x82
title: Occurrence Download

description: A dataset containing 180502 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is IND.16.5_1"
 ]
}

 The dataset includes 180502 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003872-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjfppu
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((128.975 48.046,129.25 48.046,129.25 48.192,128.975 48.192,128.975 48.046))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 338 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003878-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4ec9x
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elaeagnus mollis"
 ]
}

 The dataset includes 8 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003880-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38k3vz
title: Occurrence Download

description: A dataset containing 180502 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is IND.16.5_1"
 ]
}

 The dataset includes 180502 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003873-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13835955
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.su4k7k
title: Occurrence Download

description: A dataset listing the 710 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is CNIN/Abejas de México/Apoidea"
 ]
}

 The dataset's 710 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003879-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7tpgg
title: Occurrence Download

description: A dataset containing 62781 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((104.92126 32.40822,110.84524 32.40822,110.84524 34.73961,104.92126 34.73961,104.92126 32.40822))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 62781 records from 312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003866-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5j76qt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cypripedium macranthos rebunense"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003883-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fu7twh
title: Occurrence Download

description: A dataset containing 142426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Occurrence evidence)",
 "PublishingCountry is Mexico",
 "TaxonKey is one of (Apidae, Halictidae)"
 ]
}

 The dataset includes 142426 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003881-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9ppjq
title: Occurrence Download

description: A dataset containing 6397 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocodylus moreletii"
 ]
}

 The dataset includes 6397 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003884-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8knnnn
title: Occurrence Download

description: A dataset containing 7008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.31.4_1",
 "Year 2012-2022"
 ]
}

 The dataset includes 7008 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003885-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15797887
title: TimesNet-based real-time forecasting system for F10.7 index using DRAO and Chinese Langfang datasets

description: This repository contains the datasets and experimental code used in our research, as well as documentation for these files, named "TimesNet_F10.7." In this paper, we constructed the DRAO univariate dataset (http://www.celestrak.com/SpaceData/SW-All.txt), DRAO multivariate dataset, Langfang daily-averaged dataset, and Langfang hourly-resolution dataset. The prediction datasets for BGS, CLS, and SWPC are sourced from (https://swe.ssa.esa.int/en/forind-federated).

Folder "1" corresponds to Innovation Point 1, where we developed five deep learning models (TimesNet, iTransformer, PatchTST, N-beats, BiGRU) and a benchmark model ANN for F10.7 forecasting. On the DRAO univariate dataset, we conducted a comparative study of the forecasting performance of these six models.

Folder "2" corresponds to Innovation Point 2, where we studied the impact of different combinations of multivariate features on the performance of the recommended model, TimesNet, using the DRAO multivariate dataset.

Folder "3" corresponds to Innovation Point 3, where, based on univariate feature model (TimesNet-F) and multivariate feature model (TimesNet-FIAC), we developed a real-time forecasting system for F10.7.

Folder "4" corresponds to Innovation Point 4, where we compared the forecasting performance of our models with that of four foreign research institutions (BGS, SWPC, CLS, DRAO) during the same period.

Folder "5" corresponds to Innovation Point 5, where we applied TimesNet-F model to conduct daily-averaged and hourly-resolution forecasting studies for F10.7 index from the L&S telescope in Langfang, China.
DOI: 10.5281/zenodo.17686559
title: TimesNet-based real-time forecasting system for F10.7 index using DRAO and Chinese Langfang datasets

description: This repository contains the datasets and experimental code used in our research, as well as documentation for these files, named "TimesNet_F10.7." In this paper, we constructed the DRAO univariate dataset (http://www.celestrak.com/SpaceData/SW-All.txt), DRAO multivariate dataset, Langfang daily-averaged dataset, and Langfang hourly-resolution dataset. The prediction datasets for BGS, CLS, and SWPC are sourced from (https://swe.ssa.esa.int/en/forind-federated).

Folder "1" corresponds to Innovation Point 1, where we developed five deep learning models (TimesNet, iTransformer, PatchTST, N-beats, BiGRU) and a benchmark model ANN for F10.7 forecasting. On the DRAO univariate dataset, we conducted a comparative study of the forecasting performance of these six models.

Folder "2" corresponds to Innovation Point 2, where we studied the impact of different combinations of multivariate features on the performance of the recommended model, TimesNet, using the DRAO multivariate dataset.

Folder "3" corresponds to Innovation Point 3, where, based on univariate feature model (TimesNet-F) and multivariate feature model (TimesNet-FIAC), we developed a real-time forecasting system for F10.7.

Folder "4" corresponds to Innovation Point 4, where we compared the forecasting performance of our models with that of four foreign research institutions (BGS, SWPC, CLS, DRAO) during the same period.

Folder "5" corresponds to Innovation Point 5, where we applied TimesNet-F model to conduct daily-averaged and hourly-resolution forecasting studies for F10.7 index from the L&S telescope in Langfang, China.
DOI: 10.14457/rmutk.the.2024.16
title: An Investigative Study of the Psychological Well-Being of Chinese University Students Under State Bursary Based in Guangxi China

description: The aim is to find out the current psychological problems of university students under state bursaries (USSB), analyze the causes of the psychological problems of USSB, and solve the psychological problems of USSB. This research used a mixed-methods design, and the questionnaire sample was 360 USSB. The sample of the semi-structured interview was 10, including 2 school staff, 2 counselors, and 6 USSBs. The research instrument mainly includes an online questionnaire and a face-to-face interview. Statistics uses frequency, percentage, ANOVA, and Chi-square. The findings indicate that the six-factor model does not adequately address the current psychological problems of USSB. Through reason analysis, we identify both subjective and objective reasons. Therefore, the following measures are formulated: From an objective point of view, the social environment, school environment, and family environment strengthen the psychological well-being (PWB) education of university students—measures to enhance PWB education for university students from a subjective perspective. First, promote psychological self-acceptance. Second, it enhances personal psychological growth. Third, cultivate psychological autonomy. Fourth, strengthen psychological control. Fifth, enhance the psychological-interpersonal relationship. Sixth, we establish the purpose of life and its pursuit
DOI: 10.15468/dl.mdxj77
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cypripedium macranthos speciosum"
 ]
}

 The dataset includes 103 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003887-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbecv7
title: Occurrence Download

description: A dataset containing 9260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.6.3_1",
 "Year 2012-2022"
 ]
}

 The dataset includes 9260 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003886-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5btv7
title: Occurrence Download

description: A dataset containing 3202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.31.3_1",
 "Year 2012-2022"
 ]
}

 The dataset includes 3202 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003888-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.