cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rg64vk8tsz.1
title: Predicting Macrolide Resistance in Pediatric Mycoplasma pneumoniae Pneumonia: A Machine Learning Modeling Study

description: This is the first externally validated machine learning model to accurately predict macrolide resistance in children with Mycoplasma pneumoniae pneumonia, establishing a data-driven approach to guide personalized antibiotic therapy.
DOI: 10.15468/dl.n3dzuk
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia fragrans",
 "Country is Antigua and Barbuda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020618-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmsjs4
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia fragrans",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 231 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020619-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nw5pyw3frj
title: A 30-m, Multi-decadal Mangrove Cover Fraction Dataset for China (1990-2023)

description: Methods
This dataset was generated using a supervised machine learning framework on the Google Earth Engine platform. The primary input data consisted of time-series Landsat surface reflectance imagery (1990-2023), from which annual composites based on 32 spectral features were created for each target year. A Random Forest model was trained and validated using 1,711 high-quality reference Mangrove Cover Fraction (MCF) samples. These reference samples were generated via detailed photo-interpretation of very-high-resolution (VHR) and unmanned aerial vehicle (UAV) imagery, guided by a stratified random sampling design to ensure representativeness. The final China Mangrove Cover Fraction (CMCF) was produced by applying the cross-validated Random Forest model to the annual Landsat composites for each of the six target years (1990, 2000, 2010, 2015, 2020, and 2023) to map sub-pixel MCF at 30 m resolution. The spatial extent of the mapping was constrained by the CAS_Mangroves v2.0 dataset.
README: Description of the data and file structure
This dataset provides estimates of mangrove cover fraction (MCF) across China’s coastal regions for seven distinct years between 1990 and 2023. The data is provided at a spatial resolution of 30 meters.

The dataset consists of 6 GeoTIFF (.tif) files. The file naming convention is CMCF_YYYY.tif, where YYYY represents the year of the observation.

Access information
Other publicly accessible locations of the data:

CMCF_1990.tif: Mangrove cover fraction map for the year 1990.
CMCF_2000.tif: Mangrove cover fraction map for the year 2000.
CMCF_2010.tif: Mangrove cover fraction map for the year 2010.
CMCF_2015.tif: Mangrove cover fraction map for the year 2015.
CMCF_2020.tif: Mangrove cover fraction map for the year 2020.
CMCF_2023.tif: Mangrove cover fraction map for the year 2023.
Data was derived from the following sources:

Format: GeoTIFF
Spatial Resolution: 30 meters
Coordinate Reference System (CRS): WGS 84
Pixel Values: The values in each pixel represent the percentage of mangrove cover. The values range from 0 to 100, where 0 indicates 0% mangrove cover and 100 indicates 100% mangrove cover.
NoData Value: ‘Nodata’
DOI: 10.17632/nw5pyw3frj.1
title: A 30-m, Multi-decadal Mangrove Cover Fraction Dataset for China (1990-2023)

description: Methods
This dataset was generated using a supervised machine learning framework on the Google Earth Engine platform. The primary input data consisted of time-series Landsat surface reflectance imagery (1990-2023), from which annual composites based on 32 spectral features were created for each target year. A Random Forest model was trained and validated using 1,711 high-quality reference Mangrove Cover Fraction (MCF) samples. These reference samples were generated via detailed photo-interpretation of very-high-resolution (VHR) and unmanned aerial vehicle (UAV) imagery, guided by a stratified random sampling design to ensure representativeness. The final China Mangrove Cover Fraction (CMCF) was produced by applying the cross-validated Random Forest model to the annual Landsat composites for each of the six target years (1990, 2000, 2010, 2015, 2020, and 2023) to map sub-pixel MCF at 30 m resolution. The spatial extent of the mapping was constrained by the CAS_Mangroves v2.0 dataset.
README: Description of the data and file structure
This dataset provides estimates of mangrove cover fraction (MCF) across China’s coastal regions for seven distinct years between 1990 and 2023. The data is provided at a spatial resolution of 30 meters.

The dataset consists of 6 GeoTIFF (.tif) files. The file naming convention is CMCF_YYYY.tif, where YYYY represents the year of the observation.

Access information
Other publicly accessible locations of the data:

CMCF_1990.tif: Mangrove cover fraction map for the year 1990.
CMCF_2000.tif: Mangrove cover fraction map for the year 2000.
CMCF_2010.tif: Mangrove cover fraction map for the year 2010.
CMCF_2015.tif: Mangrove cover fraction map for the year 2015.
CMCF_2020.tif: Mangrove cover fraction map for the year 2020.
CMCF_2023.tif: Mangrove cover fraction map for the year 2023.
Data was derived from the following sources:

Format: GeoTIFF
Spatial Resolution: 30 meters
Coordinate Reference System (CRS): WGS 84
Pixel Values: The values in each pixel represent the percentage of mangrove cover. The values range from 0 to 100, where 0 indicates 0% mangrove cover and 100 indicates 100% mangrove cover.
NoData Value: ‘Nodata’
DOI: 10.17632/nhjsr4bpzr
title: Loyalty

description: This's the raw data used to examine the impact of various factors of new media marketing activities (NMAs) and their influence on brand trust and customer loyalty, focusing on Jordan Islamic Bank (JIB). It includes Goodness of fit results using Python Analysis
DOI: 10.17632/nhjsr4bpzr.1
title: Loyalty

description: This's the raw data used to examine the impact of various factors of new media marketing activities (NMAs) and their influence on brand trust and customer loyalty, focusing on Jordan Islamic Bank (JIB). It includes Goodness of fit results using Python Analysis
DOI: 10.15468/dl.g4bns3
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia fragrans",
 "Country is Barbados",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020620-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60635/c3d613
title: Monthly summary_Galeta Station

description: Galeta Island marine laboratoryData Summaries, Excel spread sheet. Provides daily, monthly and yearly summaries. Contains interval averages, maximum, minimum and variability statistics, plus graphsLocation: 9.402742°, -79.860837°Parameters: air temperature, relative humidity, wind speed and direction, precipitation, sea surface temperature, solar radiation (pyranometer), rainfall. Galeta Island Marine Laboratory physical monitoring station established in 1974. Galeta station is located 6 km North East of the city of Colon. Established in the 1960’s.Historical datasets can be located here: https://smithsonian.figshare.com/articles/dataset/Monthly_summary_Galeta_Station/10059530
DOI: 10.17632/6vbmhp2nkb
title: Odds Ratios and 95% Confidence Intervals for Outcomes in CTCL Patients with Childhood-Onset versus Adult-Onset AD.

description: Summary of clinical outcomes and comorbidities stratified by age of atopic dermatitis onset
DOI: 10.17632/6vbmhp2nkb.1
title: Odds Ratios and 95% Confidence Intervals for Outcomes in CTCL Patients with Childhood-Onset versus Adult-Onset AD.

description: Summary of clinical outcomes and comorbidities stratified by age of atopic dermatitis onset
DOI: 10.17632/m9xh8wysc5
title: Bioactive Coating with Clindamycin, VEGF-165, and TGF-β1 for Supporting Bone Tissue Regeneration

description: The results of the research on the physicochemical analysis of bioactive composite coatings as a drug carrier, intended for bone tissue regeneration. The analysis and description of the results are discussed in the publication "Bioactive Coating with Clindamycin, VEGF-165, and TGF-β1 for Supporting Bone Tissue Regeneration". The results were obtained as part of the “Multifunctional biologically active composites for applications in bone regenerative medicine” project, carried out within the TEAM-NET program of the Foundation for Polish Science, financed by the European Union under the European Regional Development Fund (grant no. POIR.04.04.00-00-16D7/18).
DOI: 10.17632/m9xh8wysc5.1
title: Bioactive Coating with Clindamycin, VEGF-165, and TGF-β1 for Supporting Bone Tissue Regeneration

description: The results of the research on the physicochemical analysis of bioactive composite coatings as a drug carrier, intended for bone tissue regeneration. The analysis and description of the results are discussed in the publication "Bioactive Coating with Clindamycin, VEGF-165, and TGF-β1 for Supporting Bone Tissue Regeneration". The results were obtained as part of the “Multifunctional biologically active composites for applications in bone regenerative medicine” project, carried out within the TEAM-NET program of the Foundation for Polish Science, financed by the European Union under the European Regional Development Fund (grant no. POIR.04.04.00-00-16D7/18).
DOI: 10.15468/dl.udkr48
title: Occurrence Download

description: A dataset containing 1142228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is India",
 "DatasetKey is one of (iNaturalist Research-grade Observations, India Biodiversity Portal publication grade dataset)",
 "Year 2015-2025"
 ]
}

 The dataset includes 1142228 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020593-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znbx5p
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Rhinoplax vigil)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 87 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020621-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xh4r3t7ds9
title: bear_microwear

description: Incisor microwear data of three bear species
DOI: 10.17632/xh4r3t7ds9.1
title: bear_microwear

description: Incisor microwear data of three bear species
DOI: 10.60635/c38d0j
title: Monthly summary_San Lorenzo Crane

description: San Lorenzo (Formerly know as Fort Sherman) Canopy Access Crane.Data Summaries, Excel spread sheet. Provides daily, monthly and yearly summaries. Contains interval averages, maximum, minimum and variability statistics, plus graphsParameters: air temperature, relative humidity, wind speed and direction,precipitation, solar radiation (pyranometer)Established in 1997, the San Lorenzo canopy crane (9.281031°, -79.974518°) is located approximately 11 km South West from the city of Colon, in the middle the Parque Natural San Lorenzo (formerly known as Fort Sherman) and is surrounded by 300-year old, low-land tropical rainforest.
DOI: 10.17632/7jd45pkch8
title: Metrics from Use Case Diagram, Analysis Class Diagram, and Data Flow Diagram along with Software Size (SLOC) - Datasets

description: These four datasets consist of software projects—specifically student projects from a private university in Lahore, Pakistan—developed using different programming languages and application types, including desktop, command-line, and web applications. Specifically, Dataset #1 comprises 31 C++ desktop GUI applications, Dataset #2 contains 19 Java desktop GUI projects, Dataset #3 includes 11 Java command-line applications, and Dataset #4 features 12 Java web-based systems. Each dataset includes a comprehensive set of metrics derived from Use Case Diagrams (UCD), Analysis Class Diagrams (ACD), and Data Flow Diagrams (DFD), along with the corresponding software size measured in Source Lines of Code (SLOC). These datasets are utilized to compare the effectiveness of metrics derived from these three diagrams for early software size estimation.
DOI: 10.17632/7jd45pkch8.1
title: Metrics from Use Case Diagram, Analysis Class Diagram, and Data Flow Diagram along with Software Size (SLOC) - Datasets

description: These four datasets consist of software projects—specifically student projects from a private university in Lahore, Pakistan—developed using different programming languages and application types, including desktop, command-line, and web applications. Specifically, Dataset #1 comprises 31 C++ desktop GUI applications, Dataset #2 contains 19 Java desktop GUI projects, Dataset #3 includes 11 Java command-line applications, and Dataset #4 features 12 Java web-based systems. Each dataset includes a comprehensive set of metrics derived from Use Case Diagrams (UCD), Analysis Class Diagrams (ACD), and Data Flow Diagrams (DFD), along with the corresponding software size measured in Source Lines of Code (SLOC). These datasets are utilized to compare the effectiveness of metrics derived from these three diagrams for early software size estimation.
DOI: 10.15468/dl.g953zg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Rhinoplax vigil)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020622-250802193616735/datasets/export for details.
DOI: 10.15468/dl.7k3y92
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phyllomyias weedeni)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 187 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020627-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72ajnp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Rhinoplax vigil)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020624-250802193616735/datasets/export for details.
DOI: 10.17632/2ngm848wyh.1
title: Productivity Spillover Effects of Participation in Global Value Chains and FDI Inflows

description: Replication file for Sung Hyun Son and Young-Han Kim (2025). Productivity Spillover Effects of Participation in Global Value Chains and FDI Inflows Economic Modelling
DOI: 10.15468/dl.3qvmtg
title: Occurrence Download

description: A dataset containing 3607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Zea mays"
 ]
}

 The dataset includes 3607 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020625-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dx4dg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Animalia",
 "PhylumKey is Tracheophyta",
 "ClassKey is Aves",
 "Country is Brazil",
 "BasisOfRecord is one of (Specimen, Human Observation, Material sample, Fossil, Literature Occurrence)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020628-250802193616735/datasets/export for details.
DOI: 10.17632/hmr3k585ty.1
title: Brief Chronology of Events Surrounding the Article «The Riemann Hypothesis and Its Proof: Abstraction or Bridge?» by Dr. M. D. Artykbayev or «Coincidences? I Don’t Think So… (sarcasm)».

description: A concise chronological overview of events surrounding Dr. M. D. Artykbayev’s article “The Riemann Hypothesis and Its Proof: Abstraction or Bridge?”. This document affirms the scientific novelty and interdisciplinary impact of the proposed proof, documents systematic suppression and metadata manipulation on Zenodo and SSRN, and exposes an institutional attempt to appropriate the results through a disciplinary reframing. It also highlights procedural and ethical violations in the publication process and offers recommendations for restoring transparent peer review and safeguarding the author’s priority.
DOI: 10.17632/pzj5v56ycs
title: advisory tool

description: This dataset contains information collected during field visits to outdoor dairy farms, using a structured advisory tool specifically designed and evaluated to diagnose and monitor dairy heifer replacement programs. The dataset includes:
1. Process Timing: Detailed records of the time required for each stage of the advisory process, including presentation of the tool, data collection, on-site observation, scoring, and discussion with the farmer.
2. Diagnostic Scores: Individual item scores and total scores for each thematic area of the advisory tool, reflecting the performance and status of replacement practices on each farm.
3. Farmer Perceptions: Responses to a structured questionnaire assessing the clarity, length, and perceived usefulness of the advisory tool. It also captures farmers’ views on the feasibility of implementing suggested changes and their willingness to do so.

The data reveal considerable variability in both the diagnostic scores and the time required for implementation across farms, underscoring the importance of tailoring advisory strategies to individual farm contexts. Farmer feedback highlighted the value of the tool in identifying areas for improvement, although perceptions of feasibility and willingness to change varied depending on prior experience and farm conditions.
This dataset can be used to analyze patterns in advisory engagement, evaluate the effectiveness of structured tools in promoting management changes, and explore relationships between farm characteristics and responsiveness to advice. Researchers and practitioners can use this data to refine advisory approaches, develop training programs, or conduct comparative studies across regions or production systems.
Data were gathered through direct interaction with farmers during scheduled visits. The advisory tool was applied consistently across farms, and all observations and responses were recorded in real time. The questionnaire was administered after the advisory session to capture fresh impressions.
DOI: 10.17632/pzj5v56ycs.3
title: advisory tool

description: This dataset contains information collected during field visits to outdoor dairy farms, using a structured advisory tool specifically designed and evaluated to diagnose and monitor dairy heifer replacement programs. The dataset includes:
1. Process Timing: Detailed records of the time required for each stage of the advisory process, including presentation of the tool, data collection, on-site observation, scoring, and discussion with the farmer.
2. Diagnostic Scores: Individual item scores and total scores for each thematic area of the advisory tool, reflecting the performance and status of replacement practices on each farm.
3. Farmer Perceptions: Responses to a structured questionnaire assessing the clarity, length, and perceived usefulness of the advisory tool. It also captures farmers’ views on the feasibility of implementing suggested changes and their willingness to do so.

The data reveal considerable variability in both the diagnostic scores and the time required for implementation across farms, underscoring the importance of tailoring advisory strategies to individual farm contexts. Farmer feedback highlighted the value of the tool in identifying areas for improvement, although perceptions of feasibility and willingness to change varied depending on prior experience and farm conditions.
This dataset can be used to analyze patterns in advisory engagement, evaluate the effectiveness of structured tools in promoting management changes, and explore relationships between farm characteristics and responsiveness to advice. Researchers and practitioners can use this data to refine advisory approaches, develop training programs, or conduct comparative studies across regions or production systems.
Data were gathered through direct interaction with farmers during scheduled visits. The advisory tool was applied consistently across farms, and all observations and responses were recorded in real time. The questionnaire was administered after the advisory session to capture fresh impressions.
DOI: 10.5281/zenodo.16689173
title: Replication package for: Behind the Veil of Cultural Persistence: Marriage and Divorce in a Migrant Community

description: Guirkinger, C., J.-P. Platteau and Z. Wahhaj "Behind the Veil of Cultural Persistence: Marriage and Divorce in a Migrant Community", The Economic Journal, conditionally accepted