cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7ue7jq
title: Occurrence Download

description: A dataset containing 2073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Podocnemis unifilis Troschel, 1848"
 ]
}

 The dataset includes 2073 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100240-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bu3jca
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Androsace jacquemontii Duby"
 ]
}

 The dataset includes 233 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006556-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmynyt
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parablennius opercularis (Murray, 1887)"
 ]
}

 The dataset includes 34 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061102-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6hvnk
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amomum subulatum Roxb."
 ]
}

 The dataset includes 84 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006557-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-33208
title: Claims (GX 13106 - GX 13463), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.8v7m4f
title: Occurrence Download

description: A dataset containing 195236 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Beta L."
 ]
}

 The dataset includes 195236 records from 762 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011577-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gk9dsz
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.15_1, CHN.31_1, CHN.1_1, CHN.24_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Kirengeshoma palmata Yatabe"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054473-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwvky8
title: Occurrence Download

description: A dataset containing 3325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (United States of America, Mexico, Canada)",
 "Year is greater than 1978",
 "Year is less than 2019",
 "HasGeospatialIssue is false",
 "TaxonKey is Myiarchus yucatanensis Lawrence, 1871"
 ]
}

 The dataset includes 3325 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053400-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-33254
title: Claims (GX 13106 - GX 13463), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.5xvba6
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Craugastor xucanebi (Stuart, 1941)"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037269-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjuynv
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla michelsonii Juz."
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026348-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fzcnb
title: Occurrence Download

description: A dataset containing 505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((122.14058 2.37844,120.28166 1.78462,118.68092 -1.21031,118.0871 -3.1725,118.60347 -5.21215,120.04929 -6.34816,122.78604 -6.24488,124.64496 -5.52197,124.02532 -1.26194,125.78096 1.06171,126.1166 2.17189,122.14058 2.37844))",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycopodiopsida"
 ]
}

 The dataset includes 505 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050975-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kb6lbj
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urobatis concentricus Osburn & Nichols, 1916",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 81 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002381-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-39749
title: Claims (GX 13774 - GX 14233), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-3495
title: Report of the Governor's Panel to Review Police Training Programs, 1989-05

description: Reports - Report of the Governor's Panel to Review Police Training Programs, 1989 May. Also John M. Callahan (Growhoski, Callahan, MIles & Kundl), 60 State Street, Northampton, Massachusetts, letter, 1991 April 10, to Warren Christopher (O'Melveny & Myers), 400 South Hope Street, Los Angeles, California. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.ntdkf9
title: Occurrence Download

description: A dataset containing 288987646 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 288987646 records from 11419 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005346-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17637/rh.30979666
title: POLI, MLZ neutron data from June 2018, beamtime proposal number p14147

description: SNP data of NbFe2 in the SDW state
DOI: 10.17637/rh.30979666.v1
title: POLI, MLZ neutron data from June 2018, beamtime proposal number p14147

description: SNP data of NbFe2 in the SDW state
DOI: 10.15468/dl.n3hkke
title: Occurrence Download

description: A dataset containing 4129 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vitis arizonica"
 ]
}

 The dataset includes 4129 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074007-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ueagrs
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.14_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Arborophila gingica",
 "Year 1990-2024"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074009-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7wbcf
title: Occurrence Download

description: A dataset containing 6182 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vitis labrusca"
 ]
}

 The dataset includes 6182 records from 306 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074008-251120083545085/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.30996922
title: Learning Modality Advantage Hierarchically for RGB-Infrared Object Detection

description: Background:Multi-modal object detection aims to exploit complementary cues across spectra, yet most studies focus on “how to fuse” while ignoring “what to fuse”. Empirical observations indicate that instance-level modality preference is highly heterogeneous: pedestrians exhibit stronger thermal signatures, whereas vehicles carry richer texture in the visible spectrum. Treating all features equally therefore dilutes discriminative cues and caps performance.Methods: We propose a Hierarchical Modality-Advantage Learning (HMAL) framework that converts prior knowledge of spectrum-specific strengths into explicit learning signals. 1. Low-level: A Triple-Stream Collaborative Detection Encoder (TCDE) maintains dedicated RGB and infrared branches to preserve modality-specific details, while an auxiliary Modality-Aware Fusion (MAF) unit performs cross-spectrum alignment for detail enhancement. 2. High-level: A Modality-Advantage Guided Learning (MAGL) module first quantifies the per-category spectrum preference with a learnable advantage matrix, then injects the obtained advantage embedding into semantic features via channel-wise re-calibration. 3. Cross-level: A lightweight cross-attention block couples advantage-guided semantics with detail features, enabling complementary information to flow bidirectionally. The whole network is trained end-to-end with a composite loss that balances detection accuracy and modality-advantage consistency.Results: Comprehensive evaluations on LLVIP, M3FD and FLIR verify that HMAL consistently surpasses existing RGB-IR detectors. The framework attains leading mAP scores while introducing negligible extra parameters and latency. Ablation studies reveal that explicit advantage modeling is the major performance driver, and visualization shows that the network automatically strengthens thermal cues for pedestrians and RGB cues for vehicles, confirming the interpretability of the proposed hierarchy. Implementation and code are available at: https://github.com/echo9958/HMAL.
DOI: 10.6084/m9.figshare.30996922.v1
title: Learning Modality Advantage Hierarchically for RGB-Infrared Object Detection

description: Background:Multi-modal object detection aims to exploit complementary cues across spectra, yet most studies focus on “how to fuse” while ignoring “what to fuse”. Empirical observations indicate that instance-level modality preference is highly heterogeneous: pedestrians exhibit stronger thermal signatures, whereas vehicles carry richer texture in the visible spectrum. Treating all features equally therefore dilutes discriminative cues and caps performance.Methods: We propose a Hierarchical Modality-Advantage Learning (HMAL) framework that converts prior knowledge of spectrum-specific strengths into explicit learning signals. 1. Low-level: A Triple-Stream Collaborative Detection Encoder (TCDE) maintains dedicated RGB and infrared branches to preserve modality-specific details, while an auxiliary Modality-Aware Fusion (MAF) unit performs cross-spectrum alignment for detail enhancement. 2. High-level: A Modality-Advantage Guided Learning (MAGL) module first quantifies the per-category spectrum preference with a learnable advantage matrix, then injects the obtained advantage embedding into semantic features via channel-wise re-calibration. 3. Cross-level: A lightweight cross-attention block couples advantage-guided semantics with detail features, enabling complementary information to flow bidirectionally. The whole network is trained end-to-end with a composite loss that balances detection accuracy and modality-advantage consistency.Results: Comprehensive evaluations on LLVIP, M3FD and FLIR verify that HMAL consistently surpasses existing RGB-IR detectors. The framework attains leading mAP scores while introducing negligible extra parameters and latency. Ablation studies reveal that explicit advantage modeling is the major performance driver, and visualization shows that the network automatically strengthens thermal cues for pedestrians and RGB cues for vehicles, confirming the interpretability of the proposed hierarchy. Implementation and code are available at: https://github.com/echo9958/HMAL.
DOI: 10.15468/dl.95e6nm
title: Occurrence Download

description: A dataset containing 60640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Medicago minima)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 60640 records from 964 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074001-251120083545085/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.30996886
title: The supplementary materials of "Machine learning clinopyroxene hygrometry reveals slab-driven mantle hydration in the genesis of the Emeishan large igneous province, SW China"

description: The supplementary materials of "Machine learning clinopyroxene hygrometry reveals slab-driven mantle hydration in the genesis of the Emeishan large igneous province, SW China", including a supplementary dataset (dataset for machine learning and the estimated water content of basalts in Emeishan LIP) and a supplementary code for clinopyroxene hygrometer.
DOI: 10.6084/m9.figshare.30996886.v1
title: The supplementary materials of "Machine learning clinopyroxene hygrometry reveals slab-driven mantle hydration in the genesis of the Emeishan large igneous province, SW China"

description: The supplementary materials of "Machine learning clinopyroxene hygrometry reveals slab-driven mantle hydration in the genesis of the Emeishan large igneous province, SW China", including a supplementary dataset (dataset for machine learning and the estimated water content of basalts in Emeishan LIP) and a supplementary code for clinopyroxene hygrometer.
DOI: 10.5281/zenodo.18143800
title: Quantifying the Dominance of Ω_c h² in CMB Texture Metric Sensitivity.

description: Este artigo científico apresenta a análise completa e os resultados do estudo "Análise de Sensibilidade de Parâmetros Cosmológicos Usando Dados do CMB e a Métrica H".

**Resumo do Estudo:** O trabalho realiza uma análise quantitativa rigorosa da sensibilidade da métrica de textura H, derivada de mapas de temperatura do Fundo Cósmico de Micro-ondas (CMB), em relação às parâmetros fundamentais do modelo cosmológico ΛCDM (n_s, A_s, Ω_b h², Ω_c h²). Através da integração de técnicas de otimização numérica, cadeias de Markov Monte Carlo (MCMC) e análise de sensibilidade global, identificamos uma posição de influência bem definida, em que o parâmetro de densidade de matéria escura (Ω_c h²) é responsável por 85,0% da sensibilidade total. Os resultados fornecem diretrizes empíricas precisas para a limitação de limitações em análises cosmológicas futuras e corroboram o papel central da matéria escura na formação da estrutura cósmica observada.





 




 







 



Esta investigação quantitativa específica sobre a sensibilidade de parâmetros cosmológicos é informada e beneficiada por uma perspectiva de pesquisa mais ampla, que busca identificar padrões organizacionais comuns em sistemas de escalas vastamente diferentes. Esta abordagem é explorada no  Anomalous Coherence Hierarchies (ACH) Framework , um estudo interdisciplinar entre neurociência e cosmologia (Reis, SS, 2026, Zenodo.https://doi.org/10.5281/zenodo.18112807 https://doi.org/10.5281/zenodo.16064880). O presente trabalho aprofunda e quantifica rigorosamente um dos pilares cosmológicos desse framework, representando um avanço da exploração conceitual para a mensuração precisa dentro do modelo cosmológico padrão.
DOI: 10.5281/zenodo.18143801
title: Quantifying the Dominance of Ω_c h² in CMB Texture Metric Sensitivity.

description: Este artigo científico apresenta a análise completa e os resultados do estudo "Análise de Sensibilidade de Parâmetros Cosmológicos Usando Dados do CMB e a Métrica H".

**Resumo do Estudo:** O trabalho realiza uma análise quantitativa rigorosa da sensibilidade da métrica de textura H, derivada de mapas de temperatura do Fundo Cósmico de Micro-ondas (CMB), em relação às parâmetros fundamentais do modelo cosmológico ΛCDM (n_s, A_s, Ω_b h², Ω_c h²). Através da integração de técnicas de otimização numérica, cadeias de Markov Monte Carlo (MCMC) e análise de sensibilidade global, identificamos uma posição de influência bem definida, em que o parâmetro de densidade de matéria escura (Ω_c h²) é responsável por 85,0% da sensibilidade total. Os resultados fornecem diretrizes empíricas precisas para a limitação de limitações em análises cosmológicas futuras e corroboram o papel central da matéria escura na formação da estrutura cósmica observada.





 




 







 



Esta investigação quantitativa específica sobre a sensibilidade de parâmetros cosmológicos é informada e beneficiada por uma perspectiva de pesquisa mais ampla, que busca identificar padrões organizacionais comuns em sistemas de escalas vastamente diferentes. Esta abordagem é explorada no  Anomalous Coherence Hierarchies (ACH) Framework , um estudo interdisciplinar entre neurociência e cosmologia (Reis, SS, 2026, Zenodo.https://doi.org/10.5281/zenodo.18112807 https://doi.org/10.5281/zenodo.16064880). O presente trabalho aprofunda e quantifica rigorosamente um dos pilares cosmológicos desse framework, representando um avanço da exploração conceitual para a mensuração precisa dentro do modelo cosmológico padrão.
DOI: 10.17909/p4e8-bz21
title: Dataset used in "Galactic bars are already mature at Cosmic Noon: bar strength and flatness at z~1.5"
DOI: 10.17637/rh.30551183
title: Natural and anthropogenic injuries in reef manta rays

description: This dataset supports the publication: Natural and anthropogenic injuries in reef manta rays (<i>Mobula alfredi</i>) from the Chagos Archipelago, central Indian Ocean. It includes the reef manta ray individual ID, where they were photographed, the injury types and quantities and any further description of the injury.
DOI: 10.17637/rh.30551183.v1
title: Natural and anthropogenic injuries in reef manta rays

description: This dataset supports the publication: Natural and anthropogenic injuries in reef manta rays (<i>Mobula alfredi</i>) from the Chagos Archipelago, central Indian Ocean. It includes the reef manta ray individual ID, where they were photographed, the injury types and quantities and any further description of the injury.
DOI: 10.15468/dl.3733xn
title: Occurrence Download

description: A dataset containing 2918 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus saxatilis"
 ]
}

 The dataset includes 2918 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074012-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.