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Figure 2 from: Seibt J, Vestergaard C (2018) Fair Proxy Communication: Using Social Robots to Modify the Mechanisms of Implicit Social Cognition. Research Ideas and Outcomes 4: e31827. https://doi.org/10.3897/rio.4.e31827
Figure 2 A job interview using FPC, from the perspective of the job candidate. A female candidate (in the definition D1-1: H1) operates her robotic proxy, a Telenoid R4 robot, while she communicates with the male interviewer. Her head movements, lip movements and speech are translated directly to the robot, either via a kinetic sensor on a headset or by a facial reading programme; her voice may or may not be morphed to mask gender (see section "Practical Significance" below). The camera that projects the interviewer on to her computer screen is in the eyes of the robot –thus, in contrast to a skype session, she looks into the interviewer's eyes when facing the interviewer.
Metadata model with controlled vocabularies proposed for the Social Sciences domain
<p>This dataset is related to the MSc work "Descrição de dados de investigação: requisitos de investigadores para modelos de metadados na Psicologia e Ciências da Educação", where, by observing practices, identifying needs, knowing work processes and identifying expectations, and trying to take advantage of researchers' knowledge about the importance of research data in their activity, we have analyzed procedures for accessing, storing and preserving research data. We also have studied models and workflows for managing datasets of completed projects. Considering the recommendations of Data Curation, we proposed the description model that was later expanded with specific examples of controlled vocabularies used in the Psychology scientific domain.</p>
Fig. 5 in Two new species of Xenos (Strepsiptera: Xenidae), parasites of social wasps of the genus Mischocyttarus (Hymenoptera: Vespidae) in the New World
Fig. 5. Schematic drawing of cephalothorax of all known Xenos species parasitizing wasps of the genus Mischocyttarus Saussure, 1853. A – X. bicolor Benda & Straka sp. nov.; B – X. pallens Benda & Straka sp. nov., C – X. americanus (Brèthes, 1923).
La irrupción de los nativos digitales en el tablero mediático chileno: análisis del impacto académico frente a la web y las redes sociales (2004-2022) [Dataset]
<p>Dataset</p>
A Dataset of Patients Reviews on Doctissimo Forum of the 2017 Levothyrox Scandal in France for the Early Detection of Safety Signals from Social Networks
<p>In France, the Levothyrox case is an extremely mediated pharmacovogilance case which received a lot of media coverage in August 2017 following the change, in March of the same year, of the pharmaceutical formulation of the specialty (modification of the type and content of excipients at the initial request of the french's national agency of drug safety - ANSM). Many patients have experienced adverse effects related to fluctuating thyroid function when they were already treated and stabilized with Levothyrox (3 million french patients with thyroid pathologies).</p> <p>This dataset presents patients posts collected from the French health forum <a href="http://forum.doctissimo.fr">Doctissimo</a>, Thyroid and Endocrine Problems sub-forum using a web scraping algorithm. The main idea is to find out whether the result of the processing of the data exchanged on the Doctissimo forum can be used in pharmacovigilance and whether it would have allowed better reactivity from the public authorities and responsible laboratories.</p> <p><br> Doctissimo was chosen since it is the most used health forum in France by drug consuming patients (ranking first with 61\% of users). Other sources of information could have been chosen such as Twitter which is the most used website in the world by drug consuming patients. Twitter brings together 52% of these patients against 27% for all discussion forums combined. However, access to Twitter data is chargeable, which is why Doctissimo has been selected.</p> <p>The extraction was performed on the ``Thyroide et Problemes Endocriniens (Thyroid and Endocrine Problems)'' sub-forum with the keyword ``levothyrox''. The choice of extracting information from this forum using the particular relevant keyword ``levothyrox'' was to limit the amount of extracted data. Indeed, during data extraction, Doctissimo blocks the scraping task when reaching a limit of 8,000 extracted discussion threads, since it detects an automatic machine activity.</p> <p>We collected the messages written between years 2000 and 2020. This resulted in a total of 110,260 comments written by a total of 7650 subjects. For each of the comments, we extract the date, pseudo of the person who wrote the comment, the comment's text, and URL link. </p> <p> </p>
Supplementary material 1 from: Tulek B (2023) Investigation of cultural ecosystem services supply in a river landscape: a case study in the Lower Rhine area using social media images. One Ecosystem 8: e97259. https://doi.org/10.3897/oneeco.8.e97259
Appendix 1
Supplementary material 2 from: Tulek B (2023) Investigation of cultural ecosystem services supply in a river landscape: a case study in the Lower Rhine area using social media images. One Ecosystem 8: e97259. https://doi.org/10.3897/oneeco.8.e97259
Appendix 2
An Exploratory Empirical Study of Trust & Safety Engineering in Open-Source Social Media Platforms
<p>*</p>
Supplementary material 5 from: Neill AM, O`Donoghue C, Stout JC (2023) Spatial analysis of cultural ecosystem services using data from social media: A guide to model selection for research and practice. One Ecosystem 8: e95685. https://doi.org/10.3897/oneeco.8.e95685
MaxEnt Supplementary Info
Supplementary material 4 from: Neill AM, O`Donoghue C, Stout JC (2023) Spatial analysis of cultural ecosystem services using data from social media: A guide to model selection for research and practice. One Ecosystem 8: e95685. https://doi.org/10.3897/oneeco.8.e95685
Moran's I Correlograms
Supplementary material 3 from: Neill AM, O`Donoghue C, Stout JC (2023) Spatial analysis of cultural ecosystem services using data from social media: A guide to model selection for research and practice. One Ecosystem 8: e95685. https://doi.org/10.3897/oneeco.8.e95685
Sampled PUD occurrence
Supplementary material 2 from: Neill AM, O`Donoghue C, Stout JC (2023) Spatial analysis of cultural ecosystem services using data from social media: A guide to model selection for research and practice. One Ecosystem 8: e95685. https://doi.org/10.3897/oneeco.8.e95685
InVEST model configuration
Supplementary material 1 from: Neill AM, O`Donoghue C, Stout JC (2023) Spatial analysis of cultural ecosystem services using data from social media: A guide to model selection for research and practice. One Ecosystem 8: e95685. https://doi.org/10.3897/oneeco.8.e95685
Sites used for validation
Emotion recognition of social media
<p>Emotion recognition of social media</p>
Frequencies of variables related to perceived social support
<p>Tabla resumen de las frecuencias de las variables relacionadas con apoyo social percibido (Análisis extraído a partir de una revisión sistemática de investigaciones sobre apoyo social percibido en educación hasta diciembre 2022).</p>
Peer Rating of Social Behaviors / Calificación de Conductas Sociales por parte de los Iguales // PEER RATING_Data_IC_T3-Post
<p>Answers given by children in the third grade of Primary Education to the 5 items of the Peer Rating of Social Behaviors (Garcia Bacete et al., 2014). Data collected in public schools in Castellón (Spain) in the spring of the school year 2012-13. The questionnaire is administered individually. The calculation of 5 Factors is included: Prosociability, Shyness, Physical Aggression, SoughtToPlayWith, and Liking. To learn more about our research and access to other datasets of this or other measures, follow the link <a href="https://www.uji.es/departaments/psi/base/opengrei/">GREI Longitudinal Project</a></p> <p> </p> <p>Respuestas que los niños/as de tercer curso de Educación Primaria dan a los 5 ítems de la Escala de Calificación de Conductas Sociales por parte de los Iguales (García Bacete et al., 2014). Datos recogidos en centros públicos de Castellón (España) en la primavera del curso escolar 2012-13. El cuestionario se administra de forma individual. Se incluye el cálculo de 5 Factores: Prosociabilidad, Timidez, Agresividad Física, Le Buscan para Jugar y Preferencia (Gusta a otros). . Para saber más sobre nuestra investigación y acceder a otros ficheros de datos de esta medida o de otras, siga el enlace <a href="https://www.uji.es/departaments/psi/base/opengrei/">Proyecto Longitudinal GREI</a>.</p>
Peer Rating of Social Behaviors / Calificación de Conductas Sociales por parte de los Iguales // PEER RATING_Data_IC_T1-Pre
<p>Answers given by children in the first grade of Primary Education to the 5 items of the Peer Rating of Social Behaviors (Garcia Bacete et al., 2014). Data collected in public schools in Castellón (Spain) in the autumn of the school year 2010-11. The questionnaire is administered individually. The calculation of 5 Factors is included: Prosociability, Shyness, Physical Aggression, SoughtToPlayWith, and Liking. To learn more about our research and access to other datasets of this or other measures, follow the link <a href="https://www.uji.es/departaments/psi/base/opengrei/">GREI Longitudinal Project</a></p> <p> </p> <p>Respuestas que los niños/as de primer curso de Educación Primaria dan a los 5 ítems de la Escala de Calificación de Conductas Sociales por parte de los Iguales (García Bacete et al., 2014). Datos recogidos en centros públicos de Castellón (España) en otoño del curso escolar 2010-11. El cuestionario se administra de forma individual. Se incluye el cálculo de 5 Factores: Prosociabilidad, Timidez, Agresividad Física, Le Buscan para Jugar y Preferencia (Gusta a otros). Para saber más sobre nuestra investigación y acceder a otros ficheros de datos de esta medida o de otras, siga el enlace <a href="https://www.uji.es/departaments/psi/base/opengrei/">Proyecto Longitudinal GREI</a>.</p>
Peer Rating of Social Behaviors / Calificación de Conductas Sociales por parte de los Iguales // PEER RATING_Data_CC-CS_T2-Post
<p>Answers given by children in the second grade of Primary Education to the 5 items of the Peer Rating of Social Behaviors (Garcia Bacete et al., 2014). Data collected in public schools in Castellón and Seville (Spain) in the spring of the school year 2010-11. The questionnaire is administered individually. The calculation of 5 Factors is included: Prosociability, Shyness, Physical Aggression, SoughtToPlayWith, and Liking. To learn more about our research and access to other datasets of this or other measures, follow the link <a href="https://www.uji.es/departaments/psi/base/opengrei/">GREI Longitudinal Project</a></p> <p> </p> <p>Respuestas que los niños/as de segundo curso de Educación Primaria dan a los 5 ítems de la Escala de Calificación de Conductas Sociales por parte de los Iguales (García Bacete et al., 2014). Datos recogidos en centros públicos de Castellón y Sevilla (España) en la primavera del curso escolar 2010-11. El cuestionario se administra de forma individual. Se incluye el cálculo de 5 Factores: Prosociabilidad, Timidez, Agresividad Física, Le Buscan para Jugar y Preferencia (Gusta a otros). Para saber más sobre nuestra investigación y acceder a otros ficheros de datos de esta medida o de otras, siga el enlace <a href="https://www.uji.es/departaments/psi/base/opengrei/">Proyecto Longitudinal GREI</a>.</p>
The Brill Knowledge Graph: A Database of Bibliographic References and Index Terms extracted from Books in Humanities and Social Sciences
<p>We present a complete dataset of linked bibliography and index data, partially disambiguated and augmented with references to external resources, extracted from the Brill’s archive in the field of Classics. Processed book identifiers are listed in a separate text file. Text fragments extracted from different books via this process are then parsed and compared using a string-based similarity metric to form clusters of bibliographic references to the same published work or (variants of) the same subjects discussed in these books. The entire set of references was then disambiguated using Google Books and Crossref APIs.</p> <p><a href="https://jdmdh.episciences.org/11062">Paper about extraction pipeline</a></p> <p><a href="https://www.nkokash.com/documents/KIEM-RDJ.pdf">Paper about extracted KG</a></p> <p> </p>
Home & Community Social Behavior Scales / Escalas de Conducta Social en Casa y en la Comunidad // MERRELL-HOME_Data_IC_T6-Post
<p>Answers given by parents of children in the sixth grade of Primary Education to the 64 items of the Home & Community Social Behavior Scales by Merrell (2002; adapted by Salazar and Caballo, 2006). Data collected in public schools in Castellón (Spain) in the spring of the school year 2015-16. The mother and father answer the questionnaire separately. The calculation of the 4 subscales is included: Peer Relations, Self-Management – Compliance, Antisocial – Aggressive and Defiant – Disruptive, as well as the 2 general scales: Social Competence and Antisocial Behavior. To learn more about our research and access to other datasets of this or other measures, follow the link <a href="https://www.uji.es/departaments/psi/base/opengrei/">GREI Longitudinal Project</a>.</p> <p>Respuestas que los padres de niños/as de sexto curso de Educación Primaria dan a los 64 ítems de las Escalas de Conducta Social en Casa y en la Comunidad de Merrell (2002; adaptadas por Salazar y Caballo, 2006). Datos recogidos en centros públicos de Castellón (España) en primavera del curso escolar 2015-16. La madre y el padre responden el cuestionario por separado. Se incluye el cálculo de las 4 subescalas: Relaciones con los compañeros, Autocontrol – obediencia, Comportamiento antisocial - agresivo y Comportamiento desafiante-disruptivo, y de las 2 escalas generales: Competencia Social y Comportamiento Antisocial. Para saber más sobre nuestra investigación y acceder a otros ficheros de datos de esta medida o de otras, siga el enlace <a href="https://www.uji.es/departaments/psi/base/opengrei/">Proyecto Longitudinal GREI</a>. </p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.