cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7pn3gr
title: Occurrence Download

description: A dataset containing 69556 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea DC."
 ]
}

 The dataset includes 69556 records from 342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060380-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyvsj8
title: Occurrence Download

description: A dataset containing 1017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Gymnocanthus tricuspis (Reinhardt, 1830)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1017 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060858-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnj4sp
title: Occurrence Download

description: A dataset containing 15324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anabacerthia striaticollis Lafresnaye, 1841"
 ]
}

 The dataset includes 15324 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0334370-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25392/leicester.data.25872304
title: Midterm interviews

description: The Positive Adaptation to Compound Risk project was funded by the British Academy’s Humanities and Social Sciences Tackling Global Challenges scheme. The goal of the project was to contribute to our understanding of which resilience-enabling factors impact depression outcomes differentially (that is, have greater or lesser protective value) for young people at lower and higher levels of risk exposure, or how consistent these factors might be over time. The project engaged with 57 young people aged 18-26 living in eMbalenhle, South Africa. Each participant contributed 10 weeks of digital diary entries between July and November 2021, and was interviewed 3 times (June 2021, December 2021, June 2022). This resource comprises midterm interview transcripts (December 2021) for both Higher and Lower Risk groups.
DOI: 10.25392/leicester.data.25872304.v2
title: Midterm interviews

description: The Positive Adaptation to Compound Risk project was funded by the British Academy’s Humanities and Social Sciences Tackling Global Challenges scheme. The goal of the project was to contribute to our understanding of which resilience-enabling factors impact depression outcomes differentially (that is, have greater or lesser protective value) for young people at lower and higher levels of risk exposure, or how consistent these factors might be over time. The project engaged with 57 young people aged 18-26 living in eMbalenhle, South Africa. Each participant contributed 10 weeks of digital diary entries between July and November 2021, and was interviewed 3 times (June 2021, December 2021, June 2022). This resource comprises midterm interview transcripts (December 2021) for both Higher and Lower Risk groups.
DOI: 10.15468/dl.c953zq
title: Occurrence Download

description: A dataset containing 785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Elapognathus Boulenger, 1896",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 785 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075943-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25392/leicester.data.25872304.v1
title: Midterm interviews

description: The Positive Adaptation to Compound Risk project was funded by the British Academy’s Humanities and Social Sciences Tackling Global Challenges scheme. The goal of the project was to contribute to our understanding of which resilience-enabling factors impact depression outcomes differentially (that is, have greater or lesser protective value) for young people at lower and higher levels of risk exposure, or how consistent these factors might be over time. The project engaged with 57 young people aged 18-26 living in eMbalenhle, South Africa. Each participant contributed 10 weeks of digital diary entries between July and November 2021, and was interviewed 3 times (June 2021, December 2021, June 2022). This resource comprises midterm interview transcripts (December 2021) for both Higher and Lower Risk groups.
DOI: 10.15468/dl.c3bde4
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrops venezuelensis Sandner-Montilla, 1952"
 ]
}

 The dataset includes 110 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012438-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfmpj9
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aculus magnirostris (Nalepa, 1892)"
 ]
}

 The dataset includes 173 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075935-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k98h6a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathyclarias longibarbis (Worthington, 1933)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((46.8009 -14.7158,46.1382 -15.1614,46.1382 -15.9401,50.8081 -15.9401,50.9712 -15.4415,50.3203 -12.5851,49.5255 -11.523,49.0875 -11.4772,48.2794 -11.911,48.1654 -12.5557,47.3945 -13.3102,47.2457 -14.0495,46.8009 -14.7158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056262-250525065834625/datasets/export for details.
DOI: 10.17028/rd.lboro.29364410
title: Supplementary information files for "Muscle deoxygenation responses are similar between repeated sprints in hypoxia performed with uni‐ versus bi‐lateral knee extensions but reduced compared to cycling"

description: Supplementary files for article "Muscle deoxygenation responses are similar between repeated sprints in hypoxia performed with uni‐ versus bi‐lateral knee extensions but reduced compared to cycling"<br><br>The aim of this study was to assess the effects of oxygen availability (normoxia vs. hypoxia), muscle mass and exercise type on pulse oxygen saturation, and quadriceps muscle oxygenation during repeated sprint exercises. Sixteen healthy participants completed 5 x 12 s sprints (21 s rest). This sprint-like exercise was performed under two environmental conditions (normoxia: FiO2 = 21%; systemic hypoxia: FiO2 = 13%) and for three exercise modalities: unilateral knee extensions (KE) involving the right leg extensors (UNI), bilateral KE involving both legs extensors (BIL), and bilateral leg cycling (CYC). Measurements included power output, pulse oxygen saturation (SpO2), and vastus lateralis oxygenation (delta in tissue saturation index; ΔTSI). In hypoxia, a similar minimal SpO2 was reported in UNI and BIL but SpO2 was lower in CYC (p = 0.047 and p = 0.021). ΔTSI during sprints and recoveries were similar in UNI and BIL but greater in CYC (p &lt; 0.001) and in normoxia compared to hypoxia (main condition effect; p = 0.002). The power output was lower during KE exercises than during cycling, and no effect of hypoxia has been reported. The main results of this study indicate that unilateral and bilateral KE at high intensity induce comparable pulse and local muscular desaturation in hypoxia, and that these alterations are exacerbated during cycling.<br><br>©The Authors, CC BY-NC-ND 4.0
DOI: 10.17028/rd.lboro.29364410.v1
title: Supplementary information files for "Muscle deoxygenation responses are similar between repeated sprints in hypoxia performed with uni‐ versus bi‐lateral knee extensions but reduced compared to cycling"

description: Supplementary files for article "Muscle deoxygenation responses are similar between repeated sprints in hypoxia performed with uni‐ versus bi‐lateral knee extensions but reduced compared to cycling"<br><br>The aim of this study was to assess the effects of oxygen availability (normoxia vs. hypoxia), muscle mass and exercise type on pulse oxygen saturation, and quadriceps muscle oxygenation during repeated sprint exercises. Sixteen healthy participants completed 5 x 12 s sprints (21 s rest). This sprint-like exercise was performed under two environmental conditions (normoxia: FiO2 = 21%; systemic hypoxia: FiO2 = 13%) and for three exercise modalities: unilateral knee extensions (KE) involving the right leg extensors (UNI), bilateral KE involving both legs extensors (BIL), and bilateral leg cycling (CYC). Measurements included power output, pulse oxygen saturation (SpO2), and vastus lateralis oxygenation (delta in tissue saturation index; ΔTSI). In hypoxia, a similar minimal SpO2 was reported in UNI and BIL but SpO2 was lower in CYC (p = 0.047 and p = 0.021). ΔTSI during sprints and recoveries were similar in UNI and BIL but greater in CYC (p &lt; 0.001) and in normoxia compared to hypoxia (main condition effect; p = 0.002). The power output was lower during KE exercises than during cycling, and no effect of hypoxia has been reported. The main results of this study indicate that unilateral and bilateral KE at high intensity induce comparable pulse and local muscular desaturation in hypoxia, and that these alterations are exacerbated during cycling.<br><br>©The Authors, CC BY-NC-ND 4.0
DOI: 10.15468/dl.esbp4p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachysira F.T.Kützing, 1836",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056263-250525065834625/datasets/export for details.
DOI: 10.25340/r4/f6myez
title: Related Data for: Peer feedback feature analysis with large language models: An exploratory study

description: Peer feedback is a pedagogical strategy for peer learning. Despite recent indications of Large Language Models (LLMs) ' potential for content analysis, there is limited empirical exploration of their application in supporting the peer feedback process. This study enhances the analytical approach to peer feedback activities by employing state-of-the-art LLMs for automated peer feedback feature detection. This research critically compares three models—GPT-3.5 Turbo, Gemini 1.0 Pro, and Claude 3 Sonnet—to evaluate their effectiveness in automated peer feedback feature detection. The study involved 69 engineering students from a Singapore university participating in peer feedback activities on the online platform Miro. A total of 535 peer feedback instances were collected and human-coded for eleven features, resulting in a dataset of 5,885 labeled samples. These features included various cognitive and affective dimensions, elaboration, and specificity. The results indicate that GPT-3.5 Turbo is the most effective model, offering the best combination of performance and cost-effectiveness. Gemini 1.0 Pro also presents a viable option with its higher throughput and larger context window, making it particularly suitable for educational contexts with smaller sample sizes. Conversely, Claude 3 Sonnet, despite its larger context window, is less competitive due to higher costs and lower performance, and its lack of support for training and fine-tuning with researchers' data weakens its learning capabilities. This research contributes to the fields of AI in education and peer feedback by exploring the use of LLMs for automated analysis. It highlights the feasibility of employing and fine-tuning existing LLMs to support pedagogical design and evaluations from a process-oriented perspective.
DOI: 10.15468/dl.f2ruhn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathyclarias longibarbis (Worthington, 1933)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((54.0789 -15.6465,54.0525 -15.9401,54.9903 -15.9401,54.9893 -15.6985,54.6906 -15.4224,54.2949 -15.439,54.0789 -15.6465))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056265-250525065834625/datasets/export for details.
DOI: 10.25340/r4/ll3apy
title: Related Data for: Hands-on consensus building: Leveraging deep learning models to unveil hand gestures in consensus-building discourses

description: From the lens of embodied cognition, hand gestures emerge as vital embodiments facilitating shared meaning-making among learners in collaborative learning. Despite this recognition, the specific role of hand employment in various consensus-building discourses remains elusive, and there is a lack of quantitative evidence of hand employment in authentic classrooms. This study delves into the nuanced application of embodied cognition through hands across distinct consensus-building scenarios—quick, integration-oriented, and conflict-oriented consensus-building discourses. Forty engineering students from a Singapore university collaborated in dyads to solve design problems in a face-to-face computer-supported collaborative learning environment. Their collaboration process was video recorded. A deep learning-based model was applied to quantify students’ hand movement. The different kinds of individual and collaborative hand gestures were analyzed. The results found a significantly larger quantity and more balanced quantity of hand gesture employment during conflict-oriented consensus-building discourse than other consensus-building discourses. Students most often applied depictive gestures and idea alternations to demonstrate their understanding and build on each other’s ideas. This study quantitatively explores how hand gestures contribute to consensus-building in collaborative learning, corroborating existing qualitative research. It suggests that incorporating hand gestures in classrooms may enhance students’ thought processes and foster shared understanding.
DOI: 10.5281/zenodo.14355257
title: Visual WetlandBirds Dataset: Bird Species Identification and Behaviour Recognition in Videos

description: Fine-grained spatio-temporal dataset specifically designed for bird behavior detection and species classification. The acquisition of the data was conducted within Alicante wetlands, specifically within the wetlands of La Mata Natural Park and El Hondo Natural Park (sutheastern Spain). This dataset was collected as part of the contributions to the CHAN-TWIN project. Only the annotations are available in the first release of the dataset, we are working to release the full set of videos soon.

The dataset is composed by the next items:





bounding_boxes.csv: Annotations from each of the frames composing the videos of the dataset. These annotations are given in CSV format, where the last field corresponds to the different bounding boxes that appear in each frame. The bounding boxes are tuples composed of 6 fields, following the next structure: [(X_max,Y_max,X_min,Y_min,Behavior_id,Bird_id)]. As different birds can appear in one frame, each of them is assigned with an ID, which is indicated with the field Bird_id of the previously mentioned tuple. 


crops.csv: Annotations extracted from bounding_boxes.csv adapted to ease the implementation of the bird behavior recognition task.



behaviors_ID.csv: This file contains a mapping of the seven behavior classes that make up the data set and their numeric identifiers.




species_ID.csv: This file contains the numerical identifiers associated with each bird species.


videos: This folder contains the videos that compose the dataset.


Within this dataset 13 different bird species are identified. These species are the next: White Wagtail, Glossy Ibis, Squacco Heron, Black-winged Stilt, Yellow-legged Gull, Common Gallinule, Black-headed Gull, Eurasian Coot, Little Ringed Plover, Eurasian Moorhen, Eurasian Magpie, Gadwall, Mallard and Northern Shoveler.
DOI: 10.5281/zenodo.15696105
title: Visual WetlandBirds Dataset: Bird Species Identification and Behaviour Recognition in Videos

description: Fine-grained spatio-temporal dataset specifically designed for bird behavior detection and species classification. The acquisition of the data was conducted within Alicante wetlands, specifically within the wetlands of La Mata Natural Park and El Hondo Natural Park (sutheastern Spain). This dataset was collected as part of the contributions to the CHAN-TWIN project. Only the annotations are available in the first release of the dataset, we are working to release the full set of videos soon.

The dataset is composed by the next items:





bounding_boxes.csv: Annotations from each of the frames composing the videos of the dataset. These annotations are given in CSV format, where the last field corresponds to the different bounding boxes that appear in each frame. The bounding boxes are tuples composed of 6 fields, following the next structure: [(X_max,Y_max,X_min,Y_min,Behavior_id,Bird_id)]. As different birds can appear in one frame, each of them is assigned with an ID, which is indicated with the field Bird_id of the previously mentioned tuple. 


crops.csv: Annotations extracted from bounding_boxes.csv adapted to ease the implementation of the bird behavior recognition task.



behaviors_ID.csv: This file contains a mapping of the seven behavior classes that make up the data set and their numeric identifiers.




species_ID.csv: This file contains the numerical identifiers associated with each bird species.


videos: This folder contains the videos that compose the dataset.


Within this dataset 13 different bird species are identified. These species are the next: White Wagtail, Glossy Ibis, Squacco Heron, Black-winged Stilt, Yellow-legged Gull, Common Gallinule, Black-headed Gull, Eurasian Coot, Little Ringed Plover, Eurasian Moorhen, Eurasian Magpie, Gadwall, Mallard and Northern Shoveler.
DOI: 10.15468/dl.ygg7w9
title: Occurrence Download

description: A dataset containing 179131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GbifRegion is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EN, CR, VU)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 1990-2025"
 ]
}

 The dataset includes 179131 records from 411 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056254-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29364428
title: DAGNet: A Dual-Stage Attention and Guided Diffusion Network for Occluded Object Detection

description: DAGNet: A Dual-Stage Attention and Guided Diffusion Network for Occluded Object Detection
DOI: 10.6084/m9.figshare.29364428.v1
title: DAGNet: A Dual-Stage Attention and Guided Diffusion Network for Occluded Object Detection

description: DAGNet: A Dual-Stage Attention and Guided Diffusion Network for Occluded Object Detection
DOI: 10.15468/dl.97v25p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachysira F.T.Kützing, 1836",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056266-250525065834625/datasets/export for details.
DOI: 10.15468/dl.4cn2qa
title: Occurrence Download

description: A dataset containing 4515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is one of (VNM.14_1, VNM.14.3_1)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4515 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056267-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvv832
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathyclarias longibarbis (Worthington, 1933)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((46.8392 -11.8033,47.0739 -12.037,47.4888 -12.0535,47.8142 -11.7664,47.8606 -11.3694,47.5422 -11.0403,47.0944 -11.1109,46.8389 -11.3512,46.8392 -11.8033))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056268-250525065834625/datasets/export for details.
DOI: 10.15468/dl.zebf4x
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Hong Kong, China)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Abirus fortuneii (Baly, 1861)"
 ]
}

 The dataset includes 90 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056269-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7rue4
title: Occurrence Download

description: A dataset containing 1148071 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carduelis chloris (Linnaeus, 1758)"
 ]
}

 The dataset includes 1148071 records from 2408 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056257-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.