cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/ar/s73wtp
title: PAN-00146305 - plate (type unknown; South-Gaulish terra sigillata)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00146305&lt;/p&gt;
description: Modified: 2025-11-17T12:14:58+01:00
DOI: 10.17632/6c7n4ryydx
title: Optimal and Nash Equilibrium Harvests in Dynamic Systems: A Markov Decision Process Approach with Applications to Predator-Prey Models

description: Dataset contains R code for analysis and visualistions as well as the data generated for the purpose of the paper.

Continuous time method (CTM) analysis can be reproduced using files:
- CTM_predator_harvesting.R
- CTM_predator_harvesting_noprey.R
- CTM_prey_harvesting.R
- CTM_prey_harvesting_nopred.R
Each file conducts analysis for harvesting specific species in two versions - when other species is present or not.
User have to change the parameters of the model manually.

Markov decision process (MDP) approach form both Nash equilibrium and optimal harvest can be reproduced using file:
- MDP_predator_prey.R
File contains all scripts used for the analysis and saves the results in Output folder. Scripts are run from command line in R.

Other elments of data analysis such as trajectory analysis and hierarchical cluster analysis can be reproduced using file:
- data_analysis.R
File should be copied to the specific result folder in Output folder. Scripts are run from command line in R.

Visualisations can be reproduced using file:
- visualisations.R
File should be copied to the specific result folder in Output folder. Scripts are run from command line in R.
DOI: 10.3535/0hz-ds4-pqq
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0hz-fg5-mg7
title: Cerastium semidecandrum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0hz-l51-san
title: Trollius europaeus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0hz-n6k-hy9
title: Filipendula vulgaris Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/6c7n4ryydx.2
title: Optimal and Nash Equilibrium Harvests in Dynamic Systems: A Markov Decision Process Approach with Applications to Predator-Prey Models

description: Dataset contains R code for analysis and visualistions as well as the data generated for the purpose of the paper.

Continuous time method (CTM) analysis can be reproduced using files:
- CTM_predator_harvesting.R
- CTM_predator_harvesting_noprey.R
- CTM_prey_harvesting.R
- CTM_prey_harvesting_nopred.R
Each file conducts analysis for harvesting specific species in two versions - when other species is present or not.
User have to change the parameters of the model manually.

Markov decision process (MDP) approach form both Nash equilibrium and optimal harvest can be reproduced using file:
- MDP_predator_prey.R
File contains all scripts used for the analysis and saves the results in Output folder. Scripts are run from command line in R.

Other elments of data analysis such as trajectory analysis and hierarchical cluster analysis can be reproduced using file:
- data_analysis.R
File should be copied to the specific result folder in Output folder. Scripts are run from command line in R.

Visualisations can be reproduced using file:
- visualisations.R
File should be copied to the specific result folder in Output folder. Scripts are run from command line in R.
DOI: 10.3535/0hz-q80-j2s
title: Carex nigra (L.) Reichard

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0hz-tdd-6mh
title: Sisymbrium altissimum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-0mw-5fb
title: Cardamine pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-15p-c7v
title: Comarum palustre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-2ge-y5x
title: Milium effusum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0hy-v05-dz2
title: Trifolium spadiceum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-90d-rrt
title: Arabidopsis × suecica (Fr.) Norrl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-cdh-9g5
title: Hordeum jubatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-f80-vtj
title: Trifolium spadiceum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-gvj-ch9
title: Alopecurus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-gxn-h5z
title: Stellaria crassifolia Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-jf1-bpq
title: Chenopodium ficifolium Sm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-lv9-9xz
title: Platanthera bifolia (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-p4m-3lf
title: Equisetum palustre L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-pbz-r95
title: Poa alpina L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-pfm-gab
title: Juncus gerardi Loisel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j0-v8e-cfs
title: Scheuchzeria palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-4nr-9r3
title: Diphasiastrum complanatum subsp. complanatum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-4z5-xfw
title: Lathyrus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-5p1-j0e
title: Dryopteris Adans.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-5r1-ta7
title: Thalictrum flavum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-686-d1x
title: Silene tatarica (L.) Pers.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-b3l-hx6
title: Guenthera persica subsp. persica

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-fls-x7v
title: Agrostemma githago L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-k7k-0p1
title: Prunus padus x ssp. borealis × ssp. padus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-mv8-mvr
title: Betula pendula Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-ph6-0fl
title: Phleum pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-pqt-hwd
title: Chrysosplenium alternifolium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j1-1kw-th5
title: Rorippa palustris (L.) Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j2-3z4-ha9
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j2-40t-84c
title: Lathyrus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j2-b2q-f82
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j2-e78-cjy
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j2-ghz-1p4
title: Dianthus superbus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j2-gnt-0k6
title: Allium ursinum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j2-z8d-4bg
title: Alisma plantago-aquatica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j3-gfh-tzc
title: Rosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j3-ml7-6jj
title: Rorippa palustris (L.) Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j3-n0g-7ba
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j3-nxv-vp4
title: Rumex acetosella subsp. acetosella

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j3-rcb-6t3
title: Saxifraga cespitosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j2-rcx-6hb
title: Alopecurus aequalis Sobol.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j3-pv7-mn1
title: Vicia hirsuta (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j4-6fs-y0f
title: Noccaea Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j4-8eh-92b
title: Neottia cordata (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j4-cvd-c10
title: Lathyrus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j4-e8m-1w4
title: Alchemilla filicaulis Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j4-fda-2jr
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j4-kdl-r4p
title: Calamagrostis epigejos (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j4-lwy-5ec
title: Avena sativa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j4-tqd-zkd
title: Saxifraga cernua L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j4-wyg-yrf
title: Anemone trifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j5-0sc-nft
title: Fragaria vesca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j5-2j8-hjm
title: Hammarbya paludosa (L.) Kuntze

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j5-6mr-3f0
title: Lotus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j5-6z2-p1p
title: Plantago lanceolata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17774099
title: Nasser et al. 2026 - BVP ISF - NEMO Simulations

description: This repository contains the NEMO simulations presented in Nasser et al. (2026), along with the modified NEMO ocean code used to produce them. Brinkman penalization is introduced through the dedicated branch bvp_isomip and implemented within the mysomip test configuration.
DOI: 10.3535/0j5-r1v-kwa
title: Carex loliacea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j5-t1m-h5l
title: Salix glauca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j5-thg-lvf
title: Stellaria alsine Grimm

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17774098
title: Nasser et al. 2026 - BVP ISF - NEMO Simulations

description: This repository contains the NEMO simulations presented in Nasser et al. (2026), along with the modified NEMO ocean code used to produce them. Brinkman penalization is introduced through the dedicated branch bvp_isomip and implemented within the mysomip test configuration.
DOI: 10.3535/0j6-akh-xqf
title: Achnatherum calamagrostis (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-ddb-svr
title: Rumex acetosella subsp. acetosella

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-gec-kc1
title: Cherleria biflora (L.) A. J. Moore & Dillenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-pqe-0t5
title: Atriplex littoralis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-q2h-vvn
title: Fumaria officinalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-rnq-ay6
title: Danthonia decumbens (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-vrl-pqx
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-yxd-fx8
title: Alchemilla hirsuticaulis H. Lindb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j5-sdc-h7t
title: Triglochin palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-ej2-elh
title: Lepidium ruderale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-gbl-v91
title: Rumex hydrolapathum (Scop.) Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j6-whb-jbn
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-9hm-qar
title: Alnus incana f. subsp. incana var. incana f. lobata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-d3e-jfx
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-jce-vsb
title: Saponaria officinalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-ktv-9nv
title: Trifolium repens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-lsr-rae
title: Carex leporina L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-n95-p2f
title: Polypodium vulgare L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-p47-ytm
title: Gagea minima (L.) Ker Gawl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-qnf-8tk
title: Alnus incana (L.) Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-v3a-18k
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-vgf-5hn
title: Dactylorhiza incarnata (L.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j7-w4a-nve
title: Rhamphospermum arvense (L.) Andrz. ex Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j8-4z2-a8e
title: Melilotus officinalis (L.) Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j8-6kk-3dx
title: Juniperus communis var. saxatilis Pall.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j8-8jq-qrh
title: Ribes L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j8-gtx-xg0
title: Trollius europaeus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j8-j88-7jc
title: Scleranthus annuus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j8-1sw-ppq
title: Alchemilla baltica Sam. ex Juz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j8-brn-s55
title: Eriophorum vaginatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.25934/pr00012445
title: A Double-blind, Randomized, Placebo-controlled Multicenter Study to Investigate Efficacy and Safety of Elinzanetant for the Treatment of Vasomotor Symptoms Over 26 Weeks in Postmenopausal Women

description: Researchers are looking for a better way to treat women who have hot flashes after women have been through the menopause. Hot flashes are caused by the hormonal changes that happen when a woman's body has been through the menopause. Menopause is when women stop having a menstrual cycle, also called a period. During the menopause, the ovaries increasingly produce less sex hormones as a result of the natural ageing process and related hormonal adjustments. The decline in hormone production can lead to various symptoms which, in some cases, can have a very adverse effect on a menopausal woman's quality of life.The study treatment, elinzanetant, was developed to treat symptoms caused by hormonal changes. It works by blocking a protein called neurokinin from sending signals to other parts of the body, which is thought to play a role in starting hot flashes. There are treatments for hot flashes in women who have been through the menopause, but may cause medical problems for some people.In this study, the researchers will learn how well elinzanetant works compared to a placebo in women who have been through the menopause and have hot flashes. A placebo looks like a treatment but does not have any medicine in it. To compare these study treatments, the doctors will ask the participants to record information about the participants' hot flashes in an electronic diary. The researchers will study the number of hot flashes the participants have and how severe the hot flashes are. The researchers will look at the results from before treatment, after 4 weeks, and after 12 weeks of treatment.The participants in this study will take two capsules of either elinzanetant or the placebo once a day. The participants who take elinzanetant will take it for 26 weeks. The participants who take the placebo will take it for 12 weeks and then take elinzanetant for the next 14 weeks.During the study, the participants will visit the site approximately 9 times and perform 1 visit by phone. Each participant will be in the study for approximately 36 weeks. The treatment duration will be 26 weeks.During the study, the participants will:* record information about the participants' hot flashes in an electronic diary* answer questions about the participants' symptomsThe doctors will:* check the participants' health* take blood samples* ask the participants questions about what medicines the participants are taking and if the participants are having adverse events An adverse event is any medical problem that a participant has during a study. Doctors keep track of all adverse events that happen in studies, even if doctors do not think the adverse events might be related to the study treatments.
DOI: 10.3535/0j8-ljb-qck
title: Potentilla crantzii (Crantz) Beck ex Fritsch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0j8-v65-tkd
title: Lathyrus vernus (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.