cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18613466
title: Dataset: Sampling effort drives recorded pteridophyte richness: knowledge gaps across northeastern Brazil

description: This dataset contains all data compiled and analyzed for the study of collection effort and knowledge gaps for ferns and lycophytes (pteridophytes) across the nine states of northeastern Brazil. Data were compiled from the Flora e Funga do Brasil (2025), the Global Biodiversity Information Facility (GBIF; accessed January 2026), and the speciesLink network. The dataset includes: (1) species richness per state comparing Prado et al. (2015) and Flora e Funga do Brasil (2025); (2) biome complexity factors (BCF) assigned to each state with justification; (3) step-by-step Knowledge Gap Index (KGI) calculations; (4) temporal distribution of herbarium records per state per decade (pre-1960 to 2020–2025); (5) data used for the logarithmic regression analysis between GBIF occurrence records and species richness; and (6) summary statistics of the 12,025 unique occurrence records by state. A total of 530 species (486 ferns, 44 lycophytes) distributed across 28 families and 93 genera were recorded for the region.
DOI: 10.5281/zenodo.18613465
title: Dataset: Sampling effort drives recorded pteridophyte richness: knowledge gaps across northeastern Brazil

description: This dataset contains all data compiled and analyzed for the study of collection effort and knowledge gaps for ferns and lycophytes (pteridophytes) across the nine states of northeastern Brazil. Data were compiled from the Flora e Funga do Brasil (2025), the Global Biodiversity Information Facility (GBIF; accessed January 2026), and the speciesLink network. The dataset includes: (1) species richness per state comparing Prado et al. (2015) and Flora e Funga do Brasil (2025); (2) biome complexity factors (BCF) assigned to each state with justification; (3) step-by-step Knowledge Gap Index (KGI) calculations; (4) temporal distribution of herbarium records per state per decade (pre-1960 to 2020–2025); (5) data used for the logarithmic regression analysis between GBIF occurrence records and species richness; and (6) summary statistics of the 12,025 unique occurrence records by state. A total of 530 species (486 ferns, 44 lycophytes) distributed across 28 families and 93 genera were recorded for the region.
DOI: 10.5281/zenodo.15183369
title: Heliport Mire HFIP and Supporting Geophysical Dataset (2022)

description: This repository contains the HFIP, ERT, unfrozen layer probing, and permafrost core volumetric water content (VWC) datasets acquired at Heliport Mire, Abisko, in June-July 2022, together with the inversion outputs supporting the associated publication. The data document an 8 m and a 50 m two-dimensional geoelectrical profile across a peat plateau and adjacent forested terrain underlain by ice-rich permafrost.

The repository includes:* Field plans and GPS coordinates* Raw HFIP measurements (.res files) for 8 m and 50 m profiles, including normal and reciprocal measurements* cR2 2D independent frequency inversion set up for both profiles* Compiled resistivity and phase results for all frequencies* Petrophysical inversion MATLAB script and outputs for both profiles* ERT raw dataset and R2 inversion outputs for the 50 m profile* Unfrozen layer probing depth observations and visualization* Permafrost core VWC dataset

The dataset enables full reproduction of the 2D inversion workflow and petrophysical modelling steps.
DOI: 10.5281/zenodo.15183368
title: Heliport Mire HFIP and Supporting Geophysical Dataset (2022)

description: This repository contains the HFIP, ERT, unfrozen layer probing, and permafrost core volumetric water content (VWC) datasets acquired at Heliport Mire, Abisko, in June-July 2022, together with the inversion outputs supporting the associated publication. The data document an 8 m and a 50 m two-dimensional geoelectrical profile across a peat plateau and adjacent forested terrain underlain by ice-rich permafrost.

The repository includes:* Field plans and GPS coordinates* Raw HFIP measurements (.res files) for 8 m and 50 m profiles, including normal and reciprocal measurements* cR2 2D independent frequency inversion set up for both profiles* Compiled resistivity and phase results for all frequencies* Petrophysical inversion MATLAB script and outputs for both profiles* ERT raw dataset and R2 inversion outputs for the 50 m profile* Unfrozen layer probing depth observations and visualization* Permafrost core VWC dataset

The dataset enables full reproduction of the 2D inversion workflow and petrophysical modelling steps.
DOI: 10.5281/zenodo.18613667
title: Eryngium mesopotamicum Pedersen. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:30
DOI: 10.5281/zenodo.18613668
title: Eryngium mesopotamicum Pedersen. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:30
DOI: 10.5281/zenodo.18613524
title: Inference at a Glance - Stimulus Sets, Trained Networks, and Analysis Data

description: This upload contains stimulus sets, trained hybrid predictive coding (HPC) networks, and analysis data used in the paper, "Inference at a glance: Modelling visual perception at fast and slow timescales with hybrid predictive coding".
DOI: 10.5281/zenodo.18613525
title: Inference at a Glance - Stimulus Sets, Trained Networks, and Analysis Data

description: This upload contains stimulus sets, trained hybrid predictive coding (HPC) networks, and analysis data used in the paper, "Inference at a glance: Modelling visual perception at fast and slow timescales with hybrid predictive coding".
DOI: 10.5281/zenodo.18275657
title: Eryngium L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.1.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:31
DOI: 10.5281/zenodo.18613673
title: Eryngium L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.1.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:31
DOI: 10.5281/zenodo.18613670
title: METHODOLOGY OF USING PROBLEM-BASED LEARNING TECHNOLOGIES TO ENHANCE STUDENTS' CREATIVITY IN NATURAL SCIENCE LESSONS IN PRIMARY SCHOOLS

description: This article provides a scientific and methodological analysis of the role and effectiveness of 0-based learning technologies in developing creativity among primary school students during natural science lessons. The processes of creating problem situations, asking inquiry-oriented questions, drawing conclusions based on experiments and observations, and conducting analysis are considered key factors in developing students’ creative thinking, independent decision-making, and problem-solving skills. The research results indicate that purposeful use of problem-based learning technologies significantly increases the level of creativity among primary school students.
DOI: 10.5281/zenodo.18613671
title: METHODOLOGY OF USING PROBLEM-BASED LEARNING TECHNOLOGIES TO ENHANCE STUDENTS' CREATIVITY IN NATURAL SCIENCE LESSONS IN PRIMARY SCHOOLS

description: This article provides a scientific and methodological analysis of the role and effectiveness of 0-based learning technologies in developing creativity among primary school students during natural science lessons. The processes of creating problem situations, asking inquiry-oriented questions, drawing conclusions based on experiments and observations, and conducting analysis are considered key factors in developing students’ creative thinking, independent decision-making, and problem-solving skills. The research results indicate that purposeful use of problem-based learning technologies significantly increases the level of creativity among primary school students.
DOI: 10.25824/redu/emnapx
title: Qual médico queremos formar? Proposta de competências de Medicina de Família e Comunidade para o graduando em Medicina no Brasil

description: Conjunto de dados anonimizados provenientes de um estudo e-Delphi realizado com especialistas que atuam na educação médica para consensuar competências essenciais de medicina de família e comunidade para a formação de graduação em medicina, bem como cenários de ensino, áreas responsáveis e níveis de supervisão. O dataset inclui respostas por rodada (escalas de concordância, priorização e comentários textuais) e versões sucessivas dos questionários. A coleta foi on-line, por formulário de autopreenchimento, com amostragem intencional por expertise, e seguiu princípios éticos e de confidencialidade (identificadores pessoais removidos).
DOI: 10.6084/m9.figshare.29386649
title: Microsatellite dataset for <i>Venustaconcha ellipsiformis</i> (Ellipse) (GenAlEx format)

description: Microsatellite genotypes for<i> </i><i>V</i><i>enustaconcha ellipsiformis</i> in GenAlEx format.
DOI: 10.6084/m9.figshare.29386649.v1
title: Microsatellite dataset for <i>Venustaconcha ellipsiformis</i> (Ellipse) (GenAlEx format)

description: Microsatellite genotypes for<i> </i><i>V</i><i>enustaconcha ellipsiformis</i> in GenAlEx format.
DOI: 10.15468/vw75nj
title: NSIS: List of marine benthic algae from Magdalen Islands, Quebec as recorded in 1979

description: This resource contains a list of marine benthic algae from Iles de la Madeleine, Quebec as published in 1979 (Seve et al). This resource contains species identified by De Seve et al )(1978) and Cardinal (1967a, 1968). These works were previously published in uncirculated reports. 

Sampling took place in the Iles de la Madeleine archipelago, a group of islands located on the Magdalen Shallows near the centre of the Gulf of St. Lawrence, an inland sea in the Northwest Atlantic. The islands have long sand bars enclosing several lagoons, some of which have channels open to the sea (Tiphane 1976). Benthic samples were collected by divers (De Seve et al 1978) and samples collected by dredges as part of the l’Akpatok expedition in 1966 (Cardinal 1967d, 1968). The location, month and depth of sampling is also recorded.
DOI: 10.5281/zenodo.18613695
title: Lolium perenne L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:34
DOI: 10.5281/zenodo.18613696
title: Lolium perenne L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:34
DOI: 10.5281/zenodo.18285407
title: Lolium L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.1.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:34
DOI: 10.5281/zenodo.18613699
title: Lolium L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.1.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:34
DOI: 10.3886/e245106v1
title: Abortion pills in Riyadh (+966572737505) got Cytotec pills

description: Abortion pills in Riyadh (+966572737505) got Cytotec pills
DOI: 10.3886/e245100
title: CMS Program Statistics - Medicare Outpatient Facility

description: The CMS Program Statistics - Medicare Outpatient Facility tables provide use and payment data for all outpatient facilities, including hospitals providing outpatient services, rural health clinics, community mental health centers, federally qualified health centers, outpatient dialysis facilities, comprehensive outpatient rehabilitation facilities, and other outpatient facilities.
description: Below is the list of tables:MDCR OUTPATIENT 1.  Medicare Outpatient Facilities:  Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Type of Entitlement, Yearly TrendMDCR OUTPATIENT 2.  Medicare Outpatient Facilities:  Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Demographic Characteristics and Medicare-Medicaid Enrollment StatusMDCR OUTPATIENT 3.  Medicare Outpatient Facilities:  Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Area of ResidenceMDCR OUTPATIENT 4.  Medicare Outpatient Facilities:  Utilization and Program Payments for Original Medicare Beneficiaries, by Type of Outpatient FacilityMDCR OUTPATIENT 5.  Medicare Outpatient Facilities:  Utilization for Original Medicare Beneficiaries, by Type of Outpatient Facility and Type of ServiceMDCR OUTPATIENT 6.  Medicare Outpatient Prospective Payment System Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Type of Entitlement, Yearly TrendMDCR OUTPATIENT 7.  Medicare Outpatient Prospective Payment System Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Demographic Characteristics and Medicare-Medicaid Enrollment StatusMDCR OUTPATIENT 8.  Medicare Outpatient Prospective Payment System Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Area of ResidenceMDCR OUTPATIENT 9.  Medicare Outpatient Critical Access Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Type of Entitlement, Yearly TrendMDCR OUTPATIENT 10.  Medicare Outpatient Critical Access Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Demographic Characteristics and Medicare-Medicaid Enrollment StatusMDCR OUTPATIENT 11.  Medicare Outpatient Critical Access Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Area of Residence
DOI: 10.3886/e245100v1
title: CMS Program Statistics - Medicare Outpatient Facility

description: The CMS Program Statistics - Medicare Outpatient Facility tables provide use and payment data for all outpatient facilities, including hospitals providing outpatient services, rural health clinics, community mental health centers, federally qualified health centers, outpatient dialysis facilities, comprehensive outpatient rehabilitation facilities, and other outpatient facilities.
description: Below is the list of tables:MDCR OUTPATIENT 1.  Medicare Outpatient Facilities:  Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Type of Entitlement, Yearly TrendMDCR OUTPATIENT 2.  Medicare Outpatient Facilities:  Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Demographic Characteristics and Medicare-Medicaid Enrollment StatusMDCR OUTPATIENT 3.  Medicare Outpatient Facilities:  Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Area of ResidenceMDCR OUTPATIENT 4.  Medicare Outpatient Facilities:  Utilization and Program Payments for Original Medicare Beneficiaries, by Type of Outpatient FacilityMDCR OUTPATIENT 5.  Medicare Outpatient Facilities:  Utilization for Original Medicare Beneficiaries, by Type of Outpatient Facility and Type of ServiceMDCR OUTPATIENT 6.  Medicare Outpatient Prospective Payment System Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Type of Entitlement, Yearly TrendMDCR OUTPATIENT 7.  Medicare Outpatient Prospective Payment System Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Demographic Characteristics and Medicare-Medicaid Enrollment StatusMDCR OUTPATIENT 8.  Medicare Outpatient Prospective Payment System Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Area of ResidenceMDCR OUTPATIENT 9.  Medicare Outpatient Critical Access Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Type of Entitlement, Yearly TrendMDCR OUTPATIENT 10.  Medicare Outpatient Critical Access Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Demographic Characteristics and Medicare-Medicaid Enrollment StatusMDCR OUTPATIENT 11.  Medicare Outpatient Critical Access Hospitals: Utilization, Program Payments, and Cost Sharing for Original Medicare Beneficiaries, by Area of Residence
DOI: 10.5281/zenodo.18613413
title: spatialstein: An Open-Source Workflow for Annotation, Deconvolution, and Spatially Aware Segmentation of Mass Spectrometry Imaging Data

description: Results of using the spatialstein pipeline on two publicly available data sets: mouse bladder (PRIDE database ID: PXD001283)  and mouse cerebellum (MetaboLights database ID: MTBLS487). Details on how to download the raw data sets can be found on the project's GitHub website linked to this data. 

The files contain the lists of annotated lipid ions, deconvolved ion images of these ions, and segmentation maps.
DOI: 10.5281/zenodo.18613414
title: spatialstein: An Open-Source Workflow for Annotation, Deconvolution, and Spatially Aware Segmentation of Mass Spectrometry Imaging Data

description: Results of using the spatialstein pipeline on two publicly available data sets: mouse bladder (PRIDE database ID: PXD001283)  and mouse cerebellum (MetaboLights database ID: MTBLS487). Details on how to download the raw data sets can be found on the project's GitHub website linked to this data. 

The files contain the lists of annotated lipid ions, deconvolved ion images of these ions, and segmentation maps.
DOI: 10.3886/e245102v1
title: Abortion pills in Riyadh/+966572737505/ Get Cytotec

description: &lt;a href="https://cytotec-jeddah.com/"&gt;Trusted Cytotec Provider&lt;/a&gt;<br>&lt;a href="https://cytotec-jeddah.com/"&gt;Reliable Cytotec Source&lt;/a&gt;<br>&lt;a href="https://cytotec-jeddah.com/"&gt;Cytotec Jeddah Official&lt;/a&gt;<br>&lt;a href="https://cytotec-jeddah.com/"&gt;Verified Cytotec Supplier&lt;/a&gt;<br>&lt;a href="https://cytotec-jeddah.com/"&gt;Professional Cytotec Provider&lt;/a&gt;
DOI: 10.3886/e245099v1
title: Abortion pills in Jeddah/+966572737505/ Get Cytotec

description: Abortion pills in Jeddah/+966572737505/ Get Cytotec
DOI: 10.5281/zenodo.18613338
title: Supporting Data for Shadow Excited State Molecular Dynamics

description: Data and scripts for reproducing figures in main text and SI of Shadow Excited State Molecular Dynamics.
DOI: 10.5281/zenodo.16423744
title: Supporting Data for Shadow Excited State Molecular Dynamics

description: Data and scripts for reproducing figures in main text and SI of Shadow Excited State Molecular Dynamics.
DOI: 10.25934/pr00012753
title: A Prospective, Longitudinal, Observational Study to Evaluate Neurodevelopmental Status in Pediatric Patients With Hunter Syndrome (MPS II)

description: Hunter syndrome (Mucopolysaccharidosis II, \[MPS II\]) is a rare, genetically linked lysosomal storage disease (LSD) caused by deficiency of the enzyme, iduronate-2-sulfatase (I2S). Most MPS II patients will present with some degree of neurodevelopmental involvement, ranging from severe cognitive impairment and behavioral problems to mildly impaired cognition. This is an observational study; no investigational treatment will be administered. The primary objective of this study is to evaluate the neurodevelopmental status of pediatric patients with MPS II over time and to gain information to guide future treatment studies in this patient population.
DOI: 10.5281/zenodo.18289789
title: Nicotiana glauca Graham. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.1.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:37
DOI: 10.5281/zenodo.18613728
title: Nicotiana glauca Graham. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.1.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:37
DOI: 10.5281/zenodo.18552338
title: Replication package for "Unrest, Layoffs and Productivity at a Bangladeshi Sweater Factory"

description: This package contains the data, programs and instructions to replicate manuscript "Unrest, Layoffs and Productivity at a Bangladeshi Sweater Factory" by Robert Akerlof, Anik Ashraf, Rocco Macchiavello, and Atonu Rabbani forthcoming at JEEA.
DOI: 10.5281/zenodo.18552337
title: Replication package for "Unrest, Layoffs and Productivity at a Bangladeshi Sweater Factory"

description: This package contains the data, programs and instructions to replicate manuscript "Unrest, Layoffs and Productivity at a Bangladeshi Sweater Factory" by Robert Akerlof, Anik Ashraf, Rocco Macchiavello, and Atonu Rabbani forthcoming at JEEA.
DOI: 10.5281/zenodo.18613732
title: Nicotiana L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.1.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:38
DOI: 10.5281/zenodo.18289763
title: Nicotiana L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.1.

description: Citable snapshot. Includes PDF and CSV of collections. Date: February 11th, 2026 at 15:38
DOI: 10.25824/redu/rjlylj
title: Dados relativos à pesquisa intitulada "Predição de produtividade da soja a partir de dados de clima e índices de vegetação via aprendizado de máquina"

description: Base de dados pré-processados composta por 20 anos (2001–2020) de informações municipais sobre a produtividade da soja, índices vegetativos e variáveis climáticas. Os dados de produtividade foram obtidos do sistema SIDRA/IBGE para municípios produtores de sete estados brasileiros (MT, MS, PR, GO, RS, MG e BA). As variáveis climáticas, provenientes do satélite NASA POWER, incluem temperatura máxima e mínima, precipitação, radiação solar e evapotranspiração, além de variáveis derivadas como dias com alta temperatura e baixa precipitação. Também foram calculados excedente e déficit hídrico mensal. Os índices vegetativos (NDVI, EVI, CVI, GLI e SPI) foram extraídos do satélite MODIS e agregados mensalmente para o período de plantio (setembro a março). O conjunto contém 174.020 linhas e 20 colunas, abrangendo 1.243 municípios e 7 meses de observações anuais. Os dados originais foram disponibilizados por Bloh et al. (2023) e podem ser acessados no repositório público: 🔗 https://github.com/maltevb/ML_Soybean_Yield_Forecasting_Brazil
DOI: 10.15468/dl.5egjhp
title: Occurrence Download

description: A dataset containing 376181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (University of British Columbia Herbarium (UBC) - Bryophytes Collection, University of British Columbia Herbarium (UBC) - Vascular Plant Collection, University of British Columbia Herbarium (UBC) - Algae Collection, University of British Columbia - Spencer Entomological Collection (UBCZ), University of British Columbia Herbarium (UBC) - Lichen Collection, University of British Columbia Herbarium (UBC) - Fungi Collection, Cowan Tetrapod Collection - Mammals, Cowan Tetrapod Collection - Birds, Cowan Tetrapod Collection - Herpetology, Beaty Biodiversity Museum Fish Collection, Beaty Biodiversity Museum Fossil Collection, Beaty Biodiversity Museum Marine Invertebrate Collection)",
 "StateProvince is one of (British Columbia)"
 ]
}

 The dataset includes 376181 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009126-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.