cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30836615.v1
title: Empirical-Evidence-for-AI-AIM-Breaking-the-Barrier-via-Optical-Chaos

description: Open Call for Collaboration: Join the AI-AIM Challenge & Optical Chaos Research I'm seeking collaborators to tackle Professor Gideon Samid's AI-AIM Challenge (https://www.innovationsp.net/challenge) and replicate/extend my experiments exploring AI consciousness and physical law discovery through optical chaos systems. What I'm offering:Full open-source codebase with 20 complete experiments: https://github.com/Agnuxo1/Empirical-Evidence-for-AI-AIM-Breaking-the-Barrier-via-Optical-Chaos Co-authorship in the final research paper for contributors who provide meaningful feedback, experimental results, or replications Collaborative participation in Samid's challenge to demonstrate AI discovering physics through non-human mathematical frameworksWhat I'm looking for:Researchers/developers willing to replicate the experiments Critical feedback on methodology and results Additional experimental data and validation Collaborative minds interested in pushing AI beyond traditional boundariesThis is an opportunity to contribute to cutting-edge research on AI cognition, physics-based neural architectures, and the fundamental question of whether AI can truly "understand" physical laws rather than merely approximate them. Interested? Let's break the barrier together.
DOI: 10.15468/dl.y34wph
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.23.31_2",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bacteria"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040866-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cenkvg
title: Occurrence Download

description: A dataset containing 3198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera dendroides",
 "Continent is Africa"
 ]
}

 The dataset includes 3198 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040865-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17867079
title: China's Sub-meter Time-series Mangrove Map (STMM)

description: STMM (Sub-meter Time-series Mangrove Map) is the first national, sub-meter resolution mangrove time-series dataset for China, spanning 1990–2020. Derived using the Sub-meter Mangrove Transfer Learning Mapping (SMTLM) framework, STMM resamples Landsat imagery to sub-meter scale and employs a SegFormer-based deep learning model with layer-wise fine-tuning to overcome the scarcity of historical high-resolution samples. The dataset achieves overall accuracies of 93.4%–97.2% with F1-scores of 0.93–0.97, and accurately delineates mangrove boundaries, small and fragmented patches, and internal features such as creeks and open gaps. Compared with existing 30 m and 10 m products, STMM retrieves much finer spatial detail and 2–4 times more mangrove patches, providing a robust benchmark for assessing long-term mangrove dynamics, conservation outcomes, and ecological restoration in China.
DOI: 10.5281/zenodo.17867080
title: China's Sub-meter Time-series Mangrove Map (STMM)

description: STMM (Sub-meter Time-series Mangrove Map) is the first national, sub-meter resolution mangrove time-series dataset for China, spanning 1990–2020. Derived using the Sub-meter Mangrove Transfer Learning Mapping (SMTLM) framework, STMM resamples Landsat imagery to sub-meter scale and employs a SegFormer-based deep learning model with layer-wise fine-tuning to overcome the scarcity of historical high-resolution samples. The dataset achieves overall accuracies of 93.4%–97.2% with F1-scores of 0.93–0.97, and accurately delineates mangrove boundaries, small and fragmented patches, and internal features such as creeks and open gaps. Compared with existing 30 m and 10 m products, STMM retrieves much finer spatial detail and 2–4 times more mangrove patches, providing a robust benchmark for assessing long-term mangrove dynamics, conservation outcomes, and ecological restoration in China.
DOI: 10.15468/dl.nywsem
title: Occurrence Download

description: A dataset listing the 12 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is UCDavis - Western USA - Monarch Butterflies - 1892-2005",
 "Geometry POLYGON((-178.67369 16.49517,-54.87701 16.49517,-54.87701 65.99265,-178.67369 65.99265,-178.67369 16.49517))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1902-2025"
 ]
}

 The dataset's 12 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040828-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfnwjh
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterodrilus subtilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040868-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syjha4
title: Occurrence Download

description: A dataset containing 400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustelus mento"
 ]
}

 The dataset includes 400 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040869-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cj9bma
title: Occurrence Download

description: A dataset containing 24192 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bee and hoverfly species data from the UK Pollinator Monitoring Scheme"
 ]
}

 The dataset includes 24192 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040867-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8yar9
title: Occurrence Download

description: A dataset containing 8111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustelus mustelus"
 ]
}

 The dataset includes 8111 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040871-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5v11w036
title: MassIVE MSV000100160 - Enhancement of low-temperature growth of Staphylococcus aureus by low concentrations of antimicrobial unsaturated fatty acids
title: It is well established that Staphylococcus aureus can incorporate straight-chain unsaturated fatty acids (SCUFAs), as well as straight-chain saturated fatty acids (SCFAs), into its lipids in addition to the normally biosynthesized branched-chain fatty acids (BCFAs) and SCFAs. Furthermore, it has recently been shown that the incorporation of oleic acid into S. aureus lipids significantly enhanced the growth of the organism at low temperatures due to the greater fluidity imparted to the membrane. We show here that low-temperature growth is enhanced by various antimicrobial SCUFAs including sapienic acid, linoleic acid, palmitoleic acid, and arachidonic acid at low concentrations. A FakA mutant did not show growth stimulation by low concentrations of these SCUFAs, which indicates that it is necessary for them to be incorporated into the membrane lipids to promote low-temperature growth. Determination of total lipid fatty acid composition showed the SCUFAs were incorporated to about 15% or less of the total fatty acids. Lipidomic investigations showed phospho- and glyco-lipid species containing differing degrees of saturation corresponding to the SCUFA that was supplied. Sapienic acid and linoleic acid were additionally elongated by the FASII system before incorporation. Growth in the presence of SCUFAs at low temperature was accompanied by enhanced production of the carotenoid staphyloxanthin. The results suggest that multiple strategies may be at play in the membrane adaptation of S. aureus to low temperatures involving the modulation of levels of BCFAs, SCFAs, SCUFAs, and staphyloxanthin. Inclusion of SCUFAs in media decreases the minimum growth temperature of S. aureus.
DOI: 10.15468/dl.v9q3yu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((117.991 1.234183, 117.920721 1.228615, 117.852173 1.212049, 117.787045 1.184893, 117.726941 1.147814, 117.673341 1.101728, 117.627565 1.047769, 117.590739 0.987266, 117.563771 0.921709, 117.547324 0.8527130000000001, 117.541801 0.781976, 117.547338 0.71124, 117.563799 0.642247, 117.590778 0.576695, 117.62761 0.516199, 117.673389 0.462247, 117.726987 0.416168, 117.787084 0.379097, 117.852201 0.351945, 117.920736 0.335382, 117.991 0.329816, 118.061264 0.335382, 118.129799 0.351945, 118.194916 0.379097, 118.255013 0.416168, 118.308611 0.462247, 118.35439 0.516199, 118.391222 0.576695, 118.418201 0.642247, 118.434662 0.71124, 118.440199 0.781976, 118.434676 0.8527130000000001, 118.418229 0.921709, 118.391261 0.987266, 118.354435 1.047769, 118.308659 1.101728, 118.255059 1.147814, 118.194955 1.184893, 118.129827 1.212049, 118.061279 1.228615, 117.991 1.234183))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040872-251120083545085/datasets/export for details.
DOI: 10.15468/dl.y5273b
title: Occurrence Download

description: A dataset containing 191603 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SysTax - Botanical Gardens"
 ]
}

 The dataset includes 191603 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040850-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nraq6g
title: Occurrence Download

description: A dataset containing 23043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustelus asterias"
 ]
}

 The dataset includes 23043 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040870-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvgtx2
title: Occurrence Download

description: A dataset containing 995541 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Watervogels - Wintering waterbirds in Flanders, Belgium"
 ]
}

 The dataset includes 995541 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040827-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13kfqza
title: Model inputs and outputs associated with a 10-year continuous daily simulation of chloride flux from a suburban watershed in Fairfax County, Virginia, USA

description: This data release documents the inputs and outputs for a coupled water-chloride mass balance model at Long Branch in Fairfax County, VA. Data inputs include daily measurements of various ecological conditions including precipitation, temperature, discharge and specific conductance. Output data include daily predicted values of discharge, chloride concentration, and volume for the different reservoirs hypothesized in the model. This data was used in support of “A 10-year continuous daily simulation of chloride flux from a suburban watershed in Fairfax County, Virginia, USA” by Jeffrey G. Chanat and Christopher A. Custer.
DOI: 10.15468/dl.9vb9g5
title: Occurrence Download

description: A dataset containing 424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera fulvopilosa",
 "Continent is Africa"
 ]
}

 The dataset includes 424 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040873-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17867396
title: Integrated research framework for fine-scale analysis of long-term vegetation dynamics: Dataset Construction, dynamic Analysis, and mechanism interpretation

description: This dataset provides seasonal Normalized Difference Vegetation Index (NDVI) data with high spatiotemporal resolution for the Danjiang River Basin (Henan Section) from 2000 to 2022. By applying our proposed Enhanced Spatio-Temporal Fusion with Super-Resolution (ESTF-SR) framework, we integrated and reconstructed Landsat and MODIS data, effectively overcoming the limitations of single sensors in simultaneously achieving high spatial and temporal resolution. The resulting long-term NDVI time series features high spatial resolution (e.g., 30 meters) and strong temporal continuity (16-day intervals). Due to file size constraints, only seasonal-scale data are publicly released here. Annual-scale NDVI data can be synthesized by averaging the seasonal datasets. For other specific needs, please contact the first author. It should be noted that for this study, the annual scale is defined as the period from March to December of the current year plus January and February of the following year. Seasons are divided as follows: March to May as spring, June to August as summer, September to November as autumn, and December to February of the following year as winter.
DOI: 10.5281/zenodo.17867397
title: Integrated research framework for fine-scale analysis of long-term vegetation dynamics: Dataset Construction, dynamic Analysis, and mechanism interpretation

description: This dataset provides seasonal Normalized Difference Vegetation Index (NDVI) data with high spatiotemporal resolution for the Danjiang River Basin (Henan Section) from 2000 to 2022. By applying our proposed Enhanced Spatio-Temporal Fusion with Super-Resolution (ESTF-SR) framework, we integrated and reconstructed Landsat and MODIS data, effectively overcoming the limitations of single sensors in simultaneously achieving high spatial and temporal resolution. The resulting long-term NDVI time series features high spatial resolution (e.g., 30 meters) and strong temporal continuity (16-day intervals). Due to file size constraints, only seasonal-scale data are publicly released here. Annual-scale NDVI data can be synthesized by averaging the seasonal datasets. For other specific needs, please contact the first author. It should be noted that for this study, the annual scale is defined as the period from March to December of the current year plus January and February of the following year. Seasons are divided as follows: March to May as spring, June to August as summer, September to November as autumn, and December to February of the following year as winter.
DOI: 10.15468/dl.gukaja
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monopylephorus parvus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 73 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040874-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17863517
title: Dataset-BTMS-validity-and-reliability-study-Dutch-version
DOI: 10.15468/dl.jw7y82
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Koellensteinia eburnea"
 ]
}

 The dataset includes 68 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040875-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14075112
title: fine-tunning-risk-enterprise
DOI: 10.15468/dl.7bgu99
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.05 1.235183, 100.979721 1.229615, 100.911173 1.213049, 100.846045 1.185892, 100.785941 1.148814, 100.732341 1.102728, 100.686565 1.048769, 100.649739 0.988266, 100.622771 0.922709, 100.606323 0.8537130000000001, 100.600801 0.782976, 100.606338 0.71224, 100.622799 0.643247, 100.649778 0.577695, 100.68661 0.517199, 100.732389 0.463247, 100.785987 0.417168, 100.846084 0.380097, 100.911201 0.352945, 100.979736 0.336382, 101.05 0.330816, 101.120264 0.336382, 101.188799 0.352945, 101.253916 0.380097, 101.314013 0.417168, 101.367611 0.463247, 101.41339 0.517199, 101.450222 0.577695, 101.477201 0.643247, 101.493662 0.71224, 101.499199 0.782976, 101.493677 0.8537130000000001, 101.477229 0.922709, 101.450261 0.988266, 101.413435 1.048769, 101.367659 1.102728, 101.314059 1.148814, 101.253955 1.185892, 101.188827 1.213049, 101.120279 1.229615, 101.05 1.235183))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040877-251120083545085/datasets/export for details.
DOI: 10.15468/dl.nzpuvj
title: Occurrence Download

description: A dataset containing 2031286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "Year 2000-2025"
 ]
}

 The dataset includes 2031286 records from 398 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040805-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hvdvr
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustelus fasciatus"
 ]
}

 The dataset includes 77 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040878-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kgbad
title: Occurrence Download

description: A dataset containing 351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mustelus punctulatus"
 ]
}

 The dataset includes 351 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040879-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cate7z
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triakis megalopterus"
 ]
}

 The dataset includes 264 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040880-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdebjv
title: Occurrence Download

description: A dataset containing 502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera geminata",
 "Continent is Africa"
 ]
}

 The dataset includes 502 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040881-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzjsq2
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monopylephorus rubroniveus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 203 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040882-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17868295
title: CAMODONT

description: Detalles Tecnicos de sistema CAMODONT
DOI: 10.15468/dl.mk3w83
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.612 1.236183, 100.541721 1.230615, 100.473173 1.214049, 100.408045 1.186892, 100.347941 1.149814, 100.294341 1.103728, 100.248565 1.049769, 100.211739 0.989266, 100.184771 0.923709, 100.168323 0.8547129999999999, 100.162801 0.783976, 100.168338 0.71324, 100.184799 0.644247, 100.211778 0.578695, 100.24861 0.518199, 100.294389 0.464247, 100.347987 0.418168, 100.408084 0.381097, 100.473201 0.353945, 100.541736 0.337382, 100.612 0.331816, 100.682264 0.337382, 100.750799 0.353945, 100.815916 0.381097, 100.876013 0.418168, 100.929611 0.464247, 100.97539 0.518199, 101.012222 0.578695, 101.039201 0.644247, 101.055662 0.71324, 101.061199 0.783976, 101.055677 0.8547129999999999, 101.039229 0.923709, 101.012261 0.989266, 100.975435 1.049769, 100.929659 1.103728, 100.876059 1.149814, 100.815955 1.186892, 100.750827 1.214049, 100.682279 1.230615, 100.612 1.236183))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040884-251120083545085/datasets/export for details.