cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.m9gsqn
title: Occurrence Download

description: A dataset containing 393136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Galium palustre L., Galium debile Desv., Galium pusillum L., Galium parisiense L., Galium sylvaticum L.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 393136 records from 509 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158728-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tfjak
title: Occurrence Download

description: A dataset containing 23240838 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 23240838 records from 281 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054108-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/am5c9
title: Data file

description: Case-based Learning in Undergraduate Orthodontic Education
DOI: 10.5519/qd.95s409js
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (8 records)
DOI: 10.17632/jdhtn9nwxh
title: Do Aggregate Dynamics in Developing Economies Differ after a Rise in Home and Foreign Productivity?

description: The dataset stored here contains all the files for reproducing the results in the manuscript titled``Do Aggregate Dynamics in Developing Economies Differ after a Rise in Home and Foreign Productivity?'', submitted for publication to Economic Modelling. The readme document below explains how to reproduce the tables and figures in both the manuscript and its online supplement as well as in the online excel tables accompanying the manuscript..
DOI: 10.17632/jdhtn9nwxh.1
title: Do Aggregate Dynamics in Developing Economies Differ after a Rise in Home and Foreign Productivity?

description: The dataset stored here contains all the files for reproducing the results in the manuscript titled``Do Aggregate Dynamics in Developing Economies Differ after a Rise in Home and Foreign Productivity?'', submitted for publication to Economic Modelling. The readme document below explains how to reproduce the tables and figures in both the manuscript and its online supplement as well as in the online excel tables accompanying the manuscript..
DOI: 10.15468/dl.vrfwy9
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Gabon",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidochelys"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054119-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7rt38
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Reptiles de la Ecoreserva Mansilla (Facatativá, Cundinamarca) - Proyecto Ecoreservas"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054118-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17148057
title: Processed Sequencing Data for "In vivo transcriptomic, functional, circuit based, and translational analyses of enteric neurons"

description: This Zenodo repository contains processed sequencing data (count matrices and annotations) from the human and mouse enteric nervous systems, processed sequencing data from the mouse gut microbiome, and scripts to reproduce the analyses presented in "In vivo transcriptomic, functional, circuit based, and translational analyses of enteric neurons." ENS sequencing data and accompanying code are in ENS_data_and_code.tar.gz and metagenomic sequencing data are in metagenomics.tar.gz.
DOI: 10.15468/dl.eh9a8z
title: Occurrence Download

description: A dataset containing 1735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Sebastes mentella"
 ]
}

 The dataset includes 1735 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054120-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scgaeh
title: Occurrence Download

description: A dataset containing 2327 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrence dataset of reptiles and amphibians in primary forests of the Las Piedras River, Tambopata province, Peru"
 ]
}

 The dataset includes 2327 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054121-251120083545085/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.30866318
title: White et al Raw data salamander diel responses to snakes

description: Time of day of encounters influenced responses of salamanders (prey) to primarily-diurnal and primarily-nocturnal snake predators.
DOI: 10.6084/m9.figshare.30866318.v2
title: White et al Raw data salamander diel responses to snakes

description: Time of day of encounters influenced responses of salamanders (prey) to primarily-diurnal and primarily-nocturnal snake predators.
DOI: 10.6084/m9.figshare.30866318.v1
title: White et al Raw data salamander diel responses to snakes

description: Time of day of encounters influenced responses of salamanders (prey) to primarily-diurnal and primarily-nocturnal snake predators.
DOI: 10.15468/dl.h8cnar
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fungal community across a tropical forest disturbance gradient"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054122-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5073/20181213-163305
title: Three-year zooplankton monitoring in ditches of the apple orchard region ‘Altes Land’

description: The data set is related to the research article 'Chemical and biological monitoring of the load of plant protection products and of zoocoenoses in ditches of the orchard region Altes Land', which is only available in the German language. The zooplankton data presented here were acquired from four ditches (three ditches were located in apple orchards, and one ditch was located in a grassland region) between 2001 and 2003. The data consist of one Excel sheet providing the results of the species determination. The zooplankton field data set consists of 6, 417 observations. The data can be related to data on pesticide analysis with description of the pesticide sampling details and study site description, which are publicly available at the OpenAgrar repository under https://doi.org/10.5073/20180213-144359.
DOI: 10.26188/30888971
title: Learning to Navigate from Novel Origins: Enhancing Reinforcement Learning Agents with Multi-Instruction Training in Complex Space

description: %[Importance]Humans can navigate to a known destination even from a starting point they have never seen before. For autonomous agents to be useful and reliable in real-world settings like warehouses or hospitals, they must also be able to handle such unpredictable starting conditions, a key challenge in AI development.%[Research Gap]It is currently impossible to test how these complex navigation skills are acquired in humans due to difficulties in controlling for their prior experience and abilities. While Reinforcement Learning (RL) agents are used to simulate navigation, their ability to adapt to situations that differ from their training, such as starting from a new location, is under-explored.% [Objective]This study investigates how an RL agent can learn to successfully navigate to a known destination from a novel, unseen origin. We test the hypothesis that training an agent on diverse routes to the same destination, augmented by spatial cues (bearing and distance), enables generalizable wayfinding skills.% [Methodology]We used a Proximal Policy Optimisation (PPO) agent in a simulated text-based environment. Our central method was a \emph{multi-instruction training paradigm,} where the agent was trained on diverse routes from multiple origins that all converged on the same destination. We evaluated the agent's performance when given different navigational aids, such as complete instructions, only spatial cues (azimuth and distance), or a combination of both, and tested its ability to generalise to unseen environments and novel origins.% [Key Findings]Results demonstrate that multi-origin training fosters transferable navigation skills, with combined instructions and spatial cues yielding the fastest learning and highest success rates, especially in complex environments—highlighting the importance of training data diversity over volume.% [Implications]These findings demonstrate that the key to building more adaptable autonomous agents lies in the structural diversity of the training data, not just the volume. This multi-instruction training method provides a clear pathway for developing more robust and trustworthy navigation systems that can function effectively without being tied to specific, pre-programmed starting locations.
DOI: 10.26188/30888971.v1
title: Learning to Navigate from Novel Origins: Enhancing Reinforcement Learning Agents with Multi-Instruction Training in Complex Space

description: %[Importance]Humans can navigate to a known destination even from a starting point they have never seen before. For autonomous agents to be useful and reliable in real-world settings like warehouses or hospitals, they must also be able to handle such unpredictable starting conditions, a key challenge in AI development.%[Research Gap]It is currently impossible to test how these complex navigation skills are acquired in humans due to difficulties in controlling for their prior experience and abilities. While Reinforcement Learning (RL) agents are used to simulate navigation, their ability to adapt to situations that differ from their training, such as starting from a new location, is under-explored.% [Objective]This study investigates how an RL agent can learn to successfully navigate to a known destination from a novel, unseen origin. We test the hypothesis that training an agent on diverse routes to the same destination, augmented by spatial cues (bearing and distance), enables generalizable wayfinding skills.% [Methodology]We used a Proximal Policy Optimisation (PPO) agent in a simulated text-based environment. Our central method was a \emph{multi-instruction training paradigm,} where the agent was trained on diverse routes from multiple origins that all converged on the same destination. We evaluated the agent's performance when given different navigational aids, such as complete instructions, only spatial cues (azimuth and distance), or a combination of both, and tested its ability to generalise to unseen environments and novel origins.% [Key Findings]Results demonstrate that multi-origin training fosters transferable navigation skills, with combined instructions and spatial cues yielding the fastest learning and highest success rates, especially in complex environments—highlighting the importance of training data diversity over volume.% [Implications]These findings demonstrate that the key to building more adaptable autonomous agents lies in the structural diversity of the training data, not just the volume. This multi-instruction training method provides a clear pathway for developing more robust and trustworthy navigation systems that can function effectively without being tied to specific, pre-programmed starting locations.
DOI: 10.5073/20180820-154547
title: Microsatellite marker data of Apium graveolens L. ssp. graveolens

description: Published microsatellite primers were evaluated to identify polymorphic markers. Sixteen SSRs proved to be polymorphic and were applied to study the patterns of genetic diversity within diploid Apium graveolens. The results of the study were published by Frese, L., Bönisch, M., Nachtigall, M., Schirmak, U. (2018, accepted): Patterns of genetic diversity and implications for in situ conservation of wild celery (Apium graveolens L. ssp. graveolens). Agriculture, Vol. 8. 
SSR data presented in excel file were generated by JKI in Quedlinburg, Germany. A total of 790 Apium graveolens plants were sampled at 27 localities in 2016 and analyzed using 16 SSR markers. All individuals (33 individuals in total) having a null allele at any of the marker loci were excluded from the dataset. The raw data were binned and statistically analyzed in 2017-2018. The dataset presented here contains information on 757 plants.
DOI: 10.5073/20180213-144359
title: Three-year pesticide monitoring in ditches of the apple orchard region 'Altes Land'

description: The data presented in this file are related to the research article ‘Süß A, Bischoff G, Mueller A, Buhr L (2006) Chemical and biological monitoring of the load of plant protection products and of zoocoenoses in ditches of the orchard region ‘Altes Land’. Nachrichtenblatt des Deutschen Pflanzenschutzdienstes 58:28-42’ which is only available in German language. The pesticide data presented here were acquired in four ditches in Lower Saxony, Germany (three ditches located in apple plantations, one ditch located in grassland) between 2001 and 2003. Two different monitoring strategies have been applied; event-driven sampling after pesticide applications and weekly integrated sampling using automatic water samplers. A total of 70 active substances have been monitored while farmers applied 25 active substances. LC-MS/MS (PE Sciex API 2000), GC-MS (Finnigan GCQ), GC coupled with electron capture detector (ECD) and inductively coupled plasma optical emission spectrometry (ICP-OES) were used for identification and quantification of the target substances.
DOI: 10.6084/m9.figshare.28659149
title: <b>Refining the understanding of spatial heterogeneity in closed-circuit television camera effectiveness: a new evaluation strategy</b>

description: <b>Refining the understanding of spatial heterogeneity in closed-circuit television camera effectiveness: a new evaluation strategy</b>_source data
DOI: 10.6084/m9.figshare.28659149.v1
title: <b>Refining the understanding of spatial heterogeneity in closed-circuit television camera effectiveness: a new evaluation strategy</b>

description: <b>Refining the understanding of spatial heterogeneity in closed-circuit television camera effectiveness: a new evaluation strategy</b>_source data
DOI: 10.5281/zenodo.4711864
title: Partitions

description: Partitions used in the phylogenetic analyses in POY.
DOI: 10.5281/zenodo.4711865
title: Partitions

description: Partitions used in the phylogenetic analyses in POY.
DOI: 10.5073/20210209-092933
title: Pomological and molecular characterization of sweet cherry cultivars (Prunus avium L.) of the German Fruit Genebank

description: The German Fruit Genebank has been established as a decentralized network aiming at the coordination of the different germplasm collections in Germany to minimize the risk of losing fruit genetic resources (https://www.deutsche-genbank-obst.de/). Projects characterizing the genetic resources on trueness-to-type based on pomological and molecular characters are of main importance. First step is the characterization based on pomological characters. At least two experts, preferably members of the German Pomological Society, perform the pomological characterization. Second step of the characterization is a molecular DNA fingerprint analysis. Therefore, the European Collaborative Programme for Plant Genetic Resources (ECPGR; http://www.ecpgr.cgiar.org/) working group Prunus recommended a standard set of microsatellite (SSR) markers and a list of standard genotypes (references), which is routinely used. The Federal Office for Agriculture and Food on behalf of the Federal Ministry of Food and Agriculture financially supports both steps: FKZ: 2809BE007, 2809BE011, 2816BE002, 2816BE004. 
The genetic analysis was performed using 16 microsatellite (SSR) markers recommend by the ECPGR. Respective loci were amplified using three multiplex PCR assays and the generated fragments were subjected to capillary electrophoresis. 3,500 samples (fruits/ leaves) of cherry trees belonging to the German Fruit Genebank from six network collections were investigated. 383 different fingerprints could be estimated for sweet cherry by statistical analysis and 341 of them (89 %) could be determined in pomological terms.
DOI: 10.15468/dl.wjh4z4
title: Occurrence Download

description: A dataset containing 32109492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 49.085278",
 "DecimalLatitude is less than or equal to 54.085278",
 "DecimalLongitude is greater than or equal to 5.0",
 "DecimalLongitude is less than or equal to 10.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 32109492 records from 842 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054117-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17869256
title: Dataset from Metagenomic Analysis PP and LDPE Plastispheres from an Intensive Agriculture Waste Landfill

description: Accesory data for publication about plastisphere metagenomic analysis, including:



DESeq2 files (2 files)

Phylogenetic analysis LMCO (6 files)

Annotation genome files (72 files)
DOI: 10.5281/zenodo.17945544
title: Dataset from Metagenomic Analysis PP and LDPE Plastispheres from an Intensive Agriculture Waste Landfill

description: Accesory data for publication about plastisphere metagenomic analysis, including:



DESeq2 files (2 files)

Phylogenetic analysis LMCO (6 files)

Annotation genome files (72 files)
DOI: 10.17605/osf.io/kbgpc
title: Empowering critical media literacy in EFL: Theachers’ evaluation of didactic materials involving the recognition of presupposed information

description: Data from the paper: According to teachers, how will the materials help students recognise the strategies of implicit communication. 

Abstract: This paper proposes to use a textual analysis procedure involving the recognition of linguistic implicitness to promote Critical Digital Literacy (CDL) in English as a Foreign Language (EFL) classrooms. The technique, called Implicit Content Extraction (ICE), allows detecting and analysing (non-bona fide true) presuppositions, thus enabling students to identify how much and what potentially manipulative information is being conveyed in a text. This technique has been put to the test in ready-to-use teaching materials oriented towards communicative tasks. The materials were evaluated by EFL teachers (N=10) who took part in a semi-structured interview. The analysis shows a positive reception of the materials, which meet the need for CDL and a willingness to implement the technique. Concerns about the explicit treatment of presuppositions are also addressed, pointing to a low ability of students and teachers to analyse implicit strategies in a text.
DOI: 10.15468/dl.nh7c8b
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Gabon",
 "OccurrenceStatus is Present",
 "TaxonKey is Strigidae"
 ]
}

 The dataset includes 312 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054124-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqmg8e
title: Occurrence Download

description: A dataset listing the 5 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fungal community across a tropical forest disturbance gradient"
 ]
}

 The dataset's 5 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054123-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5073/20201029-170047
title: Three-year benthic macroinvertebrate monitoring in ditches of the apple orchard region ‘Altes Land’

description: The data presented are related to the research article 'Chemical and biological monitoring of the load of plant protection products and of zoocoenoses in ditches of the orchard region Altes Land', which is only available in German. The benthic macro invertebrate data presented here were acquired from four ditches (three ditches were located in apple orchards, and one ditch was located in a grassland region) between 2001 and 2003. It is related to two field data sets, in which pesticide monitoring data and zooplankton monitoring data from the same ditches and time period have been presented.