cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15690324
title: Austrian Science Fund (FWF) Open Access Compliance Monitoring 2024

description: I. Executive summary

The Austrian Science Fund (FWF), as a signatory to the Berlin Declaration on Open Access to Knowledge in the Sciences and Humanities, is committed to supporting free and sustainable access to academic publications and research data. In this respect, the FWF requires all funding recipients, project leaders and project staff to make their peer-reviewed research results freely accessible on the Internet if they have originated in full or in part from projects funded by the FWF.

The Open Access Policy includes the following elements:



Open Access Policy for Peer-Reviewed Publications

Open Access Policy for Peer-Reviewed Book Publications

Open Access Policy for Research Data


For more details please refer to: https://www.fwf.ac.at/en/about-us/what-we-do/open-science/open-access-policy/open-access-policy-for-peer-reviewed-publications 

In 2024, a total of 698 final reports were submitted to the FWF, 36 of which could not report any publications so far. The publications and other data mentioned in those reports are archived and analysed by the FWF. This report examines the state of compliance with open access requirements for peer-reviewed publications on the basis of final project reports submitted in the year 2024.

Main findings: 

-A total of 10.029 publications were listed in the final project reports submitted in 2024.

-Of those publications, 6.554 were conclusively identified as peer-reviewed.

-Regarding compliance with the FWF's Open Access Policy, the analysis shows that 88% of the peer-reviewed publications listed in the final project reports submitted in 2024 were openly accessible  (2019: 89%, 2020: 84%, 2021: 82%, 2022: 85%, 2023: 84%).

-The most frequently chosen option was hybrid open access (43%). The share of gold open access was 31%, the share of green open access 14%, and no open access 12%.

-The majority of peer-reviewed publications submitted were journal articles (85%), 92% of which were openly accessible.

-The lowest rate of compliance with the FWF's Open Access Policy could be found in editions, contributions to edited volumes, and monographs 49%.

-The absolute number of publications listed in final reports in 2024 included 330 peer review publications that were mentioned several times in different projects; however, those repetitions did not  affect the relative share of open access publications (88%).

 

II. Bias

Most of the publications were submitted to the FWF via a research documentation system (provided by ©Researchfish), in which FWF-funded researchers are able to enter and update their research data on an ongoing basis

Whenever the status ‘peer-reviewed’ could not be clearly identified according to the FWF’s guidelines, the publications were classified as non-peer reviewed.

Openly available non-peer reviewed publications were entered as 'openly available’.
DOI: 10.6084/m9.figshare.29348363
title: The increase of selected aspects of male bio-psycho-social aging in patients hospitalised

description: Date of a cross-sectional comparative were collected at the excel file.
DOI: 10.6084/m9.figshare.29348363.v2
title: The increase of selected aspects of male bio-psycho-social aging in patients hospitalised

description: Date of a cross-sectional comparative were collected at the excel file.
DOI: 10.6084/m9.figshare.29348363.v1
title: The increase of selected aspects of male bio-psycho-social aging in patients hospitalisedThe increase of selected aspects of male bio-psycho-social aging in patients hospitalised

description: Date of a cross-sectional comparative were collected at the excel file.
DOI: 10.21227/btq9-8846
title: "Adversarial Dataset for Image Forgery Localization"

description: "We present an adversarial dataset tailored for evaluating the robustness of image forgery localization models. This dataset includes adversarially crafted forged images and their corresponding pixel-level forgery masks. Adversarial images are generated by attacking four state-of-the-art forgery localization models \u2014 including MVSS-Net, IF-OSN, HDF-Net and CoDE \u2014 across four widely-used datasets: Casia v1, IMD20, Columbia, and MISD.The adversarial images are designed to preserve perceptual quality while significantly degrading forgery localization performance.  This dataset enables systematic benchmarking of forgery localization robustness under white-box attacks, supporting both academic research and practical evaluation of secure forensic models. "
DOI: 10.15468/dl.6mpytn
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Sinojackia rehderiana Hu"
 ]
}

 The dataset includes 22 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054198-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26093566.v1
title: Data and Code Repository for: Destabilized host-parasite dynamics in newly founded populations

description: This study describes the eco-evolutionary dynamics of stickleback and their tapeworm parasites following the experimental introduction of fish into nine lakes. See README text file for details<br>Abstract: When species disperse into previously unoccupied habitats, new populations encounter unfamiliar species interactions such as altered parasite loads. Theory predicts that newly founded populations should exhibit destabilized eco-evolutionary fluctuations in infection rates and immune traits. However, to understand founder effects biologists typically rely on retrospective studies of range expansions, missing early-generation infection dynamics. To remedy this, we experimentally founded whole-lake populations of threespine stickleback. Infection rates were temporally stable in native source lakes. In contrast, newly founded populations exhibit destabilized host-parasite dynamics: high starting infection rates led to increases in a heritable immune trait (peritoneal fibrosis), suppressing infection rates. The resulting temporal auto-correlation between infection and immunity suggest that newly founded populations can exhibit rapid host-parasite eco-evolutionary dynamics.<br>
DOI: 10.15468/dl.k3sdd4
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "Geometry POLYGON((-44.85643 -23.10126,-44.22111 -24.11031,-43.18645 -23.60676,-43.56159 -22.93977,-44.17876 -22.77808,-44.85643 -23.10126))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elasmobranchii"
 ]
}

 The dataset includes 50 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054199-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/v7ae-sk59
title: Inorganics in air and particle phase at Marseille Longchamp

description: Measurement of Inorganics in air and particle phase at Marseille Longchamp
DOI: 10.48597/ps7s-c4wp
title: Measurement of Inorganics in air and particle phase at Marseille Longchamp

description: Measurement of Inorganics in air and particle phase at Marseille Longchamp
DOI: 10.48597/7xzd-928c
title: Measurement of Inorganics in air and particle phase at Marseille Longchamp

description: Measurement of Inorganics in air and particle phase at Marseille Longchamp
DOI: 10.48597/u89s-jmru
title: Measurement of Inorganics in air and particle phase at Marseille Longchamp

description: Measurement of Inorganics in air and particle phase at Marseille Longchamp
DOI: 10.48597/ey5y-3d7d
title: Measurement of Inorganics in air and particle phase at Marseille Longchamp

description: Measurement of Inorganics in air and particle phase at Marseille Longchamp
DOI: 10.15468/dl.sfyvnh
title: Occurrence Download

description: A dataset containing 95968 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bidens frondosa L."
 ]
}

 The dataset includes 95968 records from 848 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054192-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzjm4n
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Guatemala, Honduras, Nicaragua, El Salvador)",
 "TaxonKey is Asclepias rosea Kunth"
 ]
}

 The dataset includes 40 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168137-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdtb3k
title: Occurrence Download

description: A dataset containing 1818 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Actualización de la información sobre los maíces criollos de Oaxaca"
 ]
}

 The dataset includes 1818 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027311-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7thfzx
title: Occurrence Download

description: A dataset containing 746 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (boyacá, boyacá dept., boyacá department)",
 "TaxonKey is one of (Procambarus clarkii (Girard, 1852))"
 ]
 }
 ]
}

 The dataset includes 746 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168134-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjvyhj
title: Occurrence Download

description: A dataset containing 22300 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophrys fusca Link"
 ]
}

 The dataset includes 22300 records from 266 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053643-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxf6f2
title: Occurrence Download

description: A dataset containing 1099 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Caracterización biológica de la ventana de biodiversidad del Complejo Cenagoso de Zapatosa, Municipio de Chimichagua, Cesar, Colombia"
 ]
}

 The dataset includes 1099 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168136-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2tgg3
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio octolepis Griseb."
 ]
}

 The dataset includes 109 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124152-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt2smc
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nomada harimensis Cockerell, 1914",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222555-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9x8nqz
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Eremophila alpestris balcanica (Reichenow, 1895)",
 "Year 1990-2022"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290341-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9knba
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asarum muramatsui Makino",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196013-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmt3ak
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.93917 43.4846,-66.94195 43.4846,-66.94195 47.42056,-71.93917 47.42056,-71.93917 43.4846))",
 "HasGeospatialIssue is false",
 "TaxonKey is Lynx rufus (Schreber, 1777)"
 ]
}

 The dataset includes 141 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047374-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twexua
title: Occurrence Download

description: A dataset containing 123649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acanthephippium splendidum J.J.Sm., Papaver dubium L., Berkheya spekeana Oliv., Parasa consocia Walker, 1865)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 123649 records from 1178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006543-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yuyesy
title: Occurrence Download

description: A dataset containing 1337 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Linaria biebersteinii Besser"
 ]
}

 The dataset includes 1337 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009995-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4a4gk
title: Occurrence Download

description: A dataset containing 15872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myrtales",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15872 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255627-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4rbsj
title: Occurrence Download

description: A dataset containing 5100 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventaire entomologique standardisé des ZNIEFF et autres sites naturels de Martinique-Inventaire entomologique standardisé des ZNIEFF de Martinique, protocole utilisé à partir de 2016"
 ]
}

 The dataset includes 5100 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232091-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lvwy5e
title: Occurrence Download

description: A dataset containing 1220 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meroles suborbitalis (Peters, 1869)"
 ]
}

 The dataset includes 1220 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015201-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xeshk
title: Occurrence Download

description: A dataset containing 1798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-165.82031 23.67136,-53.32031 23.67136,-53.32031 69.98051,-165.82031 69.98051,-165.82031 23.67136))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elodea canadensis Michx."
 ]
}

 The dataset includes 1798 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232081-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10952735
title: Multi-modal User Interactions for Recommendations

description: This repository contains the data for Dataset and Models for Item Recommendation Using Multi-Modal User Interactions.

We publish a real-world dataset from the insurance domain with multi-modal user interactions that can be used in recommendation models. The dataset is anonymized.

There are 6 different datasets:



data_users.csv


This data contains the users. Each user has had one or more purchase events with conversations and/or web sessions prior to that purchase. The data contains 5 columns:



user_id. The ID of a user.

purchase_event_id. The ID of a purchase event.

conversation_id. The ID of a conversation.

session_id. The ID of a web session.

event_number. A number specifying the order of conversations/web sessions.




data_conversations_keyword.csv


This data contains the conversations that the user had prior to the user's purchase event. Each conversation consists of multiple sentences represented with keywords. The data contains 4 columns:



conversation_id. The ID of a conversation.

sentence_number. A number specifying the order of sentences.

sentence_speaker. The speaker of the sentence (user or agent).

keywords. List with the IDs of the keywords in the sentence.




data_conversations_embedding.csv


The data contains the conversations that the user had prior to the user's purchase event. Each conversation consists of multiple sentences represented with text embeddings. The data contains 771 columns:



conversation_id. The ID of a conversation.

sentence_number. A number specifying the order of sentences.

sentence_speaker. The speaker of the sentence (user or agent).

embedding_1 - embedding_768. Text embeddings computed with a pre-trained language-specific BERT model.




data_sessions.csv


This data contains the web sessions that the user made prior to the user's purchase event. Each web session consists of multiple actions. The data contains 3 columns:



session_id. The ID of a web session.

action_number. A number specifying the order of actions.

action_tags. List with the IDs of the section, object and type of an action.




data_purchase_events.csv


This data contains the purchase events. Each event consists of one or more item purchases made by the same user. The data contains 2 columns:



purchase_event_id. The ID of a purchase event.

item_id. The ID of an item.




data_post_filter.csv


This data contains the items that were possible for the user to buy at the time of the user's purchase event. The data contains 2 columns:



purchase_event_id. The ID of a purchase event.

item_id. The ID of an item.
DOI: 10.5281/zenodo.10952736
title: Multi-modal User Interactions for Recommendations

description: This repository contains the data for Dataset and Models for Item Recommendation Using Multi-Modal User Interactions.

We publish a real-world dataset from the insurance domain with multi-modal user interactions that can be used in recommendation models. The dataset is anonymized.

There are 6 different datasets:



data_users.csv


This data contains the users. Each user has had one or more purchase events with conversations and/or web sessions prior to that purchase. The data contains 5 columns:



user_id. The ID of a user.

purchase_event_id. The ID of a purchase event.

conversation_id. The ID of a conversation.

session_id. The ID of a web session.

event_number. A number specifying the order of conversations/web sessions.




data_conversations_keyword.csv


This data contains the conversations that the user had prior to the user's purchase event. Each conversation consists of multiple sentences represented with keywords. The data contains 4 columns:



conversation_id. The ID of a conversation.

sentence_number. A number specifying the order of sentences.

sentence_speaker. The speaker of the sentence (user or agent).

keywords. List with the IDs of the keywords in the sentence.




data_conversations_embedding.csv


The data contains the conversations that the user had prior to the user's purchase event. Each conversation consists of multiple sentences represented with text embeddings. The data contains 771 columns:



conversation_id. The ID of a conversation.

sentence_number. A number specifying the order of sentences.

sentence_speaker. The speaker of the sentence (user or agent).

embedding_1 - embedding_768. Text embeddings computed with a pre-trained language-specific BERT model.




data_sessions.csv


This data contains the web sessions that the user made prior to the user's purchase event. Each web session consists of multiple actions. The data contains 3 columns:



session_id. The ID of a web session.

action_number. A number specifying the order of actions.

action_tags. List with the IDs of the section, object and type of an action.




data_purchase_events.csv


This data contains the purchase events. Each event consists of one or more item purchases made by the same user. The data contains 2 columns:



purchase_event_id. The ID of a purchase event.

item_id. The ID of an item.




data_post_filter.csv


This data contains the items that were possible for the user to buy at the time of the user's purchase event. The data contains 2 columns:



purchase_event_id. The ID of a purchase event.

item_id. The ID of an item.
DOI: 10.15468/dl.5tvi3t
title: Occurrence Download

description: A dataset containing 1220 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meroles suborbitalis (Peters, 1869)"
 ]
}

 The dataset includes 1220 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015205-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.