cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17988699
title: Implementation of four conceptual rainfall-runoff models to simulate drought-to-flood transitions in Chile and Switzerland

description: Here, we present the calibrated parameters for the different 60 KGE configurations (5 KGE formulations x 3 streamflow transformations x 4 weights), 4 hydrological models (GR4J, GR5J, GR6J, and TUW), and 63 catchments (24 in Chile and 39 in Switzerland; see "_Study_domain_filter_v2025_v4.png") used to prepare the manuscript “How well do hydrological models simulate streamflow extremes and drought-to-flood transitions” submitted for consideration for publication in Hydrology and Earth System Sciences (HESS). Additionally, performance metrics and figures for the observed and simulated transitions are included.

Each ZIP file contains several CSV data files and PNG images (see "Folders_structure.png"). The name of the folders is given by the database (i.e., CAMELS-CL or CAMELS-CH), followed by the code associated with the station (id_gauge). Thus, the file "camelscl_5722002.zip" corresponds to the catchment with code 5722002 associated with the CAMELS-CL database.

Additionally, two zip folders are included, containing:



Basic_Scripts.zip: Basic R-functions used to configure the hydrological models, identify streamflow extreme events and their transitions, and analyze the ability of models to capture such events.

summary.zip: Compilation of the results retrieved from the analysis of the simulations across catchments (i.e. merge the '02_Analysis_DDS' folders).
DOI: 10.3535/042-fxn-gpe
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/042-g6f-p8r
title: Ribes nigrum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.14803500
title: Implementation of four conceptual rainfall-runoff models to simulate drought-to-flood transitions in Chile and Switzerland

description: Here, we present the calibrated parameters for the different 60 KGE configurations (5 KGE formulations x 3 streamflow transformations x 4 weights), 4 hydrological models (GR4J, GR5J, GR6J, and TUW), and 63 catchments (24 in Chile and 39 in Switzerland; see "_Study_domain_filter_v2025_v4.png") used to prepare the manuscript “How well do hydrological models simulate streamflow extremes and drought-to-flood transitions” submitted for consideration for publication in Hydrology and Earth System Sciences (HESS). Additionally, performance metrics and figures for the observed and simulated transitions are included.

Each ZIP file contains several CSV data files and PNG images (see "Folders_structure.png"). The name of the folders is given by the database (i.e., CAMELS-CL or CAMELS-CH), followed by the code associated with the station (id_gauge). Thus, the file "camelscl_5722002.zip" corresponds to the catchment with code 5722002 associated with the CAMELS-CL database.

Additionally, two zip folders are included, containing:



Basic_Scripts.zip: Basic R-functions used to configure the hydrological models, identify streamflow extreme events and their transitions, and analyze the ability of models to capture such events.

summary.zip: Compilation of the results retrieved from the analysis of the simulations across catchments (i.e. merge the '02_Analysis_DDS' folders).
DOI: 10.3535/042-hp5-mp2
title: Ranunculus schmalhausenii Luferov

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.bt6fsj
title: Occurrence Download

description: A dataset containing 40628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -30.0",
 "DecimalLatitude is less than or equal to -25.0",
 "DecimalLongitude is greater than or equal to -75.0",
 "DecimalLongitude is less than or equal to -70.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 40628 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060661-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/042-mza-q6r
title: Sisymbrium officinale (L.) Scop.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/042-n96-5c7
title: Avenula pubescens (Huds.) Dumort.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/042-vcf-svy
title: Rhynchospora fusca (L.) W.T.Aiton

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/042-ya1-fz5
title: Alnus incana x subsp. incana × subsp. kolaënsis

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/042-yz2-vqr
title: Neottia nidus-avis (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/042-18r-anf
title: Schoenoplectus lacustris (L.) Palla

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/042-3e5-xwe
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-12s-kd0
title: Picea abies (L.) H.Karst.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-cge-wsx
title: Sagina saginoides (L.) Karst.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-etn-jsv
title: Rorippa palustris (L.) Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-gaf-95g
title: Fragaria vesca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-q9z-f26
title: Populus tremula L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-svd-dn3
title: Lotus corniculatus subsp. corniculatus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-tsh-7d7
title: Thalictrum flavum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-vrw-aa7
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-w37-5b6
title: Myosurus minimus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.h29krc
title: Occurrence Download

description: A dataset containing 14613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juniperus thurifera",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14613 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060663-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/043-wxr-k17
title: Alchemilla baltica Sam. ex Juz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-z2r-lh7
title: Alchemilla glabra Neygenf.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/043-zsq-49x
title: Carex vesicaria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/044-21j-qf7
title: Agrimonia eupatoria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/044-5re-29p
title: Potentilla crantzii (Crantz) Beck ex Fritsch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/044-bj6-eax
title: Carex vaginata Tausch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/044-ewt-lcw
title: Carex lasiocarpa Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/044-ny0-4gn
title: Dryopteris cristata (L.) A. Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/044-sc9-n8e
title: Erodium cicutarium (L.) L'Hér.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/044-wfv-304
title: Festuca rubra L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/045-1bp-t4d
title: Equisetum hyemale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/045-86q-q0t
title: Neottia nidus-avis (L.) Rich.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17989331
title: Fine-tuning large language models to generate single-atom catalyst synthesis procedures

description: This repository contains five JSON files that serve as the supplementary dataset for our work, “Fine-tuning large language models to generate single-atom catalyst synthesis procedures.”

The first three files constitute the training, validation, and test sets used to fine-tune and evaluate the IBM Granite 3.2-8B Instruct model on single-atom catalyst (SAC) synthesis procedures. These files include 6648 (train), 1663 (validation), and 565 (test) synthesis paragraphs, respectively, along with metadata for the source publications from which the paragraphs were extracted.

Two additional files: HT_SP_synthesis_validation and SP_synthesis_validation provide the human validation and scoring of the LLM-generated SAC synthesis recipes as described in the manuscript
DOI: 10.3535/045-ad9-m42
title: Isatis tinctoria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/045-nfk-pc5
title: Salix caprea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17989330
title: Fine-tuning large language models to generate single-atom catalyst synthesis procedures

description: This repository contains five JSON files that serve as the supplementary dataset for our work, “Fine-tuning large language models to generate single-atom catalyst synthesis procedures.”

The first three files constitute the training, validation, and test sets used to fine-tune and evaluate the IBM Granite 3.2-8B Instruct model on single-atom catalyst (SAC) synthesis procedures. These files include 6648 (train), 1663 (validation), and 565 (test) synthesis paragraphs, respectively, along with metadata for the source publications from which the paragraphs were extracted.

Two additional files: HT_SP_synthesis_validation and SP_synthesis_validation provide the human validation and scoring of the LLM-generated SAC synthesis recipes as described in the manuscript
DOI: 10.3535/045-q1d-2ye
title: Juncus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/045-zzz-tl3
title: Rhynchospora fusca (L.) W.T.Aiton

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-1cp-ntt
title: Luzula multiflora subsp. multiflora

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-1lm-86b
title: Juncus ranarius Songeon & E. P. Perrier

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-2ke-ya5
title: Juncus biglumis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-2sa-m4s
title: Prunus padus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-409-119
title: Juncus alpinoarticulatus subsp. rariflorus (Hartm.) Breistr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-40t-5p6
title: Milium effusum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-85r-chl
title: Salix L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-9b9-cnx
title: Arabidopsis × suecica (Fr.) Norrl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-csa-dhc
title: Corydalis intermedia (L.) Mérat

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-ebd-2yh
title: Poa angustifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-nyq-dbx
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-pwl-gyg
title: Lipandra polysperma (L.) S. Fuentes, Uotila & Borsch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-t66-cmg
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/046-tnw-y7m
title: Carex limosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-2zc-q6d
title: Trollius europaeus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-53b-s16
title: Lepidium ruderale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-78f-k3y
title: Rhododendron tomentosum (Stokes) Harmaja

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-9ym-fd7
title: Juncus effusus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-a3e-mt5
title: Epipactis palustris (L.) Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-h71-6ly
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-tc8-81y
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-ycd-y8q
title: Juncus gerardi Loisel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-ysq-dj6
title: Trifolium hybridum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/047-fv2-m30
title: Carex rostrata Stokes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/048-68n-1dh
title: Cerastium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/048-ars-sr8
title: Cardamine amara L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/048-b42-fql
title: Carex disperma Dewey

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/048-dgs-v4s
title: Vicia cracca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/048-e1p-yj4
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/048-mey-caq
title: Myrica gale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/049-2hs-1ly
title: Potamogeton compressus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/049-3vg-j2c
title: Salix L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/049-42g-y10
title: Sparganium natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/049-c39-ejb
title: Luzula sudetica (Willd.) Schult.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/049-kl7-swz
title: Juncus compressus Jacq.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/049-llj-1sb
title: Luzula pallescens Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/049-p7e-asb
title: Spergula morisonii Boreau

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-14v-c99
title: Carex disticha Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-1zk-jl8
title: Luzula multiflora subsp. multiflora

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/048-8ec-6g4
title: Agrostis capillaris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-3ky-bzr
title: Parnassia palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/049-4hv-t1t
title: Rhododendron tomentosum (Stokes) Harmaja

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-59z-xwk
title: Diplazium sibiricum (Turcz. ex Kunze) Sa. Kurata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-7cj-nxt
title: Stuckenia pectinata (L.) Börner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-bwz-p80
title: Carex dioica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-h2w-crn
title: Lolium pratense (Huds.) Darbysh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-hm9-870
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-ww2-sar
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-ytr-ay6
title: Vicia hirsuta (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-8lp-v5d
title: Ribes spicatum subsp. spicatum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-8pb-kv5
title: Matteuccia struthiopteris (L.) Tod.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-98p-hev
title: Amaranthus retroflexus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-bsn-e70
title: Viscaria alpina (L.) G. Don

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-ede-kcm
title: Lemna gibba L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04a-lne-sxk
title: Viscaria alpina (L.) G. Don

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-mkr-3sv
title: Dryas octopetala L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-ny2-9g9
title: Draba verna L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-q03-dfj
title: Equisetum fluviatile L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-t4x-xqv
title: Ranunculus flammula subsp. flammula

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04b-xlj-tq3
title: Fagopyrum esculentum Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.7910/dvn/2ns3xc
title: Conceptual Framework for Adaptive Biohybrid Neural Interfaces: Innovations in Medical Neural Engineering to Address Biocompatibility and Energy Efficiency Challenges

description: This conceptual paper proposes an adaptive biohybrid neural interface (ABNI) framework that integrates living immune cells (monocytes) with subcellular-sized wireless photovoltaic electronic devices to enable minimally invasive, targeted closed-loop neuromodulation in inflamed brain regions. Drawing from recent advances in biohybrid technologies, the framework addresses key challenges in neural engineering, including biocompatibility, energy efficiency, and chronic implant stability. We present rigorous mathematical models with detailed derivations, Python-based simulations using replicable real-world data, advanced sensitivity analysis, quantitative statistics, Bayesian inference, uncertainty quantification, and falsifiability assessments. Supported by high-fidelity TikZ diagrams, comparative tables, and citations from prestigious peer-reviewed journals, this work outlines a multi-phase roadmap from experimentation to manufacturing, emphasizing ethical considerations and self-contained data availability.
DOI: 10.3535/04b-xxx-xpp
title: Carex chordorrhiza L.f.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04c-2p1-3n7
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04c-853-h7a
title: Salix myrsinifolia subsp. myrsinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04c-8mx-21y
title: Carex recta Boott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04c-jdr-f73
title: Carex bigelowii subsp. bigelowii

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04c-rxf-qzb
title: Elymus macrourus (Turcz. ex Steud.) Tzvelev

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04c-t24-k7g
title: Luzula spicata (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04d-5qm-xfv
title: Trigonella L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04d-bcc-98f
title: Ceratophyllum demersum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04c-qq8-v0b
title: Salix myrtilloides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/04d-e9l-9jp
title: Saxifraga cernua L.

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