cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23530653.v1
title: KBC_laser_data

description: Characteristics of ZnO/KBC bionanocomposite foams and the results about random lasers of ZnO/KBC bionanocomposite foams.
DOI: 10.17632/dt78jhyw2j
title: VIS-Spectrometric data of individual seeds (N = 1200) of the Negorelskaya variety Pinus sylvestris L. (empirical dataset)

description: Please, see follow dataset:
1. Morphometric data of individual seeds (N = 1200) of the Negorelskaya variety Pinus sylvestris L. (empirical dataset)
2. Biometric data (include DQI) of some individual seedlings produced from seeds of the Negorelskaya variety Pinus sylvestris L. (empirical refilled dataset)
3. Germination data of individual seeds (N = 1200) of the Negorelskaya variety Pinus sylvestris L. (empirical dataset)
DOI: 10.17632/t9wbtt3mt2
title: LPH Marks et al. Publicly Available Dataset

description: This dataset and R code accompanies a manuscript submitted by Marks et al. to Lancet Public Health entitled "Identifying Counties at Risk of High Overdose Mortality Burden Throughout the Emerging Fentanyl Epidemic in the United States: A Predictive Statistical Modeling Study". The analyses and results are available in the manuscript. All publicly available data used in the study is included in this dataset, in addition to several additional variables. Since the study used restricted mortality records from the CDC, we have censored all variables derived from this restricted data. Given access to the restricted data, researchers can add these variables to this dataset in the indicated columns. The accompanying R Code was used for the analysis.
DOI: 10.6084/m9.figshare.27330867.v1
title: Data Collection Instruments

description: The repository contains the appendices with the following underlying materials: mTPD course evaluation survey, DGELL perception survey, interview protocol, achievement test and lesson plan assessment rubric.
DOI: 10.6084/m9.figshare.27893805.v2
title: Figshare Lippincott Data Repository.pptx

description: western blot,
DOI: 10.6084/m9.figshare.3554835.v1
title: Appendix A. A table showing the spatial range and overlap of the studied animals.

description: A table showing the spatial range and overlap of the studied animals.
DOI: 10.6084/m9.figshare.3561288.v1
title: Appendix C. Sampling algorithms for Bayesian posteriors and discussion of posteriors.

description: Sampling algorithms for Bayesian posteriors and discussion of posteriors.
DOI: 10.15468/dl.p2jzf8
title: Occurrence Download

description: A dataset containing 117652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lolium multiflorum Lam.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 117652 records from 1561 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013360-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/ehzbqc
title: METADONNEES_PERF_ZOOT_AGNX_2018-2021.csv

description: :unav
DOI: 10.57745/rev6az
title: DONNEES_PERF_ZOOT_AGNX_2018-2021.csv

description: :unav
DOI: 10.57745/ovkxjx
title: Données de performances zootechniques des agneaux d'un atelier ovin allaittant en conduite biologique dans un système diversifié

description: Ces données reprennent les données zootechniques des agneaux de boucherie élevés en plein air de 2018 à 2021 au sein de l’expérimentation système PAPILLE. Ces données ont servi à réaliser une typologie des profil d’agneaux.
DOI: 10.25574/25692
title: Chandra X-ray Observatory ObsId 25692

description: The Massive Relic Galaxy NGC 5872
DOI: 10.35079/hbm553.wdjf.824
title: Histology data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm776.vklx.766
title: RNAseq data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm522.qllc.652
title: Histology data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm734.jzlm.647
title: RNAseq data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm886.jvwr.922
title: Histology data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm654.sqvt.228
title: RNAseq data from the ovary (right) of a 30-year-old white female
DOI: 10.7910/dvn/qpru7n
title: ACTwatch Lite - Cameroon 2024

description: This dataset includes data from the ACTwatch Lite Cameroon 2024 study, which was a private sector malaria market study conducted in the Centre and Littoral regions using methods adapted from the ACTwatch project. This was the second ACTwatch Lite survey (after the 2023 survey in Benin) and represents the first large-scale private-sector malaria market survey of its kind in Cameroon. The study aims to provide results for indicators including antimalarial drug availability, price and market share, and antimalarial blood test availability and price. Data was collected on supply chain characteristics, including national, regional and local distribution footprint, surveillance and digital engagement readiness, and digital capacity.

The private healthcare sector in Cameroon comprises not-for-profit health facilities, for-profit private healthcare establishments (clinics, general practitioner offices), pharmacies (which are registered and licensed by the national regulatory authority, DPML (Direction de la pharmacies du médicament et des laboratoires) and informal retailers (known as street pharmacies or officines de la rue, and largely made up of kiosks and market stalls, with a relatively smaller number of itinerant vendors).

All formal and informal outlets in the private health sector likely to sell or distribute antimalarials and/or diagnostic tests were approached for participation in the study. Outlets were eligible to be interviewed and audited for antimalarial products if they met at least one of the following three criteria: i) had one or more antimalarials in stock on the day of the survey; ii) had one or more antimalarials in stock in the three months prior to the survey; and/or iii) provided blood tests for malaria diagnosis (microscopy or RDT).

Among wholesalers, the following outlets were approached for inclusion: all pharmaceutical and medical supply companies that wholesaled antimalarial drugs and/or malaria rapid diagnostic tests (mainly to retail outlets) in the three months prior to the survey.

The ACTwatch Lite Cameroon survey employed a cluster sampling approach used by ACTwatch and other market surveys. The primary sampling approach adopted for point-of-sale surveys is to sample a set of administrative units (geographical clusters) with a corresponding population of around 5,000 to 10,000 in rural areas and 10,000 to 30,000 in urban areas – see appendix for more information. The appropriate administrative unit in Cameroon corresponding to the desired population size is the health area. 

Please consult the full report for more information on the background, design, implementation and data analysis of the study.
DOI: 10.35079/hbm783.kwtz.645
title: Histology data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm423.tjqv.485
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm536.bdhk.924
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm349.hgxh.348
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.15468/dl.h7wadx
title: Occurrence Download

description: A dataset containing 2529 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((4.48101 52.15374,4.4862 52.15374,4.4862 52.15833,4.48101 52.15833,4.48101 52.15374))"
 ]
}

 The dataset includes 2529 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006945-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.35079/hbm264.hdjs.286
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm954.wwbn.725
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm324.snzv.759
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm864.ltks.629
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.58132/2b7p4s
title: Tracking the reservoir of non-tuberculous mycobacteria – environmental and molecular studies

description: A total of 435 environmental samples were collected between 2024 and 2025 across five major cities in Poland. Samples were grouped into three main categories: (i) outdoor (ii) household, and (iii) hospital reservoirs.Outdoor samples included soil, air, and water sources, covering natural waters, fountains, and drinking fountains.Household samples comprised tap water, air, and biofilms collected from 50 households.Hospital samples included tap water (n = 25), air (n = 25), and biofilms (pipe sludge; tap limescale) collected from 25 sites across five hospitals, including ICUs (5), specialist clinics (5), patient rooms (5), scrub rooms (5), and public restrooms (5).Liquid (water) and solid (soil) samples were aseptically collected in quadruplicates following CDC standard procedures and immediately processed for: culture (2 samples), DNA isolation for metagenomic analysis, and physico-chemical testing. Biofilm swabs were collected aseptically in triplicates and analyzed as above, excluding physico-chemical testing. Active air sampling was conducted by collecting 1000 L of air directly onto Petri dishes using a Microflow Alfa 90/C air sampler (Aquaria).A detailed questionnaire documenting each sampling site was completed for every sample.Primary isolation, culturing, species identification, and DST were performed with standard mycobacteriological procedures.
DOI: 10.35079/hbm484.bsvm.459
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.5281/zenodo.18458195
title: Online discussions about AI use in academic translation and writing from Chinese social media (Xiaohongshu and Weibo)
DOI: 10.5281/zenodo.18458194
title: Online discussions about AI use in academic translation and writing from Chinese social media (Xiaohongshu and Weibo)
DOI: 10.35079/hbm459.cdvj.243
title: RNAseq data from the fallopian tube (right) of a 30-year-old white female
DOI: 10.15468/dl.v99rcs
title: Occurrence Download

description: A dataset containing 2932 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus saxatilis"
 ]
}

 The dataset includes 2932 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006946-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.35079/hbm539.bbqh.953
title: Histology data from the fallopian tube (right) of a 30-year-old white female
DOI: 10.35079/hbm896.mzzt.252
title: RNAseq data from the fallopian tube (right) of a 30-year-old white female
DOI: 10.35079/hbm562.mznv.992
title: Histology data from the fallopian tube (right) of a 30-year-old white female
DOI: 10.35079/hbm665.lbmw.526
title: RNAseq data from the ovary (right) of a 30-year-old white female
DOI: 10.15468/dl.nhaqmy
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Airampoa soehrensii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 232 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006951-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.35079/hbm436.qfpt.933
title: Histology data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm244.ptrr.948
title: RNAseq data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm655.rvcz.836
title: Histology data from the ovary (right) of a 30-year-old white female
DOI: 10.15468/dl.mmdt5w
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Airampoa soehrensii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 232 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006949-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.35079/hbm349.rtdc.725
title: RNAseq data from the ovary (left) of a 30-year-old white female
DOI: 10.35079/hbm996.tjqd.522
title: Histology data from the ovary (left) of a 30-year-old white female
DOI: 10.35079/hbm269.jgjz.665
title: RNAseq data from the ovary (left) of a 30-year-old white female
DOI: 10.35079/hbm885.hjjt.882
title: Histology data from the ovary (left) of a 30-year-old white female
DOI: 10.35079/hbm643.sxxx.338
title: RNAseq data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm676.lgkj.859
title: Histology data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm877.tndf.572
title: RNAseq data from the ovary (right) of a 30-year-old white female
DOI: 10.5281/zenodo.18458096
title: NOVEL INTEGRATED FRAMEWORK FOR HIV MANAGEMENT IN AFRICA: EPIDEMIOLOGY, FLOWCHARTS, EMERGING DISCOVERIES, THERAPEUTIC INNOVATIONS, AND STRATEGIC PATHWAYS TO ERADICATION

description: This paper examines the ongoing HIV epidemic in sub-Saharan Africa, where the continent bears about 70% of global cases with 830,000 new infections in 2024 despite ART progress. It introduces three innovative, Africa-tailored flowcharts for integrated management: diagnostic/ART initiation (with community self-testing, psychosocial assessment, and rapid linkage); adherence/viral monitoring (including AI predictions, mental health integration, and resistance screening); and prevention/psychosocial support (emphasizing long-acting PrEP, digital education, and privacy-protected partner services). These blend biomedical, cultural, and community-driven elements to potentially boost adherence by 30% in low-resource settings.

Reviewing 2024–2025 advances—like lenacapavir's high-efficacy prevention, gene therapies for functional cures, and latency reversal. It proposes a five-pillar plan for prevention scale-up, AI surveillance, equity policies, pediatric elimination, and collaborative research to accelerate UNAIDS targets and halve new infections in five years.
DOI: 10.5281/zenodo.18458097
title: NOVEL INTEGRATED FRAMEWORK FOR HIV MANAGEMENT IN AFRICA: EPIDEMIOLOGY, FLOWCHARTS, EMERGING DISCOVERIES, THERAPEUTIC INNOVATIONS, AND STRATEGIC PATHWAYS TO ERADICATION

description: This paper examines the ongoing HIV epidemic in sub-Saharan Africa, where the continent bears about 70% of global cases with 830,000 new infections in 2024 despite ART progress. It introduces three innovative, Africa-tailored flowcharts for integrated management: diagnostic/ART initiation (with community self-testing, psychosocial assessment, and rapid linkage); adherence/viral monitoring (including AI predictions, mental health integration, and resistance screening); and prevention/psychosocial support (emphasizing long-acting PrEP, digital education, and privacy-protected partner services). These blend biomedical, cultural, and community-driven elements to potentially boost adherence by 30% in low-resource settings.

Reviewing 2024–2025 advances—like lenacapavir's high-efficacy prevention, gene therapies for functional cures, and latency reversal. It proposes a five-pillar plan for prevention scale-up, AI surveillance, equity policies, pediatric elimination, and collaborative research to accelerate UNAIDS targets and halve new infections in five years.
DOI: 10.35079/hbm939.jnpg.538
title: Histology data from the ovary (right) of a 30-year-old white female
DOI: 10.35079/hbm777.sggs.474
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm427.bbgl.725
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.15468/dl.nvpyj6
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Airampoa soehrensii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 232 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006952-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.35079/hbm287.njvp.877
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm792.nxjp.556
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm952.klbm.287
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm577.qbbl.523
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm325.ttpd.393
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm385.lnpd.856
title: Histology data from the uterus of a 30-year-old white female
DOI: 10.35079/hbm756.wbrr.755
title: RNAseq data from the uterus of a 30-year-old white female
DOI: 10.3886/e244860v1
title: 08122868281 Ajayi Crowther University, Ibadan 2026/27 Direct Entry/Transfer Application/Admission Form

description: 08122868281 Ajayi Crowther University, Ibadan 2026/27 Direct Entry/Transfer Application/Admission Form call(08122868281)(+2348122868281 IS STILL ON SALE . Call the school admin office [DR MRS Maryan Adeyemo] Predegree/Part Time Form/Conversion form on (08122868281)(+2348122868281] For HND in Community Health Extension Workers (CHEWs), Junior Community Health Extension Workers (JCHEWs), environmental health officers (EH medical technicians (MT) and records clerks (RC)08122868281 Ajayi Crowther University, Ibadan 2026/27 Direct Entry/Transfer Application/Admission Form call(08122868281)(+2348122868281 IS STILL ON SALE . Call the school admin office [DR MRS Maryan Adeyemo] Predegree/Part Time Form/Conversion form on (08122868281)(+2348122868281] For HND in Community Health Extension Workers (CHEWs), Junior Community Health Extension Workers (JCHEWs), environmental health officers (EH medical technicians (MT) and records clerks (RC)
DOI: 10.5281/zenodo.17639338
title: Espoonlahti mobile laser scanning tree species classification

description: General description

This dataset consists of 1915 samples of tree point clouds across 8 species (pine, spruce, birch, maple, aspen, rowan, alder and lime). The data was collected from Espoonlahti, Espoo, Finland in June 2024. The measurement areas contain urban, semiurban and natural environments. The data was collected by a backpack-mounted laser scanner (FARO orbis, wavelength = 905 nm).

The dataset was used in the publication:

NormalView: sensor-agnostic tree species classification from backpack and aerial lidar data using geometric projections. Korkeala, J., Muhojoki, J., Taher, J., Salolahti, K., Hyyppä, M., Kukko, A. and Hyyppä, J. (2025). ArXiv preprint arXiv:2512.05610, doi: https://doi.org/10.48550/arXiv.2512.05610

Any scientific study using the data should cite the above article.

Data

The dataset consists of the following files:



The tree segments are in the MLS_tree_segments.zip zip-file (1915 in total). The name of each .laz -file is the unique id used in the reference. The coordinates are centered so that the approximated tree trunk is in the origin.

The reference data is in MLS_species_ref.csv -file. The reference file has 5 columns:



id: The segment specific id of the sample.

Species code: The species of the tree in the segment (see table below).

height: Approximated height of the tree (evaluated as the difference between the 1st and 99th z-coordinate percentiles).

xy_area: The 2D-area of the convex hull of the coordinates in the xy-plane.

point_density: (Amount of points in a segment) / (xy_area of the segment).

Count: Some trees were captured in multiple scans, and hence there are segments in the dataset which are different, but correspond to the same tree. The value of Count indicates how many times the tree in the segment is present in the dataset. If Count > 1, then there are other segments which correspond to the same tree. Most of the tree are captured only once.



The model weights for the models used in the study are in Model_weights.zip:



The weights are stored as .pt (PyTorch) files, as given out by YOLOv11x by Ultralytics.

The first part of the file name (ALS, ALS9, MLS, Imagesize) refers to the data the model was ttrained on.

The second part (intensity1, normal, etc...) refers to the image creation method.



Specieswise_statistics.pdf contains two species-level statistics plot derived from the tree segments.


The mapping between species codes and actual species is




Species code
Species
Sample count


1
Pine
755


2
Spruce
310


3
Birch
374


4
Maple
234


5
Aspen
108


6
Rowan
57


8
Lime
66


9
Alder
11




Note that the alders were not included in the classification tests in the paper due to low sample count. For further details on data acquisition and processing, we refer the reader to sections 2.1.-2.3. in Korkeala et. al. (arXiv:2512.05610, 2025).

The tree segments are in LAS version 1.2 point format 3.
DOI: 10.15468/dl.ub6b2x
title: Occurrence Download

description: A dataset containing 702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cordia taguahuyensis"
 ]
}

 The dataset includes 702 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006953-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.