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765 results for “pandemics covid-19”
What is the level of post-traumatic stress disorder experienced by Italian University students during the Covid-19 pandemic? Result of an online survey
<p>Dataset from Tiziana NANIA, Rosario CARUSO, Claudia Aparecida DE MORAIS, Federica DELLAFIORE What is the level of post-traumatic stress disorder experienced by Italian University students during the Covid-19 pandemic? Result of an online survey</p> <p>10.1016/j.critrevonc.2021.103373</p> <p>ABSTRACT</p> <p>OBJECTIVE</p> <p>To date, level of Post-Traumatic Stress Disorder (PTSD) symptoms experienced from university students during the peak of Covid-19</p> <p>in Italy is until under investigated. Therefore, this study aims to describe PTDS related to the Covid-19 outbreak among Italian uni-</p> <p>versity students.</p> <p>METHODS</p> <p>A multicentre cross-sectional study was conducted, involving convenience and consecutive sampling of Italians University students.</p> <p>A self-reported web questionnaire on the on-line platform Qualtrics®, was used to data collect, in March and April 2020.</p> <p>RESULTS</p> <p>Overall, 720 Italian University students participated to this study. The sample are major male (80.7%) with an average mean of</p> <p>23.52 years. The results of data analysis highlighted the important level of PTSD experienced from Italian University students</p> <p>during the Covid-19 outbreak, especially by female students that presented higher levels of PTSD. Additionally, no diff erences</p> <p>were found between students in healthcare fi eld and not in healthcare fi eld.</p> <p>CONCLUSIONS</p> <p>The results showed, for the fi rst time, the level of PTSD experienced by Italian Universities students, triggered by the psycho-</p> <p>log-ical consequences of the health emergency Covid-19. This situation requires public health interventions aimed at preventing</p> <p>the early development of such mental disorders, which negatively aff</p> <p>ect the growth of future generations.</p>
Impact of COVID-19 Pandemic on the Italian Humanitarian Congenital Cardiac Surgery Activity: What No One Tells You
<p>Giamberti A, Caldaroni F, Varrica A, Pace Napoleone C, Marianeschi SM, Uricchio N, Vanini V, Santoro F, Luciani GB, Stellin G, Gargiulo G, Murzi B, Filippelli S, Oppido G, Agati S, Galletti L, Frigiola A. Impact of COVID-19 Pandemic on the Italian Humanitarian Congenital Cardiac Surgery Activity: What No One Tells You. Front Cardiovasc Med. 2021 Jul 28;8:705029. doi: 10.3389/fcvm.2021.705029. PMID: 34395564; PMCID: PMC8355370.</p> <p>Abstract</p> <p>More than 4 millions of children with congenital heart disease (CHD) are waiting for cardiac surgery around the world. Few of these patients are treated only thanks to the support of many non-governmental organizations (NGOs). Starting in December 2019, the so-called coronavirus disease 2019 (COVID-19) has rapidly become a worldwide pandemic and has dramatically impacted on all the international humanitarian activities for congenital heart disease. We analyzed data from all the Italian congenital cardiac surgery centers with the aim to quantify the impact of the pandemic on their charities. Fifteen Italian centers participated in the study and contributed to data collection. We analyzed and compared data regarding humanitarian activities carried out abroad and on site from two periods: year 2019 (pre-COVID-19) and year 2020 (COVID-19 pandemic). In 2019, 53 international missions were carried out by Italian congenital cardiac surgeons, resulting in the treatment of 471 CHD patients. In the same period 11 Italian cardiac centers operated on 251 foreign patients in Italy. In 2020, the pandemic led to a reduction of this activity by 96% for the surgery performed overseas and 86% for the interventions carried out in Italy. In conclusion our study shows the important quantitative impact of the pandemic on the Italian humanitarian cardiac surgical activity overseas and in Italy. This shocking result highlights the failure of the systems adopted so far to solve the problem of CHD in developing countries.</p>
The effect of health literacy on vaccine hesitancy among Italian anticoagulated population during COVID-19 pandemic: the moderating role of health engagement
<p>Magon A, Arrigoni C, Graffigna G, Barello S, Moia M, Palareti G, Caruso R. The effect of health literacy on vaccine hesitancy among Italian anticoagulated population during COVID-19 pandemic: the moderating role of health engagement. Hum Vaccin Immunother. 2021 Oct 13:1-6. doi: 10.1080/21645515.2021.1984123. Epub ahead of print. PMID: 34643478.</p> <p>Abstract</p> <p>Assessing vaccine hesitancy and its determinants is pivotal to optimize vaccine acceptance in anticoagulated patients, given that this population has been described to have a higher risk of severe COVID-19-related complications. This study assessed the moderator role of patients' health engagement on the relationship between health literacy and vaccine hesitancy. A web-based survey was performed in Italy during the first wave (June-August 2020) and the second wave (October 2020-March 2021) of the COVID-19 pandemic, enrolling 288 patients. The rates of vaccine hesitancy reported during the first pandemic wave were 38.4% and 30.8% during the second wave (when a vaccine was available) (<em>p</em> = .164). A moderation analysis was performed to assess the role of health engagement in influencing the relationship from health literacy to vaccine hesitancy. Patients' health engagement enhanced the effects of health literacy on decreasing vaccine hesitancy (<em>p</em> < .001), suggesting that co-construction strategies for communicative action are pivotal.</p>
Risk-aversion for negative health outcomes may promote individual compliance to containment measures in Covid-19 pandemic
<p>Submitted materials consist of study dataset which includes socio-demographic data of 130 adult Italian residents who completed the survey (89 females, mean age=38.5 y.o., sd=±9.3 y.o.), scores at psychosocial questionnaires used in the study (i.e., loneliness, empathic skills, coping strategies, alexithymia) which were reduced to three PCA components (Proactivity, Isolation, Inactivity), and performances at the three conditions of the Covid-19 Risk Task (Monetary, Health status, and Employment status).  </p> <p>Study results showed that the individual degree of risk-aversion toward negative health outcomes was directly related to Proactivity component, encasing empathic, social support and positive coping strategies, which may prompt individuals to put in place self-protection strategies toward possible negative health consequences</p>
DATASET RELATED TO ARTICLE "Besta-Telehealth Task Force. Neuro-telehealth for fragile patients in a tertiary referral neurological institute during the COVID-19 pandemic"
<p>Data releted on visit access of patients involved in the study described at title</p>
Studying in Challenging Times (SICT) – A Longitudinal Study on Social Work Students' Situations During the Covid-19 Pandemic
<p>The aim of this quantitative study was to examine challenges and attitudes towards studying, social support, and personal lives of social work students during the Covid-19 pandemic, and to analyze how their situations have changed over the past few semesters under pandemic conditions. Drawing on a longitudinal research design, 99 students enrolled in the bachelor’s and master’s programs of social work at the Eastern Switzerland University of Applied Sciences (OST) were surveyed over four points in time, starting in the spring semester 2020 and ending in the fall semester 2021. The SICT dataset is available on demand.</p>
TweetsCOV19 - A Semantically Annotated Corpus of Tweets About the COVID-19 Pandemic (Part 4, January 2021 - August 2022)
<p><strong><a href="https://data.gesis.org/tweetscov19/">TweetsCOV19</a></strong><strong> </strong>is a semantically annotated corpus of Tweets about the COVID-19 pandemic. It is a subset of <a href="https://data.gesis.org/tweetskb">TweetsKB</a> and aims at capturing online discourse about various aspects of the pandemic and its societal impact. <strong>Metadata</strong> information about the tweets as well as extracted <strong>entities</strong>, <strong>sentiments</strong>, <strong>hashtags</strong>, <strong>user mentions</strong>, and <strong>resolved URLs </strong>are exposed in RDF using established RDF/S vocabularies*.</p> <p>We also provide a <em><strong>tab-separated values (tsv)</strong></em> version of the dataset. Each line contains features of a tweet instance. Features are separated by tab character ("\t"). The following list indicate the feature indices:</p> <ol> <li>Tweet Id: Long.</li> <li>Username: String. Encrypted for privacy issues*.</li> <li>Timestamp: Format ( "EEE MMM dd HH:mm:ss Z yyyy" ).</li> <li>#Followers: Integer.</li> <li>#Friends: Integer.</li> <li>#Retweets: Integer.</li> <li>#Favorites: Integer.</li> <li>Entities: String. For each entity, we aggregated the original text, the annotated entity and the produced score from <a href="https://github.com/yahoo/FEL">FEL</a> library. Each entity is separated from another entity by char ";". Also, each entity is separated by char ":" in order to store "original_text:annotated_entity:score;". If FEL did not find any entities, we have stored "null;".</li> <li>Sentiment: String. <a href="http://sentistrength.wlv.ac.uk/">SentiStrength</a> produces a score for positive (1 to 5) and negative (-1 to -5) sentiment. We splitted these two numbers by whitespace char " ". Positive sentiment was stored first and then negative sentiment (i.e. "2 -1").</li> <li>Mentions: String. If the tweet contains mentions, we remove the char "@" and concatenate the mentions with whitespace char " ". If no mentions appear, we have stored "null;".</li> <li>Hashtags: String. If the tweet contains hashtags, we remove the char "#" and concatenate the hashtags with whitespace char " ". If no hashtags appear, we have stored "null;".</li> <li>URLs: String: If the tweet contains URLs, we concatenate the URLs using ":-: ". If no URLs appear, we have stored "null;"</li> </ol> <p>To extract the dataset from <a href="https://data.gesis.org/tweetskb">TweetsKB</a>, we compiled a seed list of 268 COVID-19-related <a href="https://data.gesis.org/tweetscov19/keywords_v1.1.txt">keywords</a>.</p> <p><em>* For the sake of privacy, we anonymize user IDs and we do not provide the text of the tweets.</em></p>
Post-partum women's anxiety and parenting stress: home-visiting protective effect during the COVID-19 pandemic
<p>This database includes the raw data linked with the paper “Post-partum women's anxiety and parenting stress: home-visiting protective effect during the COVID-19 pandemic”.</p> <p>This publication is part of the longitudinal project “Measuring the outcomes of maternal COVID-19-related prenatal exposure (MOM-COPE)” research project. The present work assesses mothers' anxiety levels at delivery and parenting stress after three months as moderated by home-visiting sessions.</p> <p><strong>Procedures</strong></p> <p>Women (n = 177) in their second or third trimester of pregnancy during the COVID-19 lockdown were enrolled and split into those who did and did not receive home visits. After three months, the association between anxiety at delivery and parenting stress was assessed.</p> <p><strong>Analytical plan</strong></p> <p>The association between anxiety at delivery and parenting stress was assessed with bivariate correlations in the whole sample and comparing the two groups.</p> <p><strong>Findings in brief</strong></p> <p>Higher anxiety at birth correlated with greater perceived stress after three months. Mothers who received at least one home-visiting session reported lower parenting stress at three months than counterparts who did not receive home visits.</p>
DATA and CODE for When circular economy meets global disruption: Micro-level effects of the Covid-19 pandemic on copper scrap trading
Open the record for dataset details and reuse information.
The data of PCR and tNGS for A new pathogen pattern of acute respiratory tract infections in primary care after COVID-19 pandemic a multi-center study in southern China
Open the record for dataset details and reuse information.
Chest x-ray in the COVID-19 pandemic: Radiologists real-world reader performance.
<p>Dataset from the article Cozzi A, Schiaffino S, Arpaia F, Della Pepa G, Tritella S, Bertolotti P, Menicagli L, Monaco CG, Carbonaro LA, Spairani R, Babaei Paskeh B, Sardanelli F. Chest x-ray in the COVID-19 pandemic: Radiologists' real-world reader performance. Eur J Radiol. 2020 Nov;132:109272. doi: 10.1016/j.ejrad.2020.109272. Epub 2020 Sep 10. PMID: 32971326; PMCID: PMC7481070.</p> <p><strong>Abstract</strong></p> <p><strong>Purpose: </strong>To report real-world diagnostic performance of chest x-ray (CXR) readings during the COVID-19 pandemic.</p> <p><strong>Methods: </strong>In this retrospective observational study we enrolled all patients presenting to the emergency department of a Milan-based university hospital from February 24th to April 8th 2020 who underwent nasopharyngeal swab for reverse transcriptase-polymerase chain reaction (RT-PCR) and anteroposterior bedside CXR within 12 h. A composite reference standard combining RT-PCR results with phone-call-based anamnesis was obtained. Radiologists were grouped by CXR reading experience (Group-1, >10 years; Group-2, <10 years), diagnostic performance indexes were calculated for each radiologist and for the two groups.</p> <p><strong>Results: </strong>Group-1 read 435 CXRs (77.0 % disease prevalence): sensitivity was 89.0 %, specificity 66.0 %, accuracy 83.7 %. Group-2 read 100 CXRs (73.0 % prevalence): sensitivity was 89.0 %, specificity 40.7 %, accuracy 76.0 %. During the first half of the outbreak (195 CXRs, 66.7 % disease prevalence), overall sensitivity was 80.8 %, specificity 67.7 %, accuracy 76.4 %, Group-1 sensitivity being similar to Group-2 (80.6 % versus 81.5 %, respectively) but higher specificity (74.0 % versus 46.7 %) and accuracy (78.4 % versus 69.0 %). During the second half (340 CXRs, 81.8 % prevalence), overall sensitivity increased to 92.8 %, specificity dropped to 53.2 %, accuracy increased to 85.6 %, this pattern mirrored in both groups, with decreased specificity (Group-1, 58.0 %; Group-2, 33.3 %) but increased sensitivity (92.7 % and 93.5 %) and accuracy (86.5 % and 81.0 %, respectively).</p> <p><strong>Conclusions: </strong>Real-world CXR diagnostic performance during the COVID-19 pandemic showed overall high sensitivity with higher specificity for more experienced radiologists. The increase in accuracy over time strengthens CXR role as a first line examination in suspected COVID-19 patients.</p>
DATASET An evidence-based study on teaching computer aided design in higher education during the COVID-19 pandemic
<p>Course survey using google form. In Swedish, contact the authors for translation.</p> <p>The pandemic has had a major effect on engineering education, transforming both current and future teaching practices. The physical meetings between students and teachers have during the pandemic been replaced by online contact and recordings of lectures and demonstrations. In this paper, the focus is on computer-aided design (CAD) teaching for first-year engineering students. CAD is a topic usually characterized by close contact by students and teachers, with hands-on instruction at the computer using the CAD software. In the paper, the experiences and learnings from the rapid shift to online teaching in CAD are summarized and discussed, and learnings and takeaways for a redesign of future CAD teaching are discussed. Both students’ learning and mental wellbeing are evaluated. The findings are based on a student survey, existing literature, and the authors' own teaching practices during the pandemic. </p>
Psychiatric symptoms and emotional impact of the COVID-19 pandemic on Italian adolescents during the third lockdown: a cross-sectional cohort study
<p>This database includes the raw data linked with the paper “Psychiatric Symptoms and Emotional Repercussions of the COVID-19 Pandemic on Italian Adolescents: Third Lockdown Survey” .</p> <p>In this paper, we proposed a questionnaire to investigate the presence of symptoms related to anxiety, panic, depression, eating disorders, sleep disorders, tendency to social withdrawal, stress disorders, psychotic symptoms, anti-conservative thoughts, and self-harming acts aggravated by COVID-19 restrictions. Our aim was to investigate: (1) The prevalence rate and sociodemographic correlates of COVID-19 related stress disorders, depressive, anxious, panic, and psychotic symptoms, according to DSM-5 criteria, during the third lockdown in Italy. (2) Perception of personal stress level, dysfunctional eating behaviours, sleep problems, substances abuse, perceived social withdrawal, and suicidal ideation and self-harm during the third lockdown in Italy. (3) Differences between male adolescents and female adolescents.</p> <p>We administered an online anonymous questionnaire, built ad hoc using validated scales, to a cohort of 500 Italian adolescents (12-18 y.o.).</p> <p>Our study highlighted that the respondents felt more stress than during the first lockdown. Participants showed suprathreshold symptoms for post-traumatic stress disorder and isolated symptoms of acute or post-traumatic stress due to the pandemic. In addition, we found psychotic symptoms, panic, anxiety, depression, eating-related symptoms, sleep difficulties, tendency to social withdrawal after the pandemic, suicidal ideation, and self-harming behaviour. Furthermore, girls showed a more severe level of distress than boys did. The results show a high prevalence of symptoms developed as a result of the COVID-19 pandemic and which are undermining the psychological health of Italian adolescents.</p>
What is the lived experience of patients with left ventricular assist devices during the COVID-19 pandemic? A qualitative analysis
<p>Trenta AM, Belloni S, Ausili D, Caruso R, Arrigoni C, Russo S, Moro M, Vellone E, Dellafiore F. What is the lived experience of patients with left ventricular assist devices during the COVID-19 pandemic? A qualitative analysis. Eur J Cardiovasc Nurs. 2022 Jun 30;21(5):438-445. doi: 10.1093/eurjcn/zvab097. PMID: 34741597; PMCID: PMC8689891.</p> <p>Abstract</p> <p><strong>Background: </strong>During the COVID-19 outbreak, patients with left ventricular assist device (LVAD) faced several changes in their daily life. However, the effects of these changes on the patients' lived experiences are not still investigated.</p> <p><strong>Aims: </strong>The current study explored the lived experience of people with left ventricular assist device (LVAD) during the COVID-19 pandemic. During the COVID-19 outbreak, people with LVADs faced several changes in their daily life. However, the effects of these changes on the patients' lived experiences are not still investigated.</p> <p><strong>Methods and results: </strong>Qualitative data analysis was conducted employing the interpretative phenomenological analysis approach. We followed the Standards for Reporting Qualitative Research guidelines. Eight male participants with LVAD aged from 65 to 82 were interviewed. Overall, two main themes ('Worsening of psychological distress' and 'Moving forward') and eight sub-themes emerged from the qualitative analysis.</p> <p><strong>Conclusions: </strong>People with LVADs experienced feelings of worry and solitude related to the risk of being infected or not receiving adequate treatment due to changes in the healthcare system during the pandemic; however, they managed to move forward with their lives using different strategies for dealing with the difficult situation.</p>
Dataset related to the paper "The vibe of musical and social reward: Listening to beat-based music acts as a surrogate for socioemotional support during the Covid-19 pandemic"
<p>The set includes data related to the paper "The vibe of musical and social reward: Listening to beat-based music acts as a surrogate for socioemotional support during the Covid-19 pandemic"</p>
Is brain-derived neurotropic factor methylation involved in the association between prenatal stress and maternal postnatal anxiety during the covid-19 pandemic?
<p>This database includes the raw data linked with the paper “IIs brain-derived neurotropic factor methylation involved in the association between prenatal stress and maternal postnatal anxiety during the covid-19 pandemic?”. This publication is part of the longitudinal and multi-centric “Measuring the outcomes of maternal COVID-19-related prenatal exposure (MOM-COPE)” research project. In this paper, we report data on the association among pandemic-related stress during pregnancy, maternal BDNF methylation, and postnatal anxiety symptoms.<br> <strong>Procedures. </strong>At birth, the mothers filled in the ad-hoc questionnaire attached about the pandemic related stress (file name: 22-06-14_momcope_bdnf_adhoc.pdf) and the State-Trait Anxiety Inventory (Spielberger, 1983). The maternal BDNF methylation was estimated in 11 CpG sites in DNA from mothers’ buccal cells by PCR amplification of bisulfite-treated DNA followed by Next Generation Sequencing (NGS) on a NEXTSeq-500 (Illumina, San Diego, California, USA).<br> <strong>Analytical plan. </strong>Separate Pearson’s bivariate correlations were used to assess the presence of significant associations among pandemic-related stress during pregnancy, maternal anxious symptoms after delivery, and CpG-specific BDNF % methylation. CpG-specific BDNF % methylation values for which a significant association emerged with both pandemic-related stress and anxious symptoms were subsequently tested in a mediation model to assess their role as significant mediators of the relationship between pandemic-related stress and maternal anxious symptoms.<br> <strong>Findings in brief. </strong>Results showed that pandemic-related stress was associated with an increased risk of postnatal anxiety (r = .20, p <.05). CpG-specific BDNF methylation was significantly associated with both prenatal pandemic-related stress (r = .21, p < .05) and postnatal maternal anxious symptoms (r = .25, p = .01). Moreover, a complete mediation by the BDNF CpG6 methylation emerged between pandemic-related stress during pregnancy and postnatal maternal anxiety (ACME = .66, p < .05).</p>
Maternal and infant NR3C1 and SLC6A4 epigenetic signatures of the COVID-19 pandemic lockdown: When timing matters
<p>This database includes the raw data linked with the paper “Maternal and infant NR3C1 and SLC6A4 epigenetic signatures of the COVID-19 pandemic lockdown: When timing matters” published on Translational Psychiatry, doi: 10.1038/s41398-022-02160-0. This publication is part of the longitudinal and multi-centric “Measuring the outcomes of maternal COVID-19-related prenatal exposure (MOM-COPE)” research project. In this paper, we report data on NR3C1 and SLC6A4 methylation status in Italian mothers and infants who were exposed to the COVID-19 pandemic lockdown during different trimesters of pregnancy.</p> <p><strong>Procedures: </strong>283 mother-infant dyads were enrolled at delivery. Within 24 hours from delivery, buccal cells were collected to assess NR3C1 (44 CpG sites) and SLC6A4 (13 CpG sites) methylation status. Mothers self-reported on depressive symptoms and anxiety by replying to an online adapted version of the well-validated Beck Depression Inventory and State-Trait Anxiety questionnaires, respectively.</p> <p><strong>Analytical plan: </strong>Principal component (PC) analyses were used to reduce methylation data dimension to one PC per maternal and infant gene methylation. Mother-infant dyads were split into three groups based on the pregnancy trimester during which they were exposed to the COVID-19 lockdown. To assess the presence of significant differences in maternal and infant methylation of SLC6A4 and NR3C1 genes by pregnancy trimester of exposure to the COVID-19 pandemic lockdown, four separate one-way ANOVAs were carried out with Trimester (levels: third, second, first) as the between-subject variable and each of the methylation PCs.</p> <p><strong>Findings in brief: </strong>Mothers and infants who were exposed to the lockdown during the first trimester of pregnancy had lower NR3C1 and SLC6A4 methylation when compared to counterparts exposed during the second or third trimesters. The effect remained significant after controlling for confounders.</p>
The prevalence of exposure to potentially morally injurious events among physicians during the Covid-19 pandemic
<p>In the present paper, we aimed to explore the prevalence and associated factors of potentially morally injurious events (PMIE) in a sample of Romanian physicians, of which almost half worked in Covid-19 treatment medical units.</p> <p> </p>
Detection and Recognition of Fearful Facial Expressions During the Coronavirus Disease (COVID-19) Pandemic in an Italian Sample: An Online Experiment
<p>Dataset associated with the article:</p> <p>Scarpina F. Detection and Recognition of Fearful Facial Expressions During the Coronavirus Disease (COVID-19) Pandemic in an Italian Sample: An Online Experiment. <em>Front Psychol.</em> 2020 Sep 11;11:2252. doi: 10.3389/fpsyg.2020.02252.</p>
Synthesizing Stakeholders Perspectives on Online Psychological Interventions to Improve the Mental Health of the Italian Population during the COVID-19 Pandemic: An Online Survey Study
<p>The COVID-19 pandemic is expected to significantly increase the prevalence of mental health problems, thus raising the need for psychological support interventions around the world. Online psychological interventions have already been shown to be an effective solution to promote psychological treatments. Nevertheless, planning and developing an online intervention, involving possible stakeholders, might facilitate the dissemination of, willingness to use, and success of the future intervention. This study aims to explore and compare the experiences that Italians living in Italy and abroad had with available support services during the COVID-19 pandemic, their needs, and attitudes, as well as possible barriers to online psychological interventions. A sample of<br> 1024 Italians (F = 69.8%; mean age = 41.3; SD = 15.3) was recruited through social media platforms and personal contacts and they were asked to complete an online survey. Results showed that perceived psychological distress during the COVID-19 pandemic improved. In Europe, psychological support was delivered mainly in person (69.0%), while online interventions were primarily used in<br> extra-European countries (57%). Then, only 44% of the total sample was interested in trying an online psychological intervention. Various advantages and disadvantages were defined by stakeholders: The main advantages were the reduction in geographical distances, economic reasons, and the reduction in the waiting list; The main disadvantages were problems with technology, low motivation of users, and privacy/safety reasons. These data made it possible to improve the knowledge regarding the views and attitudes that Italians have about online psychological interventions and shed light on how to increase the uptake of digital health.</p>
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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.