cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.j27mfn
title: Occurrence Download

description: A dataset containing 162969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is December",
 "TaxonKey is Poecile atricapillus (Linnaeus, 1766)",
 "Year is 2023"
 ]
}

 The dataset includes 162969 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023174-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xyk6nb
title: Occurrence Download

description: A dataset containing 1731 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Codonopsis pilosula (Franch.) Nannf."
 ]
}

 The dataset includes 1731 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023240-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14840029
title: unimpeded: Nlcdm bao.sdss_dr16+des_y1.joint

description: cosmological model:Nlcdm, dataset:bao.sdss_dr16+des_y1.joint
DOI: 10.5281/zenodo.14840030
title: unimpeded: Nlcdm bao.sdss_dr16+des_y1.joint

description: cosmological model:Nlcdm, dataset:bao.sdss_dr16+des_y1.joint
DOI: 10.15468/dl.bz7hmk
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jorunna osae Camacho-García & Gosliner, 2008"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023241-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xaj24
title: Occurrence Download

description: A dataset containing 1738 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Codonopsis pilosula (Franch.) Nannf."
 ]
}

 The dataset includes 1738 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023238-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxuz7m
title: Occurrence Download

description: A dataset containing 20702 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Puntos de presencia en Baja California (Herps)"
 ]
}

 The dataset includes 20702 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023244-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z93bep
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gastrolobium leakeanum J.Drumm."
 ]
}

 The dataset includes 146 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023239-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bn39u
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((6.02131 -11.62711,168.23481 -11.62711,168.23481 53.25829,6.02131 53.25829,6.02131 -11.62711))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taraxacum mongolicum Hand.-Mazz.",
 "Year 2000-2025"
 ]
}

 The dataset includes 144 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023207-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pf5ky
title: Occurrence Download

description: A dataset containing 966216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is June",
 "OccurrenceStatus is Present",
 "TaxonKey is Picidae",
 "Year 2015-2018"
 ]
}

 The dataset includes 966216 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023193-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7qv7u
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnolia rostrata W.W.Sm."
 ]
}

 The dataset includes 136 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023245-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cncucm
title: Occurrence Download

description: A dataset containing 838 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia georginae F.M.Bailey"
 ]
}

 The dataset includes 838 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023248-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdm8ft
title: Occurrence Download

description: A dataset containing 2025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Inia geoffrensis (Blainville, 1817)"
 ]
}

 The dataset includes 2025 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023249-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6jd59
title: Occurrence Download

description: A dataset containing 670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Herpailurus yagouaroundi (É.Geoffroy Saint-Hilaire, 1803)"
 ]
}

 The dataset includes 670 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023251-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkq8k5
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panax ginseng C.A.Mey."
 ]
}

 The dataset includes 389 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023253-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwcgna
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Paradoris lopezi Hermosillo & Á.Valdés, 2004"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023252-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/5w0z-7y48
title: Wall Security Dataset(Videos)

description: Smart Home Automation (SHA) has significantly improved homes’ convenience, comfort, security, and safety. It has gained widespread use due to its intelligent monitoring and quick response capabilities. The current state of SHA enables effective monitoring and motion detection. However, false notifications remain a significant challenge, as they can cause unnecessary alarms in intrusion detection systems. To address this, we propose an intelligent model for a smart home security system that uses computer vision techniques to detect trespasser movement near the boundary wall. We employ a Convolutional Long-Short-Term Memory (ConvLSTM) deep learning model to process a sequence of input video frames captured by a vision sensor (camera) positioned to monitor the boundary wall. The model extracts feature from the frames using convolutional layers and learns temporal dependencies between consecutive frames using LSTM cells. Upon detecting suspicious activity, the system immediately alerts the homeowner. To support this, we developed a large-scale dataset with various environmental conditions and scenarios, such as morning, afternoon, and night, focusing on wall crossing and intrusion detection. The dataset consists of 456 videos, with each class (normal and wall crossing) containing 228 videos. In computer vision, datasets are crucial for object detection. To the best of our knowledge, no publicly available dataset exists for wall crossing and intrusion detection at an early stage. Therefore, we took the initiative to fill this gap. We trained the ConvLSTM model using our developed data set to achieve optimal results. The proposed model is compared with other Convolutional Neural Network (CNN) models highlighted in the results section. The proposed model is discussed with other existing convolutional neural network models, as shown in the paper’s result section. The proposed model achieved 95% validation and 97% test accuracy, significantly surpassing the other pre-trained models.
DOI: 10.25413/sun.9491429
title: Minimization of Childhood Maltreatment Is Common and Consequential: Results from a Large, Multinational Sample Using the Childhood Trauma Questionnaire

description: Childhood maltreatment has diverse, lifelong impact on morbidity and mortality. The Childhood Trauma Questionnaire (CTQ) is one of the most commonly used scales to assess and quantify these experiences and their impact. Curiously, despite very widespread use of the CTQ, scores on its Minimization-Denial (MD) subscale—originally designed to assess a positive response bias—are rarely reported. Hence, little is known about this measure. If response biases are either common or consequential, current practices of ignoring the MD scale deserve revision. Therewith, we designed a study to investigate 3 aspects of minimization, as defined by the CTQ’s MD scale: 1) its prevalence; 2) its latent structure; and finally 3) whether minimization moderates the CTQ’s discriminative validity in terms of distinguishing between psychiatric patients and community volunteers. Archival, item-level CTQ data from 24 multinational samples were combined for a total of 19,652 participants. Analyses indicated: 1) minimization is common; 2) minimization functions as a continuous construct; and 3) high MD scores attenuate the ability of the CTQ to distinguish between psychiatric patients and community volunteers. Overall, results suggest that a minimizing response bias—as detected by the MD subscale—has a small but significant moderating effect on the CTQ’s discriminative validity. Results also may suggest that some prior analyses of maltreatment rates or the effects of early maltreatment that have used the CTQ may have underestimated its incidence and impact. We caution researchers and clinicians about the widespread practice of using the CTQ without the MD or collecting MD data but failing to assess and control for its effects on outcomes or dependent variables.
DOI: 10.15468/dl.mhmt37
title: Occurrence Download

description: A dataset containing 163379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi",
 "Year 2000-2025"
 ]
}

 The dataset includes 163379 records from 492 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023215-250127130748423/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.28342001.v5
title: <b>Educational audiology service delivery in </b><b>South Africa: </b><b>Perceptions, practices and challenges of audiologists</b>

description: <b>Aim: </b>Educational Audiology (EA) is a relatively specialised field within audiology where audiologists play a crucial role in providing audiological services to school-aged learners with hearing loss. Audiologists in EA face numerous challenges, particularly in South Africa, where there is limited evidence regarding the provision of audiological services beyond hearing screening. As there is a limited number of trained professionals to provide EA services, audiologists cannot limit themselves to only providing services in a clinical setting. This study aimed to explore the perceptions and practices of South African audiologists in EA service delivery and the specific challenges they encounter.<b>Materials and methods: </b>This cross-sectional study investigated the perceptions and practices of 64 audiologists registered with the Health Professions Council of South Africa (HPCSA) regarding EA service delivery. In the first phase, quantitative and qualitative data were collected through an online survey. In the second phase, a focus group discussion with four audiologists provided deeper insights into the emerging themes. Descriptive statistics and reflexive thematic analysis were used to analyse the data.<b>Results: </b>Key roles identified for educational audiologists included serving as instructional team members, service coordinators, and consultants, with primary responsibilities in rehabilitation, device maintenance, and identifying hearing loss. A positive correlation (p0.001) was observed between the frequency of EA service provision and self-reported competency. EA services were predominantly offered in specialised educational settings, with challenges including language and cultural barriers, limited resources, financial constraints, and disengaged parents. Participants highlighted the need for increased training opportunities in EA within South Africa.<b>Conclusion: </b>There is a perceived deficit of information regarding the roles and responsibilities of the educational audiologist in South Africa. It is crucial for audiologists to fully understand their roles and responsibilities in managing school-aged learners with hearing loss. Specifically, audiologists in private clinical practice must extend their responsibilities beyond the initial fitting of hearing aids to include comprehensive support for these school-aged learners with hearing loss, by providing information to the parents and teachers of these learners. This study underscores the need for the development of structured guidelines for delivering EA services in South Africa, as well as for enhancing learning opportunities within the field. Such measures could increase awareness of EA and positively impact service delivery in South Africa.
DOI: 10.15468/dl.fhuny8
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Catasetum integerrimum Hook."
 ]
}

 The dataset includes 200 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023263-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xz5gzs
title: Occurrence Download

description: A dataset containing 676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.5.19_1",
 "IucnRedListCategory is CR",
 "OccurrenceStatus is Present",
 "Year 1974-2024"
 ]
}

 The dataset includes 676 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023258-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpvzjz
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tetraogallus altaicus (Gebler, 1836)"
 ]
}

 The dataset includes 312 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023256-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwgkuj
title: Occurrence Download

description: A dataset containing 2400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.3_1",
 "TaxonKey is Coleonyx variegatus (Baird, 1858)"
 ]
}

 The dataset includes 2400 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023262-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyd36p
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-72.47864 2.56619,-72.60855 2.61042,-72.64724 2.61318,-72.69976 2.61318,-72.72464 2.58001,-72.74842 2.61532,-72.81157 2.65279,-72.84625 2.58554,-72.9347 2.56343,-72.93359 2.49223,-73.01762 2.41417,-72.97893 2.33954,-72.802 2.28111,-72.697 2.32296,-72.37913 2.35613,-72.47864 2.56619))",
 "OccurrenceStatus is Present",
 "TaxonKey is Podocnemis unifilis Troschel, 1848",
 "Year 2014-2024"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023254-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nvncb
title: Occurrence Download

description: A dataset containing 6836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 6836 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023261-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93htd9
title: Occurrence Download

description: A dataset containing 374580 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ciconia nigra (Linnaeus, 1758)"
 ]
}

 The dataset includes 374580 records from 1058 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023224-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/d2eq-3e41
title: Demonstrating Data-to-Knowledge Pipelines for Connecting Production Sites in the World Wide Lab: Trajectory Data and Benchmark Models

description: These are the trajectory data created as part of the Demonstrating Data-to-Knowledge Pipelines for Connecting Production Sites in the World Wide Lab Project: https://s.fhg.de/gorissen-2025a.One csv file is one trajectory. For implementation details, check the project website for the code repository link. In the folder test you can find data used for model evaluation or testing. Metadata must be derived from the metadata_dump_test.json. In the folder train you can find data used for model training and cross validation. Here, the data is split into subfolder representing the instance that created the data. Further, metadata must be derived from the metadata_dump_train.json.f2e72889-c140-4397-809f-fba1b892f17a: LLTc9ff52e1-1733-4829-a209-ebd1586a8697: ITA2e60a671-dcc3-4a36-9734-a239c899b57d: WZL The files metadata_dump_*.json provide a complete metadata dump for each folder, as metadata is stored in a FileObject on coscine, rather than as a file. That is to say, these files are generated for publication completeness. These are the benchmark models created as part of the Demonstrating Data-to-Knowledge Pipelines for Connecting Production Sites in the World Wide Lab Project: https://s.fhg.de/gorissen-2025a. Models are Tensorflow Models. For implementation details, check the project website for the code repository link. In the folder pre-trained you can find both the foundation and instance specific used for transfer learning approaches in the benchmark, as well as associated hyperparameters.
DOI: 10.15468/dl.t9wtn4
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Sweden",
 "Year 1000-1908",
 "TaxonKey is Mustela erminea Linnaeus, 1758"
 ]
}

 The dataset includes 53 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004642-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdtjwk
title: Occurrence Download

description: A dataset containing 812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ireland",
 "TaxonKey is Lutra Brisson, 1762",
 "Year 2013-2023"
 ]
}

 The dataset includes 812 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029708-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ya8mne
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lophura nycthemera (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((73 -21,73 48,180 48,180 -21,73 -21))"
 ]
}

 The dataset includes 352 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004643-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jt645w
title: Occurrence Download

description: A dataset containing 554954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perdix perdix (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 554954 records from 1583 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009369-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1llyxd
title: Occurrence Download

description: A dataset containing 4855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiroptera",
 "Geometry POLYGON((-99.442749 19.139978,-99.442749 18.338883,-98.624267 18.338883,-98.624267 19.139978,-99.442749 19.139978))"
 ]
}

 The dataset includes 4855 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004643-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.