cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17469754
title: Prospective climate change impacts of Swiss forest management and wood utilization strategies by integrating biogenic carbon dynamics

description: Forest Management and Wood Utilization Scenario Results for Switzerland (2014-2113)

This dataset contains annual time-series results from dynamic life cycle assessment of Swiss forest management and wood utilization strategies across five production regions (Jura, Plateau, Pre-Alps, Alps, Southern Alps) and national level.

Scenarios included:



Forest management: REF (reference) and IH (increased harvest)

Wood utilization: BAU (business-as-usual), IM (increased material use), IC (chemical substitution), EL (extended lifetime)

Substitution cases: High-impact (best-case) and low-impact (worst-case) substitution assumptions


Variables (annual values):



harvested_mtco2pa: Annual harvest volume (Mt CO₂ yr⁻¹)

harvested_all_mm3pa: Annual harvest volume (million m³ yr⁻¹)

annual_growth_mtco2pa: Annual forest growth (Mt CO₂ yr⁻¹)

above_ground_biomass_mtco2: Above-ground living biomass stock (Mt CO₂)

co2_ethylene_bio_mtco2: CO₂ emissions from bio-based ethylene production (Mt CO₂ yr⁻¹)

co2_ethylene_fossil_mtco2: CO₂ emissions from fossil ethylene (substitution reference) (Mt CO₂ yr⁻¹)

co2_heat_wood_mtco2: CO₂ emissions from wood combustion for heat (Mt CO₂ yr⁻¹)

co2_heat_fossil_mtco2: CO₂ emissions from fossil fuel heating (substitution reference) (Mt CO₂ yr⁻¹)

co2_material_wood_mtco2: CO₂ emissions from wood-based materials production (Mt CO₂ yr⁻¹)

co2_material_non_wood_mtco2: CO₂ emissions from non-wood materials (substitution reference) (Mt CO₂ yr⁻¹)

nep_above_mtco2pa: Net ecosystem productivity - aboveground (Mt CO₂ yr⁻¹)

nep_below_mtco2pa: Net ecosystem productivity - belowground (soil, litter, deadwood) (Mt CO₂ yr⁻¹)

radiative_forcing_wpm2: Instantaneous radiative forcing (W m⁻²)


Data structure:



One row per year (2014-2113), region, and scenario combination

Positive values indicate emissions; negative values indicate sequestration or substitution credits

Data generated using MASSIMO forest model, YASSO07 soil model, and prospective LCA with brightway / premise
DOI: 10.5281/zenodo.17469786
title: Abfall in der Gastronomie /

description: Sample preview of Abfall in der Gastronomie /. Full dataset available at https://buy.stripe.com/9B6cN48iTh1rdRAbJV0cs0p
DOI: 10.5281/zenodo.17469787
title: Abfall in der Gastronomie /

description: Sample preview of Abfall in der Gastronomie /. Full dataset available at https://buy.stripe.com/9B6cN48iTh1rdRAbJV0cs0p
DOI: 10.15468/dl.fwk4vk
title: Occurrence Download

description: A dataset containing 1308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pachira glabra"
 ]
}

 The dataset includes 1308 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005630-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztk4aj
title: Occurrence Download

description: A dataset containing 36585 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hoplias malabaricus"
 ]
}

 The dataset includes 36585 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005631-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zd4v4
title: Occurrence Download

description: A dataset containing 5957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Castilleja affinis"
 ]
}

 The dataset includes 5957 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005632-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17469797
title: Land use may alter wild solitary bee communities along an urban-rural-forest gradient in Brazil
DOI: 10.5281/zenodo.17469796
title: Land use may alter wild solitary bee communities along an urban-rural-forest gradient in Brazil
DOI: 10.5281/zenodo.17469803
title: Abfall von Obst und Gemüse (Optik) /

description: Sample preview of Abfall von Obst und Gemüse (Optik) /. Full dataset available at https://buy.stripe.com/eVqfZg42D7qR3cWbJV0cs0o
DOI: 10.5281/zenodo.17469804
title: Abfall von Obst und Gemüse (Optik) /

description: Sample preview of Abfall von Obst und Gemüse (Optik) /. Full dataset available at https://buy.stripe.com/eVqfZg42D7qR3cWbJV0cs0o
DOI: 10.15468/dl.aa2f38
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New records of Crabronidae fauna (Hymenoptera, Apoidea) of Tunisia"
 ]
}

 The dataset includes 93 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005633-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mu29w2
title: Occurrence Download

description: A dataset containing 1746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Castilleja subinclusa"
 ]
}

 The dataset includes 1746 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005634-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fm3mba
title: Occurrence Download

description: A dataset containing 181198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ambrosia artemisiifolia"
 ]
}

 The dataset includes 181198 records from 1545 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005618-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdc8jg
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Malva pusilla"
 ]
}

 The dataset includes 24 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081236-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uacevt
title: Occurrence Download

description: A dataset containing 1995 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Fusarium",
 "Year 1902-2026"
 ]
}

 The dataset includes 1995 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081234-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwcwnn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Catalogue of the Alucitoidea of the World"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081237-251120083545085/datasets/export for details.
DOI: 10.15468/dl.zcmjkj
title: Occurrence Download

description: A dataset containing 12841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence, Machine Observation)",
 "GadmGid is CHN.13_1",
 "Geometry POLYGON((107.97036785376663 31.054892812950243,111.97036785376663 31.054892812950243,111.97036785376663 35.05489281295024,107.97036785376663 35.05489281295024,107.97036785376663 31.054892812950243))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 12841 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081239-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2u3nu
title: Occurrence Download

description: A dataset containing 960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Isoetaceae"
 ]
}

 The dataset includes 960 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081238-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14433804
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.6084/m9.figshare.31026267
title: An interprofessional approach to treat bodily distress disorder in Swiss primary care – a quality improvement study

description: Managing bodily distress disorder (BDD) requires an interprofessional, holistic therapeutic approach, which can be challenging to implement in routine care. The aim was to evaluate a care pathway for patients with BDD involving general practitioners (GPs) and physiotherapists. Participants were patients aged 18 years or older with BDD symptoms and the PHQ-15 (Patient Health Questionnaire 15-Item) score &gt; 9. The treatment consisted of patient education by GPs about BDD and stress, sleep interventions, physical exercises and support to develop an active lifestyle (&gt; 150 min per week of moderate-intensity physical activity), as measured with the Physical Activity Vital Sign (PAVS). Patient outcomes (PHQ-15 and PAVS) were compared at baseline and after six months. A survey assessed the perspectives of both patients and health professionals about the treatment. A total of 70 patients treated by 11 GPs and 6 physiotherapists were involved. Comparing outcomes at baseline vs. after six months (median [IQR]): PHQ-15 decreased, 14 [11, 17] vs. 8 [5, 12], <i>p</i> &lt; 0.001; PAVS increased, 60 [30, 120] vs. 120 [60, 180], <i>p</i> &lt; 0.001; GP confidence (scale 0–100) in treating BDD increased, 50 [38, 66] vs. 82 [66, 85], <i>p</i> = 0.005. Feedback from patients, GPs and physiotherapists about the intervention was positive. The interprofessional care pathway for patients with BDD had a positive impact on patient outcomes, GP treatment confidence, and was well-received by both patients and health professionals. It can be adapted across primary care systems and tailored to local contexts to improve the quality of care. Educating patients about bodily distress disorder (BDD) and stress, sleep hygiene and supporting an active lifestyle improves patient outcomes.GPs’ treatment confidence improves with collaboration with physiotherapists.The interdisciplinary approach to BDD can be adapted across primary care systems and tailored to local contexts to improve the quality of care. Educating patients about bodily distress disorder (BDD) and stress, sleep hygiene and supporting an active lifestyle improves patient outcomes. GPs’ treatment confidence improves with collaboration with physiotherapists. The interdisciplinary approach to BDD can be adapted across primary care systems and tailored to local contexts to improve the quality of care.
DOI: 10.6084/m9.figshare.31026267.v1
title: An interprofessional approach to treat bodily distress disorder in Swiss primary care – a quality improvement study

description: Managing bodily distress disorder (BDD) requires an interprofessional, holistic therapeutic approach, which can be challenging to implement in routine care. The aim was to evaluate a care pathway for patients with BDD involving general practitioners (GPs) and physiotherapists. Participants were patients aged 18 years or older with BDD symptoms and the PHQ-15 (Patient Health Questionnaire 15-Item) score &gt; 9. The treatment consisted of patient education by GPs about BDD and stress, sleep interventions, physical exercises and support to develop an active lifestyle (&gt; 150 min per week of moderate-intensity physical activity), as measured with the Physical Activity Vital Sign (PAVS). Patient outcomes (PHQ-15 and PAVS) were compared at baseline and after six months. A survey assessed the perspectives of both patients and health professionals about the treatment. A total of 70 patients treated by 11 GPs and 6 physiotherapists were involved. Comparing outcomes at baseline vs. after six months (median [IQR]): PHQ-15 decreased, 14 [11, 17] vs. 8 [5, 12], <i>p</i> &lt; 0.001; PAVS increased, 60 [30, 120] vs. 120 [60, 180], <i>p</i> &lt; 0.001; GP confidence (scale 0–100) in treating BDD increased, 50 [38, 66] vs. 82 [66, 85], <i>p</i> = 0.005. Feedback from patients, GPs and physiotherapists about the intervention was positive. The interprofessional care pathway for patients with BDD had a positive impact on patient outcomes, GP treatment confidence, and was well-received by both patients and health professionals. It can be adapted across primary care systems and tailored to local contexts to improve the quality of care. Educating patients about bodily distress disorder (BDD) and stress, sleep hygiene and supporting an active lifestyle improves patient outcomes.GPs’ treatment confidence improves with collaboration with physiotherapists.The interdisciplinary approach to BDD can be adapted across primary care systems and tailored to local contexts to improve the quality of care. Educating patients about bodily distress disorder (BDD) and stress, sleep hygiene and supporting an active lifestyle improves patient outcomes. GPs’ treatment confidence improves with collaboration with physiotherapists. The interdisciplinary approach to BDD can be adapted across primary care systems and tailored to local contexts to improve the quality of care.
DOI: 10.5281/zenodo.16782075
title: Data repository for: "Stress Barriers and Their Impact on Rupture Propagation"

description: These files contain the raw dataset used for the article 'Stress Barriers and Their Impact on Rupture Propagation', published in JGR: Solid Earth. The data of strain and displacement measurements recorded at 2 MHz are available. Each file corresponds to one experiment, containing all the different triggered events treated for the study (on average ~15 events each).
DOI: 10.5281/zenodo.16782074
title: Data repository for: "Stress Barriers and Their Impact on Rupture Propagation"

description: These files contain the raw dataset used for the article 'Stress Barriers and Their Impact on Rupture Propagation', published in JGR: Solid Earth. The data of strain and displacement measurements recorded at 2 MHz are available. Each file corresponds to one experiment, containing all the different triggered events treated for the study (on average ~15 events each).
DOI: 10.15468/dl.9xhnra
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((105.8943 12.29932,105.32875 12.29932,104.80938 11.64447,104.45159 10.90875,104.34771 10.50048,104.63625 10.18256,105.04021 9.95529,104.85554 9.76197,104.7055 8.56559,105.04021 8.59983,105.52496 9.07882,106.18284 9.28391,106.54063 9.64821,106.84071 10.228,106.45984 10.31885,105.8943 12.29932))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 659 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081241-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9rfzd
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichotis patagonum",
 "Country is Belgium",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 38 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081240-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/ujbxrs
title: Archeologisch bureauonderzoek Marktstraat 11 te Scherpenzeel, gemeente Scherpenzeel (GD)

description: &lt;p&gt;Laagland Archeologie heeft in januari 2024 een Archeologisch bureauonderzoek uitgevoerd aan de Marktstraat 11 te Scherpenzeel. Het onderzoek vond plaats in verband met de ruimtelijke procedure rondom de uitbouw van een bestaande supermarkt en de aanleg van een nieuwe parkeerplaats.&lt;/p&gt;&lt;p&gt;
Het onderzoek is uitgevoerd conform de protocollen SIKB KNA 4002.&lt;/p&gt;&lt;p&gt;
Het bureauonderzoek had tot doel een archeologisch verwachtingsmodel op te stellen. Centraal staat daarbij de vraag of en zo ja welke archeologische resten (complextype, datering, diepteligging en gaafheid) in het plangebied kunnen worden verwacht. Hiertoe zijn landschappelijke, archeologische en historische bronnen geraadpleegd.&lt;/p&gt;&lt;p&gt;
Het plangebied ligt in het Utrechts-Gelders zandgebied. Op de gemeentelijke archeologische landschappenkaart ligt het plangebied in een zone met dekzandwelvingen. Op het AHN is te zien dat het plangebied zich op een overgang bevindt van een hoogte in het landschap ten zuiden en een laagte ten noordwesten van het plangebied. De hoogte ten zuiden van het plangebied komt overeen met de dekzandruggen die op de archeologische landschappenkaart staan weergegeven. Bodemkundig is het gebied niet gekarteerd (historische dorpskern). Gebaseerd op eerder archeologisch en historisch onderzoek kan worden aangenomen dat het plangebied in een gebied ligt met een plaggendek (enkeerdgrond of laarpodzol). &lt;/p&gt;&lt;p&gt;
In de omgeving van het plangebied zijn archeologische resten uit de Middeleeuwen – Nieuwe Tijd bekend. Tenminste vanaf circa 1832 was het plangebied bebouwd. Rond 1988 verschijnt een bedrijfsgebouw in het plangebied. Op de kaart van 1997 is de huidige bebouwing zichtbaar. Dit pand is in 1994 gebouwd.&lt;/p&gt;&lt;p&gt;
Op basis van het bureauonderzoek worden archeologische resten verwacht, met name uit de periode Late Middeleeuwen en Nieuwe Tijd. Dit advies is in handen van de bevoegde overheid, de gemeente Scherpenzeel. De gemeente wordt hierin vertegenwoordigd door haar deskundige, mevr. drs. Ch. van Eijk&lt;/p&gt;&lt;p&gt;
Mochten tijdens de werkzaamheden onverhoopt toch archeologische resten worden aangetroffen, of resten waarvan redelijkerwijze kan worden vermoed dat het om archeologische resten gaat, dan geldt op grond van de Erfgoedwet (art. 5.10) een meldingsplicht. Dit kan bij de Rijksdienst voor het Cultureel Erfgoed (RCE, www.cultureelerfgoed).&lt;/p&gt;
DOI: 10.15468/dl.gw6pth
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Formica ravida",
 "Country is Canada",
 {
 "not" : {
 "InstitutionCode" : [
 "is one of (iNaturalist)"
 ]
 }
 }
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081247-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15068152
title: Dataset used for Evaluation of Radiant: A Domain-specific Language for Detecting Process Activities from Sensor Streams in IoT

description: This is the dataset used for the evaluation of Radiant: A Domain-specific Language for Detecting Process Activities from Sensor Streams in IoT, a paper published in the Internet of Things journal by Elsevier (DOI: https://doi.org/10.1016/j.iot.2025.101870). A preprint can be found here: https://arxiv.org/abs/2507.00686.

The dataset contains:



a Radiant application with patterns to detect activities from IoT sensor data + a corresponding configuration file

the corresponding, executable Siddhi apps for activity detection generated from the Radiant applications

the IoT sensor logs (in JSON) used for evaluation

the ground truth files (in XES) generated manually or from the workflow management system

XES files with the activities detected from replaying the CPS sensor logs and processing them in the Siddhi apps

Scripts to run and results of the evalution as CSV files


each for the described smart manufacturing IoT setup and the smart healthcare IoT setup.
DOI: 10.5281/zenodo.15773369
title: Dataset used for Evaluation of Radiant: A Domain-specific Language for Detecting Process Activities from Sensor Streams in IoT

description: This is the dataset used for the evaluation of Radiant: A Domain-specific Language for Detecting Process Activities from Sensor Streams in IoT, a paper published in the Internet of Things journal by Elsevier (DOI: https://doi.org/10.1016/j.iot.2025.101870). A preprint can be found here: https://arxiv.org/abs/2507.00686.

The dataset contains:



a Radiant application with patterns to detect activities from IoT sensor data + a corresponding configuration file

the corresponding, executable Siddhi apps for activity detection generated from the Radiant applications

the IoT sensor logs (in JSON) used for evaluation

the ground truth files (in XES) generated manually or from the workflow management system

XES files with the activities detected from replaying the CPS sensor logs and processing them in the Siddhi apps

Scripts to run and results of the evalution as CSV files


each for the described smart manufacturing IoT setup and the smart healthcare IoT setup.
DOI: 10.6084/m9.figshare.30704735.v5
title: <b>TM9SF4 is the key receptor for Cytolethal Distending Toxin from Glaesserella parasuis on PK15 cells</b>

description: Raw data for the article “TM9SF4<i> </i>is the key receptor for Cytolethal Distending Toxin from <i>Glaesserella parasuis</i><i> </i>on PK15 cells”
DOI: 10.15468/dl.2s22hn
title: Occurrence Download

description: A dataset containing 296374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Netherlands, France, Germany, Switzerland, Spain)",
 "TaxonKey is Papilio machaon"
 ]
}

 The dataset includes 296374 records from 2614 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081182-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.en8ylt
title: Occurrence Download

description: A dataset containing 10162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Latrodectus Walckenaer, 1805"
 ]
}

 The dataset includes 10162 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012620-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.