cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13899699
title: Voxelized fragment dataset for machine learning
title: Implicit fragment dataset for machine learning

description: One of the primary challenges inherent in utilizing deep learning models is the scarcity and accessibility hurdles associated with acquiring datasets of sufficient size to facilitate effective training of these networks. This is particularly significant in object detection, shape completion, and fracture assembly. Instead of scanning a large number of real-world fragments, it is possible to generate massive datasets with synthetic pieces. However, realistic fragmentation is computationally intensive in the preparation (e.g., pre-factured models) and generation. Otherwise, simpler algorithms such as Voronoi diagrams provide faster processing speeds at the expense of compromising realism. Hence, it is required to balance computational efficiency and realism for generating large datasets for marching learning.

We proposed a GPU-based fragmentation method to improve the baseline Discrete Voronoi Chain aimed at completing this dataset generation task. The dataset in this repository includes voxelized fragments from high-resolution 3D models, curated to be used as training sets for machine learning models. More specifically, these models come from an archaeological dataset, which led to more than 1M fragments from 1,052 Iberian vessels. In this dataset, fragments are not stored individually; instead, the fragmented voxelizations are provided in a compressed binary file (.rle.zip). Once uncompressed, each fragment is represented by a different number in the grid. The class to which each vessel belongs is also included in class.csv. The GPU-based pipeline that generated this dataset is explained at https://doi.org/10.1016/j.cag.2024.104104.

Please, note that this dataset originally provided voxel data, point clouds and triangle meshes. However, we opted for including only voxel data because 1) the original dataset is too large to be uploaded to Zenodo and 2) the original intent of our paper is to generate implicit data in the form of voxels. If interested in the whole dataset (450GB), please visit the web page of our research institute.
DOI: 10.7910/dvn/xe1mxd
title: A16_32174.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/33cb1253-15fc-4de1-90c9-4e0c77000147'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/33cb1253-15fc-4de1-90c9-4e0c77000147
DOI: 10.7910/dvn/7wwndh
title: A16_32175.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/966adf18-81cc-4f9c-bb19-580bd00df3ef'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/966adf18-81cc-4f9c-bb19-580bd00df3ef
DOI: 10.7910/dvn/4cbp9v
title: A16_32176.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/dabf22fc-a2e8-4e3c-becf-6faa87367597'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/dabf22fc-a2e8-4e3c-becf-6faa87367597
DOI: 10.7910/dvn/by9zrh
title: A16_32177.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/9d903c00-54c2-4a2e-8eed-eb99db20fee9'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9d903c00-54c2-4a2e-8eed-eb99db20fee9
DOI: 10.7910/dvn/ktakmc
title: A16_32178.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/2b0c7f87-a5d4-49cc-ab1e-73d28be8c639'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/2b0c7f87-a5d4-49cc-ab1e-73d28be8c639
DOI: 10.7910/dvn/9lutr8
title: A16_32179.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/fcdb745b-39e1-44ef-975b-7326a65ef816'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/fcdb745b-39e1-44ef-975b-7326a65ef816
DOI: 10.7910/dvn/8ymnwu
title: A16_32180.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/4e5a52c6-3ca8-40b1-b01a-ec1cf6a4d86b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/4e5a52c6-3ca8-40b1-b01a-ec1cf6a4d86b
DOI: 10.7910/dvn/qmg8ov
title: A16_32181.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/b24d7bdc-9e61-4b2c-b463-a275dead734c'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b24d7bdc-9e61-4b2c-b463-a275dead734c
DOI: 10.5281/zenodo.13983632
title: NASA ASDC-DAAC CERES EBAF-TOA Ed2p8
DOI: 10.5281/zenodo.13983633
title: NASA ASDC-DAAC CERES EBAF-TOA Ed2p8
DOI: 10.7910/dvn/gnz2gb
title: A16_32183.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/85f61701-535d-4e49-9b36-c3a945a2df28'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/85f61701-535d-4e49-9b36-c3a945a2df28
DOI: 10.7910/dvn/dptruo
title: A16_32184.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/90e30391-f4cc-402d-96fb-0d81968bb722'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/90e30391-f4cc-402d-96fb-0d81968bb722
DOI: 10.7910/dvn/yvkzvi
title: A16_32185.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/2eef6ddc-b73e-4338-876c-a71564451ac7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/2eef6ddc-b73e-4338-876c-a71564451ac7
DOI: 10.7910/dvn/x0go1x
title: A16_32186.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/c2733ce6-98f9-44f3-982b-09658fa74bad'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/c2733ce6-98f9-44f3-982b-09658fa74bad
DOI: 10.7910/dvn/eebxrj
title: A16_32187.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/0d4fadf0-0093-4ab2-9c37-26a613cf129a'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/0d4fadf0-0093-4ab2-9c37-26a613cf129a
DOI: 10.7910/dvn/nmb6rd
title: A16_32189.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/a5778043-8b5b-48de-844e-6ed84f6900ed'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a5778043-8b5b-48de-844e-6ed84f6900ed
DOI: 10.7910/dvn/awueet
title: A16_32190.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/678f5951-4de4-4695-bafe-e3459acbf100'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/678f5951-4de4-4695-bafe-e3459acbf100
DOI: 10.7910/dvn/fnczgk
title: A16_32191.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/bb2046eb-8569-441e-b85c-3b719dde98a5'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/bb2046eb-8569-441e-b85c-3b719dde98a5
DOI: 10.7910/dvn/byslfk
title: A16_32192.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/37dcb7df-e328-4b80-83ee-3171ee6d955e'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/37dcb7df-e328-4b80-83ee-3171ee6d955e
DOI: 10.7910/dvn/kxlvqp
title: A16_32193.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/71cba7a4-35c8-432b-8f0e-a4f97a66ebc3'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/71cba7a4-35c8-432b-8f0e-a4f97a66ebc3
DOI: 10.7910/dvn/pr6lzp
title: A16_32194.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/5b6f740b-00aa-4915-8a6d-bb46a99a6d3f'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/5b6f740b-00aa-4915-8a6d-bb46a99a6d3f
DOI: 10.15468/dl.vv73yj
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Sus scrofa domesticus Linnaeus, 1758"
 ]
}

 The dataset includes 29 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032612-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/vqb15y
title: A16_32197.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/57e29780-6f75-4661-92d5-5276788e7ffb'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/57e29780-6f75-4661-92d5-5276788e7ffb
DOI: 10.7910/dvn/n2eua0
title: A16_32198.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/44090074-7317-404e-8e48-372d4200c213'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/44090074-7317-404e-8e48-372d4200c213
DOI: 10.7910/dvn/dkqtpf
title: A16_32199.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/26489f56-b9f8-404c-b782-8c524f97e038'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/26489f56-b9f8-404c-b782-8c524f97e038
DOI: 10.7910/dvn/klbsnl
title: A16_32201.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/54cb4d39-9420-4fb0-ac89-bd3d11351172'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/54cb4d39-9420-4fb0-ac89-bd3d11351172
DOI: 10.7910/dvn/l8iqnn
title: A16_32202.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/5ecc060a-18e1-4e3e-b6b4-1c4b68c589fa'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/5ecc060a-18e1-4e3e-b6b4-1c4b68c589fa
DOI: 10.7910/dvn/ugwtck
title: A16_32203.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/05a7b5e7-eccd-491a-9791-5869b15f811d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/05a7b5e7-eccd-491a-9791-5869b15f811d
DOI: 10.15468/dl.pgcsyw
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serpophaga subcristata subcristata"
 ]
}

 The dataset includes 153 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032613-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/gheb2e
title: A16_32204.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/bcebfe63-92a2-4d75-8433-f10146bfb70b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/bcebfe63-92a2-4d75-8433-f10146bfb70b
DOI: 10.7910/dvn/lxm2do
title: A16_32205.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/af1ee723-61d8-4e59-a920-161c262a88c7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/af1ee723-61d8-4e59-a920-161c262a88c7
DOI: 10.7910/dvn/75f76i
title: A16_32207.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/a8ba6ef9-ae1f-4ce0-b7a5-c62ec7f02e47'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a8ba6ef9-ae1f-4ce0-b7a5-c62ec7f02e47
DOI: 10.7910/dvn/efilju
title: A16_32208.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/58c9222b-fb11-41c5-8ce5-df3c5cd3ce6a'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/58c9222b-fb11-41c5-8ce5-df3c5cd3ce6a
DOI: 10.7910/dvn/bcfe4m
title: A16_32209.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3bdbb593-80ef-44bb-9076-f6c982cababf'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3bdbb593-80ef-44bb-9076-f6c982cababf
DOI: 10.7910/dvn/z1zru0
title: A16_32210.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/e1bf538a-3706-4254-931a-5006f25b1d48'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/e1bf538a-3706-4254-931a-5006f25b1d48
DOI: 10.7910/dvn/ju8a4n
title: A16_32211.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/23f688ad-ee56-443d-8707-6f5b0090e1c9'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/23f688ad-ee56-443d-8707-6f5b0090e1c9
DOI: 10.7910/dvn/mvr860
title: A16_32213.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7c3e548d-2ce8-4ecf-a789-08c5d5aaac1e'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7c3e548d-2ce8-4ecf-a789-08c5d5aaac1e
DOI: 10.7910/dvn/aiftpt
title: A16_32215.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f33f4d2c-c3c3-4d73-a8dd-8a7406f026a0'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f33f4d2c-c3c3-4d73-a8dd-8a7406f026a0
DOI: 10.7910/dvn/tvvg35
title: A16_32216.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/ecc96058-cc52-4ba1-bcda-d7814c7195ae'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/ecc96058-cc52-4ba1-bcda-d7814c7195ae
DOI: 10.15468/dl.yebdur
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serpophaga subcristata munda Berlepsch, 1893"
 ]
}

 The dataset includes 145 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032616-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/gxb460
title: A16_32217.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/b689586e-93cb-41f4-b97f-0938d8ce7048'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b689586e-93cb-41f4-b97f-0938d8ce7048
DOI: 10.7910/dvn/3tpagk
title: A16_32218.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/77a00384-45a2-4336-ab93-63d3dd9d3673'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/77a00384-45a2-4336-ab93-63d3dd9d3673
DOI: 10.7910/dvn/jyudg9
title: A16_32219.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3bc729a4-9b47-484f-ba59-96c514a340e4'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3bc729a4-9b47-484f-ba59-96c514a340e4
DOI: 10.15468/dl.zjvx3b
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Temnothorax curvispinosus",
 "Country is Canada",
 {
 "not" : {
 "InstitutionCode" : [
 "is one of (iNaturalist)"
 ]
 }
 }
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032615-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/aqwunn
title: A16_32221.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/ec7fcfcd-de1e-4239-a86b-01e707c3e0db'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/ec7fcfcd-de1e-4239-a86b-01e707c3e0db
DOI: 10.7910/dvn/z4r09b
title: A16_32222.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/9c61cf84-8d97-4e02-b060-5b2ccabd9107'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9c61cf84-8d97-4e02-b060-5b2ccabd9107
DOI: 10.7910/dvn/mzr8ko
title: A16_32223.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/9c62c4cc-b8e4-4967-8301-d9c4c3063a84'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9c62c4cc-b8e4-4967-8301-d9c4c3063a84
DOI: 10.7910/dvn/gdvifx
title: A16_32224.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/ed903266-c62b-446a-8c5d-ab2bf3383ef9'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/ed903266-c62b-446a-8c5d-ab2bf3383ef9
DOI: 10.7910/dvn/z7pcmj
title: A16_32225.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7142f52b-fb25-4d66-86c1-10291cad32d5'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7142f52b-fb25-4d66-86c1-10291cad32d5
DOI: 10.7910/dvn/yyvyfd
title: A16_32226.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/bb7471d6-900b-4943-b8e8-84f83f0d3268'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/bb7471d6-900b-4943-b8e8-84f83f0d3268
DOI: 10.7910/dvn/lzqoez
title: A16_32229.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f83ddde6-45bd-4eb2-bf4e-fe3e699aeb1d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f83ddde6-45bd-4eb2-bf4e-fe3e699aeb1d
DOI: 10.7910/dvn/lyrfsu
title: A16_32230.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/466d5e01-f32b-44f1-8f76-2aaf8f57593b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/466d5e01-f32b-44f1-8f76-2aaf8f57593b
DOI: 10.15468/dl.j4csvm
title: Occurrence Download

description: A dataset containing 1619 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peloridiidae"
 ]
}

 The dataset includes 1619 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032617-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ma09tj
title: A16_32232.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/8f2a1f77-3ca9-41be-be40-0a53ade332fc'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/8f2a1f77-3ca9-41be-be40-0a53ade332fc
DOI: 10.5281/zenodo.13982874
title: SERENA Task 1.4 – Definition of scenarios - Survey results

description: The internal EJP SOIL project SERENA contributed to the evaluation of soil multifunctionality aiming at providing assessment tools for land planning and soil policies at different scales. By co-working with relevant stakeholders, the project provided co-developed indicators and associated cookbooks to assess and map them, to report both on soil degradation, soil-based ecosystem services and their bundles, under actual conditions and for climate and land-use changes, at the regional, national, and European scales.
description: The dataset contains the answers to the questionnaire prepared to investigate the stakeholders opinions on general trends under different scenarios to encourage the cooperation in highlighting the most relevant trends for further development.
description: Disclaimer:The data are derived from the calculation of indicators based on a standard methodology established as part of the EJP Soil SERENA programme. Please keep in mind that:

- It is the result of a modelling exercise and does not necessarily reflect reality.

- Despite the efforts made to provide reliable data, the results may contain inconsistencies, depending in particular on the raw data available and level of accuracy and prior knowledge of the technical choices made.

- It is necessary to consider how the results have been obtained in order to decide on their relevance in relation to the intended purpose of reuse.

- These results are interesting from a scientific point of view, but their use for environmental management and policy issues should be done keeping the previous aspects in mind and complementing when necessary the provided results with the best available data.

Finally, it is the responsibility of the users of this information to decide whether it is appropriate to use these data and whether the data meet their needs. The authors of this resource can in no way be held responsible for the results obtained from the use of this data.
DOI: 10.5281/zenodo.13982875
title: SERENA Task 1.4 – Definition of scenarios - Survey results

description: The internal EJP SOIL project SERENA contributed to the evaluation of soil multifunctionality aiming at providing assessment tools for land planning and soil policies at different scales. By co-working with relevant stakeholders, the project provided co-developed indicators and associated cookbooks to assess and map them, to report both on soil degradation, soil-based ecosystem services and their bundles, under actual conditions and for climate and land-use changes, at the regional, national, and European scales.
description: The dataset contains the answers to the questionnaire prepared to investigate the stakeholders opinions on general trends under different scenarios to encourage the cooperation in highlighting the most relevant trends for further development.
description: Disclaimer:The data are derived from the calculation of indicators based on a standard methodology established as part of the EJP Soil SERENA programme. Please keep in mind that:

- It is the result of a modelling exercise and does not necessarily reflect reality.

- Despite the efforts made to provide reliable data, the results may contain inconsistencies, depending in particular on the raw data available and level of accuracy and prior knowledge of the technical choices made.

- It is necessary to consider how the results have been obtained in order to decide on their relevance in relation to the intended purpose of reuse.

- These results are interesting from a scientific point of view, but their use for environmental management and policy issues should be done keeping the previous aspects in mind and complementing when necessary the provided results with the best available data.

Finally, it is the responsibility of the users of this information to decide whether it is appropriate to use these data and whether the data meet their needs. The authors of this resource can in no way be held responsible for the results obtained from the use of this data.
DOI: 10.5281/zenodo.13983195
title: SERENA Task 1.4 – Definition of scenarios - Survey results

description: The internal EJP SOIL project SERENA contributed to the evaluation of soil multifunctionality aiming at providing assessment tools for land planning and soil policies at different scales. By co-working with relevant stakeholders, the project provided co-developed indicators and associated cookbooks to assess and map them, to report both on soil degradation, soil-based ecosystem services and their bundles, under actual conditions and for climate and land-use changes, at the regional, national, and European scales.
description: The dataset contains the answers to the questionnaire prepared to investigate the stakeholders opinions on general trends under different scenarios to encourage the cooperation in highlighting the most relevant trends for further development.
description: Disclaimer:The data are derived from the calculation of indicators based on a standard methodology established as part of the EJP Soil SERENA programme. Please keep in mind that:

- It is the result of a modelling exercise and does not necessarily reflect reality.

- Despite the efforts made to provide reliable data, the results may contain inconsistencies, depending in particular on the raw data available and level of accuracy and prior knowledge of the technical choices made.

- It is necessary to consider how the results have been obtained in order to decide on their relevance in relation to the intended purpose of reuse.

- These results are interesting from a scientific point of view, but their use for environmental management and policy issues should be done keeping the previous aspects in mind and complementing when necessary the provided results with the best available data.

Finally, it is the responsibility of the users of this information to decide whether it is appropriate to use these data and whether the data meet their needs. The authors of this resource can in no way be held responsible for the results obtained from the use of this data.
DOI: 10.7910/dvn/afm2gq
title: A16_32233.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/0f24c3a0-d9a2-4851-aff8-f54e058f940b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/0f24c3a0-d9a2-4851-aff8-f54e058f940b
DOI: 10.7910/dvn/sxawsj
title: A16_32236.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/31b57d5f-19ae-46e3-a23e-d2c8026c1bc9'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/31b57d5f-19ae-46e3-a23e-d2c8026c1bc9
DOI: 10.7910/dvn/yjmxxr
title: A16_32238.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f91786ec-7183-4339-8a5f-92e0416fa1f5'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f91786ec-7183-4339-8a5f-92e0416fa1f5
DOI: 10.7910/dvn/uhhuqh
title: A16_32239.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/81d47455-e32a-4805-a022-8d50b3eb45ee'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/81d47455-e32a-4805-a022-8d50b3eb45ee