cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18273471
title: 3D-STARES: A Dataset for Surgical Tool Detection and Classification in Retinal Eye Surgeries

description: 3D-STARES (3D Surgical Tool Annotation for Retinal Eye Surgeries) is a novel dataset designed to support the development of algorithms for surgical tool detection, classification, and depth estimation in retinal eye surgeries. The dataset contains intraoperative images captured from inside the eye during surgical procedures. It features comprehensive annotations for the specific type of surgical tool used, bounding boxes for the tool tip, and the approximate categorical distance of the tool tip to the retina.

A key innovation of this dataset is the inclusion of the distance to the retinal surface alongside 2D horizontal location. This distinguishes it from previous datasets and enables the effective training of distance estimators. To ensure high-quality ground truth, the data underwent a multi-stage annotation process involving six human annotators, including three surgeons and three non-surgeons, utilizing a majority voting scheme to maximize accuracy.

The authors have also provided preliminary results using state of the art object detection models for tool detection and depth classification to serve as a baseline for future studies. By offering these resources, 3D-STARES aims to facilitate research in computer-assisted interventions and surgical skill assessment, ultimately contributing to improved surgical training and patient outcomes.
DOI: 10.15468/dl.uah5nk
title: Occurrence Download

description: A dataset containing 4595 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -24.552553756517728
 AND decimallatitude &lt;= -20.3845909579754
 AND decimallongitude &gt;= -74.06064323322255
 AND decimallongitude &lt;= -67.49993166964197
 AND GBIF_Within('POLYGON ((-67.499932 -24.552554, -67.499932 -20.384591, -74.060643 -20.384591, -74.060643 -24.552554, -67.499932 -24.552554))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 4595 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017253-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e232461
title: Fathering In Recovery (FIR), United States, 2020-2021

description: This project aimed to better understand associations between substance use and fathering behaviors. Measures include parent efficacy, father identity, executive function, parenting behaviors, and connectedness.
description: <b>Inclusion Criteria:</b><br>At least 18 years oldIdentified as a fatherIdentified as “in recovery”Abstinent from illicit substances for between 1 day and 18 monthsParenting responsibilities for a child between the ages of 3-16Spent at least 2 hours per week with the child they had care giving responsibilities forSpoke EnglishHad access to a device to watch videos on<br><b>Measures administered in the surveys:</b><br>Demographic QuestionnaireService UtilizationReward Responsiveness SubscaleBroad PsychopathologyCurrent Opioid Misuse MeasureChildhood Trauma QuestionnaireFamily Environment Scale - Family Conflict SubscaleIncome, Assistance, and Financial Strain QuestionsParental Warmth and HostilityMedication UseOpioid Craving ScalePhysical FunctionPain IntensityPain InterferenceStrengths and Difficulties QuestionnaireSocial Support Questionnaire - Short FormBroadband Substance Use MeasureEveryday Discrimination Scale<br><b>Waves & Follow-up Times:</b><br>There are 3 waves of data.<br>Wave 1 baseline was administered at day 0.Wave 2 followup_1 was administered approximately at day 56.Wave 3 followup_2 was administered approximately at day 120.<br><b>Observations:</b><br>In total, there are 96 unique participants across all the data files submitted. There are 167 data rows and 829 data variables.
DOI: 10.3886/e232461v1
title: Fathering In Recovery (FIR), United States, 2020-2021

description: This project aimed to better understand associations between substance use and fathering behaviors. Measures include parent efficacy, father identity, executive function, parenting behaviors, and connectedness.
description: <b>Inclusion Criteria:</b><br>At least 18 years oldIdentified as a fatherIdentified as “in recovery”Abstinent from illicit substances for between 1 day and 18 monthsParenting responsibilities for a child between the ages of 3-16Spent at least 2 hours per week with the child they had care giving responsibilities forSpoke EnglishHad access to a device to watch videos on<br><b>Measures administered in the surveys:</b><br>Demographic QuestionnaireService UtilizationReward Responsiveness SubscaleBroad PsychopathologyCurrent Opioid Misuse MeasureChildhood Trauma QuestionnaireFamily Environment Scale - Family Conflict SubscaleIncome, Assistance, and Financial Strain QuestionsParental Warmth and HostilityMedication UseOpioid Craving ScalePhysical FunctionPain IntensityPain InterferenceStrengths and Difficulties QuestionnaireSocial Support Questionnaire - Short FormBroadband Substance Use MeasureEveryday Discrimination Scale<br><b>Waves & Follow-up Times:</b><br>There are 3 waves of data.<br>Wave 1 baseline was administered at day 0.Wave 2 followup_1 was administered approximately at day 56.Wave 3 followup_2 was administered approximately at day 120.<br><b>Observations:</b><br>In total, there are 96 unique participants across all the data files submitted. There are 167 data rows and 829 data variables.
DOI: 10.15468/dl.qm9vdv
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Erbario di Mary Kempster | Mary Kempster's herbarium"
 ]
}

 The dataset includes 234 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017261-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.22166.41284/1
title: European Journal of Agronomy: Elsevier Reviewer Recognition Certificate (2025-2026)
DOI: 10.15468/dl.ggarbh
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Megandrena mentzeliae)"
 ]
}

 The dataset includes 420 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017263-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18510144
title: THE CONCEPT, ESSENCE, AND STAGES OF DEVELOPMENT OF CREATIVE THINKING

description: The article provides a comprehensive analysis of the concept, essence, and developmental stages of creative thinking. In the modern educational paradigm, creative thinking is no longer viewed as an innate talent but as a systematic cognitive skill that can be cultivated. This study explores the psychological and pedagogical foundations of creativity, emphasizing its role in problem-solving and innovation. By analyzing various theoretical models, the author identifies the key phases of creative development, from initial perception to the practical realization of ideas. The findings highlight the importance of creating a conducive environment for fostering creative cognitive processes in students, ensuring their adaptability in a rapidly changing global landscape.
DOI: 10.5281/zenodo.18510145
title: THE CONCEPT, ESSENCE, AND STAGES OF DEVELOPMENT OF CREATIVE THINKING

description: The article provides a comprehensive analysis of the concept, essence, and developmental stages of creative thinking. In the modern educational paradigm, creative thinking is no longer viewed as an innate talent but as a systematic cognitive skill that can be cultivated. This study explores the psychological and pedagogical foundations of creativity, emphasizing its role in problem-solving and innovation. By analyzing various theoretical models, the author identifies the key phases of creative development, from initial perception to the practical realization of ideas. The findings highlight the importance of creating a conducive environment for fostering creative cognitive processes in students, ensuring their adaptability in a rapidly changing global landscape.
DOI: 10.6084/m9.figshare.31282927
title: Data for Wild insects contribute more to the pollination and yield of mango during the induced off-season flowering than exotic honeybees

description: This dataset was compiled to compare the composition, richness and abundance of floral visitors, their effectiveness and contribution to pollination, the limitation of pollen, the quantity and quality of commercial fruits and the incidence of malformed fruits between natural flowering and seasonal flowering in mango (Mangifera indica), during consecutive years. The study was carried out in mango orchards located on the Costa Grande, Guerrero region, southern Mexico.The study also explores the relationship between the abundance of pollinators (honeybees and all wild pollinators) with the yield of commercial fruits.<br>
DOI: 10.6084/m9.figshare.31282927.v1
title: Data for Wild insects contribute more to the pollination and yield of mango during the induced off-season flowering than exotic honeybees

description: This dataset was compiled to compare the composition, richness and abundance of floral visitors, their effectiveness and contribution to pollination, the limitation of pollen, the quantity and quality of commercial fruits and the incidence of malformed fruits between natural flowering and seasonal flowering in mango (Mangifera indica), during consecutive years. The study was carried out in mango orchards located on the Costa Grande, Guerrero region, southern Mexico.The study also explores the relationship between the abundance of pollinators (honeybees and all wild pollinators) with the yield of commercial fruits.<br>
DOI: 10.15468/dl.asntkq
title: Occurrence Download

description: A dataset containing 69432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Fagus grandifolia",
 "Year 1942-2026"
 ]
}

 The dataset includes 69432 records from 223 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017210-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.325rmx
title: Occurrence Download

description: A dataset containing 816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Chiroderma trinitatum, Chiroderma trinitatum trinitatum, Chiroderma trinitatum gorgasi)"
 ]
}

 The dataset includes 816 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017266-260129131611470/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.31285924
title: Census-Tract Weekly Firearm Violence and Contextual Indicators, Washington, DC (2014–2025)

description: This dataset contains weekly counts of gun violence incidents at the census-tract level in Washington, DC, from 2014 through 2025. The data were assembled to support spatiotemporal analyses of firearm violence and its association with neighborhood-level social and environmental conditions.Each record represents a census tract–week observation and includes the number of gun violence incidents along with tract-level demographic, social vulnerability, and built environment indicators. Social context measures include components of the CDC Social Vulnerability Index (SVI), while environmental variables capture features such as land use, transportation, and neighborhood characteristics. Temporal indicators are included to support time-series and epidemic–endemic modeling approaches.Gun violence incident data were aggregated from publicly available administrative sources and spatially joined to census tract boundaries. All variables are provided at the census-tract level; no individual-level or personally identifiable information is included.This dataset is intended for research on spatial epidemiology, urban health, criminology, and policy evaluation. It can be used for time-series modeling, spatial regression, epidemic–endemic models, and other analyses examining the social and environmental determinants of firearm violence.
DOI: 10.6084/m9.figshare.31285924.v1
title: Census-Tract Weekly Firearm Violence and Contextual Indicators, Washington, DC (2014–2025)

description: This dataset contains weekly counts of gun violence incidents at the census-tract level in Washington, DC, from 2014 through 2025. The data were assembled to support spatiotemporal analyses of firearm violence and its association with neighborhood-level social and environmental conditions.Each record represents a census tract–week observation and includes the number of gun violence incidents along with tract-level demographic, social vulnerability, and built environment indicators. Social context measures include components of the CDC Social Vulnerability Index (SVI), while environmental variables capture features such as land use, transportation, and neighborhood characteristics. Temporal indicators are included to support time-series and epidemic–endemic modeling approaches.Gun violence incident data were aggregated from publicly available administrative sources and spatially joined to census tract boundaries. All variables are provided at the census-tract level; no individual-level or personally identifiable information is included.This dataset is intended for research on spatial epidemiology, urban health, criminology, and policy evaluation. It can be used for time-series modeling, spatial regression, epidemic–endemic models, and other analyses examining the social and environmental determinants of firearm violence.
DOI: 10.15468/dl.srdrb2
title: Occurrence Download

description: A dataset containing 69255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Acer negundo",
 "Year 1940-2026"
 ]
}

 The dataset includes 69255 records from 284 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017228-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ka6xa4
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea hochstetteri",
 "HasCoordinate is true"
 ]
}

 The dataset includes 173 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017268-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcq7rn
title: Occurrence Download

description: A dataset containing 1118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Enchisthenes hartii"
 ]
}

 The dataset includes 1118 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017267-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8zxyf
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Monitoreo del periquito aliamarillo (Pyrrhura calliptera) en el Parque Nacional Natural Chingaza"
 ]
}

 The dataset includes 150 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017269-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57761/g33d-dy59
title: MarketScan Dental (2025 Version)

description: THE DATA ON THIS PAGE SHOULD NOW ONLY BE USED TO FINISH UP EXISTING PROJECTS. NO NEW PROJECTS SHOULD BE STARTED WITH THIS COPY OF THE DATA.

The MarketScan Dental Database is a standalone product that corresponds with and is linkable to a given year and version of the IBM MarketScan Commercial Claims and Encounters Database and the MarketScan Medicare Supplemental and Coordination of Benefits Database. Currently, data is available for the years: 2005 - 2023.
In order to view the MarketScan Dental user guide or data dictionary, you must have data access to this dataset.
description: In addition to what's on this page, we also have:

- The [MarketScan Commercial Database](<https://redivis.com/datasets/96hs-egqe74693>)
- The [MarketScan Medicare Supplemental Database](<https://redivis.com/datasets/jv2x-25dm36err>)
- The [MarketScan Benefit Plan Design data](<https://redivis.com/datasets/e2kz-4jjd2hqsa>)

<!-- -->

- [MarketScan Redbook](<https://redivis.com/datasets/c6pg-fy1d3xy1a>) (The MarketScan Code Reference Book)

<!-- -->



**Starting in 2026, there will be a data access fee for using the full dataset **(though the 1% sample will remain free to use). The pricing structure and other **relevant information can be found in this **[**FAQ Sheet**](<https://docs.google.com/document/d/16cnpAMcrEKsiAO3QOQC0oNQONGIagt2TTodnXSHeu-I/edit?usp=sharing>).


description: #Before Manuscript Submission  
**All manuscripts** (and other items you'd like to publish) **must be submitted to**

**support@stanfordphs.freshdesk.com** for approval prior to journal submission.



We will check your cell sizes and citations.

For more information about how to cite PHS and PHS datasets, please visit:

https:/phsdocs.developerhub.io/need-help/citing-phs-data-core
DOI: 10.57761/qvkf-fj53
title: MarketScan Dental (2025 Version)

description: THE DATA ON THIS PAGE SHOULD NOW ONLY BE USED TO FINISH UP EXISTING PROJECTS. NO NEW PROJECTS SHOULD BE STARTED WITH THIS COPY OF THE DATA.

The MarketScan Dental Database is a standalone product that corresponds with and is linkable to a given year and version of the IBM MarketScan Commercial Claims and Encounters Database and the MarketScan Medicare Supplemental and Coordination of Benefits Database. Currently, data is available for the years: 2005 - 2023.
In order to view the MarketScan Dental user guide or data dictionary, you must have data access to this dataset.
description: In addition to what's on this page, we also have:

- The [MarketScan Commercial Database](<https://redivis.com/datasets/96hs-egqe74693>)
- The [MarketScan Medicare Supplemental Database](<https://redivis.com/datasets/jv2x-25dm36err>)
- The [MarketScan Benefit Plan Design data](<https://redivis.com/datasets/e2kz-4jjd2hqsa>)

<!-- -->

- [MarketScan Redbook](<https://redivis.com/datasets/c6pg-fy1d3xy1a>) (The MarketScan Code Reference Book)

<!-- -->



**Starting in 2026, there will be a data access fee for using the full dataset **(though the 1% sample will remain free to use). The pricing structure and other **relevant information can be found in this **[**FAQ Sheet**](<https://docs.google.com/document/d/16cnpAMcrEKsiAO3QOQC0oNQONGIagt2TTodnXSHeu-I/edit?usp=sharing>).


description: #Before Manuscript Submission  
**All manuscripts** (and other items you'd like to publish) **must be submitted to**

**support@stanfordphs.freshdesk.com** for approval prior to journal submission.



We will check your cell sizes and citations.

For more information about how to cite PHS and PHS datasets, please visit:

https:/phsdocs.developerhub.io/need-help/citing-phs-data-core
DOI: 10.57761/cgx9-w697
title: MarketScan Benefit Plan Design

description: THE DATA ON THIS PAGE SHOULD NOW ONLY BE USED TO FINISH UP EXISTING PROJECTS. NO NEW PROJECTS SHOULD BE STARTED WITH THIS COPY OF THE DATA.

The MarketScan Benefit Plan Design Database represents the benefit plans for large employers whose claims data comprise portions of the MarketScan Commercial Claims and Encounters Database. Currently, data is available for 2013 - 2023.

Starting in 2026, there will be a data access fee for using the full dataset. Please refer to the 'Usage Notes' section of this page for more information.
description: In addition to what's on this page, we also have:

- The [MarketScan Commercial Database](<https://redivis.com/datasets/96hs-egqe74693>)
- The [MarketScan Medicare Supplemental Database](<https://redivis.com/datasets/jv2x-25dm36err>)
- The [MarketScan Dental Database](<https://redivis.com/datasets/8nrg-00z8j0b47>)

<!-- -->

- [MarketScan Redbook](<https://redivis.com/datasets/c6pg-fy1d3xy1a>) (The MarketScan Code Reference Book)

<!-- -->



**Starting in 2026, there will be a data access fee for using the full dataset **

(though the 1% sample will remain free to use). The pricing structure and other

**relevant information can be found in this **[**FAQ Sheet**](<https://docs.google.com/document/d/16cnpAMcrEKsiAO3QOQC0oNQONGIagt2TTodnXSHeu-I/edit?usp=sharing>).


description: #Before Manuscript Submission  
**All manuscripts** (and other items you'd like to publish) **must be submitted to**

**support@stanfordphs.freshdesk.com** for approval prior to journal submission.

We will check your cell sizes and citations.

For more information about how to cite PHS and PHS datasets, please visit:

https:/phsdocs.developerhub.io/need-help/citing-phs-data-core
DOI: 10.57761/h993-xc31
title: MarketScan Benefit Plan Design

description: THE DATA ON THIS PAGE SHOULD NOW ONLY BE USED TO FINISH UP EXISTING PROJECTS. NO NEW PROJECTS SHOULD BE STARTED WITH THIS COPY OF THE DATA.

The MarketScan Benefit Plan Design Database represents the benefit plans for large employers whose claims data comprise portions of the MarketScan Commercial Claims and Encounters Database. Currently, data is available for 2013 - 2023.

Starting in 2026, there will be a data access fee for using the full dataset. Please refer to the 'Usage Notes' section of this page for more information.
description: In addition to what's on this page, we also have:

- The [MarketScan Commercial Database](<https://redivis.com/datasets/96hs-egqe74693>)
- The [MarketScan Medicare Supplemental Database](<https://redivis.com/datasets/jv2x-25dm36err>)
- The [MarketScan Dental Database](<https://redivis.com/datasets/8nrg-00z8j0b47>)

<!-- -->

- [MarketScan Redbook](<https://redivis.com/datasets/c6pg-fy1d3xy1a>) (The MarketScan Code Reference Book)

<!-- -->



**Starting in 2026, there will be a data access fee for using the full dataset **

(though the 1% sample will remain free to use). The pricing structure and other

**relevant information can be found in this **[**FAQ Sheet**](<https://docs.google.com/document/d/16cnpAMcrEKsiAO3QOQC0oNQONGIagt2TTodnXSHeu-I/edit?usp=sharing>).


description: #Before Manuscript Submission  
**All manuscripts** (and other items you'd like to publish) **must be submitted to**

**support@stanfordphs.freshdesk.com** for approval prior to journal submission.

We will check your cell sizes and citations.

For more information about how to cite PHS and PHS datasets, please visit:

https:/phsdocs.developerhub.io/need-help/citing-phs-data-core