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4,325 results for “real”

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zenodo28/100

Dataset for the ARON-1 trial, paper "Real-World Impact of Upfront Cytoreductive Nephrectomy in Metastatic Non-Clear Cell Renal Cell CarcinomaTreated with First-Line Immunotherapy Combinations or Tyrosine Kinase Inhibitors (A Sub-Analysis from theARON-1 Retrospective Study)"

<p>Dataset for the ARON-1 trial</p>

opencc-by-4.0Aug 2024View details →
zenodo28/100

Supplementary Figure 1. Comparison of diagnostic sensitivity of African swine fever virus (ASFV) real-time PCR kits using artificially spiked samples (ASSs)

Open the record for dataset details and reuse information.

opencc-by-4.0Aug 2024View details →
zenodo28/100

Dataset related to NAPCAUMAB Project, article title: "Real-practice analysis of potential antibiotic interactions in patients treated with Immune Checkpoint Inhibitors: an observational study from an Italian referral cancer center"

<p>The datasets uploaded are related to data collected for NAPCAUMAB observational project, which aims to analyze potential antibiotic interactions in cancer patients treated with Immune Checkpoint Inhibitors (ICIs) and the outcomes of immunotherapy tretament in these patients in terms of Progression Free Survival (PFS) and Overall Survival (OS).&nbsp;</p>

restrictedcc-by-sa-4.0Sep 2024View details →
zenodo28/100

Anti Spoofing Real Dataset

Open the record for dataset details and reuse information.

opencc-by-4.0Sep 2024View details →
zenodo28/100

Output of all the models tested on the real time jiggled seismic events

Open the record for dataset details and reuse information.

openmit-licenseOct 2024View details →
zenodo28/100

HyperDehazing: Real Hazy HSI images

Open the record for dataset details and reuse information.

opencc-by-4.0Aug 2024View details →
zenodo28/100

Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects

<p><strong>Contact</strong></p> <p><strong>website:</strong> https://labsoft-ufmg.github.io/</p> <p><strong>email:</strong> henrique.mg.bh@gmail.com</p>

opencc-by-4.0Oct 2024View details →
zenodo28/100

Real-Time Wind Response Prediction and Load Inversion for Skyscraper Using Deep Learning

<p>Dataset and code for a forthcoming article. Any questions, please consult 2110051@tongji.edu.cn</p>

opencc-by-4.0Oct 2024View details →
zenodo28/100

ESMO-GROW checklist for the publication PD-1/PD-L1 blockade plus abnobaViscum® therapy is associated with improved survival in advanced or metastasized NSCLC patients, a real-world data registry study according to the ESMO-GROW criteria

Open the record for dataset details and reuse information.

opencc-by-4.0Oct 2024View details →
zenodo28/100

Linked collectors and determiners for: Real Jardín Botánico: Dibujos de la Real Expedición Botánica del Nuevo Reino de Granada (1783-1816), dirigida por J.C. Mutis.

Natural history specimen data linked to collectors and determiners held within, "Real Jardín Botánico: Dibujos de la Real Expedición Botánica del Nuevo Reino de Granada (1783-1816), dirigida por J.C. Mutis". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/07506960-9703-11de-893c-b8a03c50a862">https://bionomia.net/dataset/07506960-9703-11de-893c-b8a03c50a862</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/07506960-9703-11de-893c-b8a03c50a862">https://gbif.org/dataset/07506960-9703-11de-893c-b8a03c50a862</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo28/100

Dataset for Phase-Diverse Imaging and Models for Real-World Aberration Correction

<p>The work is currently submitted for publication.</p>

opencc-by-4.0Oct 2024View details →
zenodo28/100

Data for "Psychological factors influencing post-COVID real estate investment trends in India."

<p>The files include the survey questions and data to support the following research "Psychological factors influencing post-COVID real estate investment trends in India." by Pritish Chaudhuri. This research is submitted to Journal of Real Estate Portfolio Management</p>

embargoedcc-by-4.0Nov 2024View details →
dryad28/100

Data from: Reconstructing the spectrotemporal modulations of real-life sounds from fMRI response patterns

Ethological views of brain functioning suggest that sound representations and computations in the auditory neural system are optimized finely to process and discriminate behaviorally relevant acoustic features and sounds (e.g., spectrotemporal modulations in the songs of zebra finches). Here, we show that modeling of neural sound representations in terms of frequency-specific spectrotemporal modulations enables accurate and specific reconstruction of real-life sounds from high-resolution functional magnetic resonance imaging (fMRI) response patterns in the human auditory cortex. Region-based analyses indicated that response patterns in separate portions of the auditory cortex are informative of distinctive sets of spectrotemporal modulations. Most relevantly, results revealed that in early auditory regions, and progressively more in surrounding regions, temporal modulations in a range relevant for speech analysis (∼2–4 Hz) were reconstructed more faithfully than other temporal modulations. In early auditory regions, this effect was frequency-dependent and only present for lower frequencies (&lt;∼2 kHz), whereas for higher frequencies, reconstruction accuracy was higher for faster temporal modulations. Further analyses suggested that auditory cortical processing optimized for the fine-grained discrimination of speech and vocal sounds underlies this enhanced reconstruction accuracy. In sum, the present study introduces an approach to embed models of neural sound representations in the analysis of fMRI response patterns. Furthermore, it reveals that, in the human brain, even general purpose and fundamental neural processing mechanisms are shaped by the physical features of real-world stimuli that are most relevant for behavior (i.e., speech, voice).

opencc-zeroDec 2016View details →
zenodo28/100

Figure 1 from: Atanasov PY, Moneva-Sakelarieva MG, Kobakova YA, Ivanova SA, Obreshkova DP, Petkova VB, Becheva MV (2021) COVID-19 as a concomitant diagnosis and the emergencies behind COVID-19 mask – a real challenge that requires a multidisciplinary view of the patient. Pharmacia 68(3): 603-606. https://doi.org/10.3897/pharmacia.68.e71287

Figure 1 Number of examined patients in a multidisciplinary emergency department for the period 2018–2020.

opencc-by-4.0Aug 2021View details →
zenodo28/100

Figure 1 from: Costa JCL, Kucharzewski C, da Costa Prudente AL (2015) The real identity of Leptodira nycthemera Werner, 1901 from Ecuador: a junior synonym of Oxyrhopus petolarius (Linnaeus, 1758) (Serpentes, Dipsadidae). ZooKeys 506: 119-125. https://doi.org/10.3897/zookeys.506.9074

Figure 1 - Holotype of Leptodira nycthemera Werner, 1901 (ZMB 16596). A dorsal view of the body B ventral view of the body C dorsal view of the head D ventral view of the head E right lateral view of the head, and F left lateral view of the head. Scale bar: 10 mm (A, B), 2.5 mm (C–F).

opencc-by-4.0May 2015View details →
zenodo28/100

Real-time detection and grading of degenerative disc disease using YO-LO-v5 model

<p>Video 1: &nbsp;Real-time detection and grading of degenerative disc disease using YOLO-v5 model</p>

opencc-by-4.0Nov 2022View details →
zenodo28/100

MAESTRO Real - Multi-Annotator Estimated Strong Labels

<p>The dataset was created for studying estimation of strong labels using crowdsourcing.</p> <p>It contains 49 real-life audio files from 5 different acoustic scenes, and the annotation outcome. Annotation was performed using Amazon Mechanical Turk. Total duration of the dataset is 189 minutes and 52 seconds</p> <p>Audio files are a subset from TUT Acoustic Scenes 2016 dataset, belonging to five acoustic scenes: cafe/restaurant, city center, grocery store, metro station and residential area. Each scene have 6 classes, some of them are common to all the scenes, resulting into 17 classes in total.</p> <p><br> The dataset contains:</p> <ul> <li>audio: the 49 real-life recordings, each from 3 to 5 min long.</li> <li>soft labels: estimated strong labels from the crowdsourced data, values between 0 and 1 indicates the uncertainty of the annotators.</li> </ul> <p>For more details about the real-life recordings, please see the following paper:</p> <p>A. Mesaros, T. Heittola and T. Virtanen, &quot;TUT database for acoustic scene classification and sound event detection,&quot; <em>2016 24th European Signal Processing Conference (EUSIPCO)</em>, 2016, pp. 1128-1132.</p> <p>&nbsp;</p>

openother-ncFeb 2023View details →
zenodo28/100

Wayfinding artificial intelligence to detect clinically meaningful spots of retinal diseases: Artificial intelligence to help retina specialists in real world practice

<p>Dataset related to the Ambiguity index of 300 images analyzed in the thesis.</p>

opencc-by-4.0Sep 2022View details →
zenodo28/100

Morality in The Mundane: Categorizing Moral Reasoning in Real-life Social Situations

<p>The supplementary document&nbsp;includes appendix and curated database.</p>

opencc-by-4.0Apr 2023View details →
zenodo28/100

Data from Real-time, model-based magnetic field correction for moving, wearable MEG

<p>OP-MEG&nbsp;data used to generate figures from manuscript titled &quot;Real-time, model-based magnetic field correction for moving, wearable MEG&quot;. Each zipped folder relates to a different experiment: EnvironmentalNoise relates to the environmental noise experiments, AEF is the auditory evoked response experiment and ExternalCoils relates to the recordings using a set of external coils to produce interference presented in the supplementary material of the paper.</p>

opencc-by-nc-4.0Apr 2023View details →

ScienceDex guides

Understand access before you commit

These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated 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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.