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zenodo24/100

DEAP Default Wall U-values

<p>Default Wall U-values for DEAP 4.2.0</p> <p>Source: https://www.seai.ie/home-energy/building-energy-rating-ber/support-for-ber-assessors/domestic-ber-resources/deap4-software/DEAP-Manual-Version-.pdf</p>

opencc-by-4.0Nov 2020View details →
dryad24/100

Data from: Pulmonary nodule detection in patients with a primary malignancy using hybrid PET/MRI: is there value in adding contrast-enhanced MR imaging?

Purpose: To investigate the added value of post-contrast VIBE (volumetric-interpolated breath-hold examination) to PET/MR imaging for pulmonary nodule detection in patients with primary malignancies. Materials and Methods: This retrospective institutional review board–approved study, with waiver of informed consent, included 51 consecutive patients who underwent 18F-fluorodeoxyglucose (FDG) PET/MR followed by PET/CT for cancer staging. In all patients, the thorax was examined with pre-and post-contrast VIBE MR with simultaneous PET acquisition. Two readers blinded to the patients' data independently recorded their level of suspicion for pulmonary nodules based on PET, pre-contrast VIBE, and fused PET/MR images (first session), and reassessed them 4-weeks later after addition of post-contrast VIBE (second session). Jackknife alternative free-response receiver-operating-characteristic (JAFROC) analysis was performed, with PET/CT as the reference standard. Results: A total of 151 pulmonary nodules (44 FDG-avid, 107 non-FDG-avid nodules) were detected on PET/CT, including 62 nodules≥5mm in diameter and 89 nodules&lt;5mm. In the first session, the average nodule detection rate was 53.3% for all nodules, 97.7% for FDG-avid, 35.0% for non-FDG-avid nodules, 87.9% for nodules≥5mm and 29.2% for nodules&lt;5mm. In the second session, the average detection rate was 53.3% for all nodules, 97.7% for FDG-avid, 35.0% for non-FDG-avid nodules, 85.5% for nodules≥5mm and 30.9% for nodules&lt;5mm. The average JAFROC figure-of-merit was 0.837 in the first session and 0.848 in the second session. There were no significant differences in detection performance between sessions (P=0.48). Conclusion: The addition of post-contrast VIBE to hybrid PET/MR imaging provided no additional value in the detection of pulmonary nodules.

opencc-zeroDec 2014View details →
dryad24/100

Data from: Prediction of genetic values of quantitative traits with epistatic effects in plant breeding populations

Though epistasis has long been postulated to play a critical role in genetic regulation of important pathways as well as provide a major source of variation in the process of speciation, the importance of epistasis for genomic selection in the context of plant breeding is still being debated. In this paper, we report the results on the prediction of genetic values with epistatic effects for 280 accessions in the Nebraska Wheat Breeding Program using adaptive mixed LASSO. The development of adaptive mixed LASSO, originally designed for association mapping, for the context of genomic selection is reported. The results show that adaptive mixed LASSO can be successfully applied to the prediction of genetic values while incorporating both marker main effects and epistatic effects. Especially, the prediction accuracy is substantially improved by the inclusion of two-locus epistatic effects (more than one fold in some cases as measured by cross validation correlation coefficient), which is observed for multiple traits and planting locations. This points to significant potential in using non-additive genetic effects for genomic selection in crop breeding practices.

opencc-zeroDec 2011View details →
dryad24/100

Data from: Positive and negative incentive contrasts lead to relative value perception in ants

Humans usually assess things not according to their absolute value, but relative to reference points - a main tenant of Prospect Theory. For example, people rate a new salary relative to previous salaries and salaries of their peers, rather than absolute income. We demonstrate a similar effect in an insect: ants expecting to find low quality food showed higher acceptance of medium quality food than ants expecting medium quality, and vice versa for high expectations. Further experiments demonstrate that these contrast effects arise from cognitive rather than mere sensory or pre-cognitive perceptual causes. Social information gained inside the nest can also serve as a reference point: the quality of food received from other ants affected the perceived value of food found later. Value judgement is a key element in decision making, and thus relative value perception strongly influences which option is chosen and ultimately how all animals make decisions.

opencc-zeroJul 2019View details →
zenodo24/100

Favourable Reference Values for European species

<p>This dataset contains the Favourable Reference Values of European vertebrates, divided by classes and 2030 population and range targets for mammals. Tables report the values for each combination of species/MS-BIO and min - max values range.&nbsp;</p>

embargoedcc-by-4.0Sep 2024View details →
zenodo24/100

2023_McCoy_Random_Docking_P_value_data

<p>Relevant data for the 2023 paper "A Significance Score for Protein-Protein Interaction Models Through Random Docking".&nbsp;</p>

openOct 2023View details →
zenodo24/100

Fig. 3 in An Overview Of The Ecological Values Of Soumar Wetland On Waterbirds Diversity

Fig. 3. Monthly trend of waterbird dominance in the Soumar wetland (Setif, Algeria).

opencc-by-4.0Nov 2023View details →
zenodo24/100

Supplementary Data: Measured values of 13 flood events in the upper watershed of Qingshan Hydrological Station and their simulation results by two models

<p>The files in this record contain measured data of 13 flood events and simulated flood processes from the XAJ and CM-XAJ models considered for publication in Water Resources Research.</p><p>&nbsp;</p><p>The files consist of:</p><p>&nbsp;</p><p>Measured values for 13 flood events of Qingshan Hydrological Station;</p><p>Source code (incomplete) and results of the XAJ Model;</p><p>Source code (incomplete) and results of the CM-XAJ Model;</p><p>Source code of Genetic Algorithm with recourse model.</p>

opencc-by-4.0Dec 2023View details →
zenodo24/100

Figure 4 from: Sambaraju P (2022) Use of Worksheet events in Excel to save solver objective cell value from each iteration. Research Ideas and Outcomes 8: e79006. https://doi.org/10.3897/rio.8.e79006

Figure 4 Excel Worksheet Change event macro to copy result from each solver iteration.

opencc-by-4.0Feb 2022View details →
zenodo24/100

Figure 2 from: Sambaraju P (2022) Use of Worksheet events in Excel to save solver objective cell value from each iteration. Research Ideas and Outcomes 8: e79006. https://doi.org/10.3897/rio.8.e79006

Figure 2 Solver options tab.

opencc-by-4.0Feb 2022View details →
zenodo24/100

Figure 3 from: Sambaraju P (2022) Use of Worksheet events in Excel to save solver objective cell value from each iteration. Research Ideas and Outcomes 8: e79006. https://doi.org/10.3897/rio.8.e79006

Figure 3 Solver message box showing iteration result message.

opencc-by-4.0Feb 2022View details →
zenodo24/100

Accompanying patients aged 65 or over: how companions' health literacy affects value co-creation during medical encounters. Journal of Aging and Health. 33 - 10, pp. 953 - 964. Sage Publishing, 2021.

<p>Data file</p>

opencc-by-4.0Feb 2024View details →
zenodo24/100

DETERMINATION OF ACCEPTABLE VALUES OF MAIN FACTORS AFFECTING COOKED IP PRODUCTION

<p><em><span>In this article, the limit parameters of the main factors affecting the performance of the improved working part of the yarn winding machine were determined, and their optimal values were determined by the method of mathematical planning. These values were graphed and analyzed for the effect of the machine on yarn stiffness.</span></em></p>

openNov 2024View details →
zenodo24/100

THE STUDY OF THE ORIENTATION OF VALUES AMONG MIGRANT WOMEN.

<p><em><span>This article presents the conclusions of scientific research on the impact of women's migration on values. There are also thoughts on the impact of a female migrant in a family on the behavior of children.</span></em></p>

openDec 2024View details →
zenodo24/100

Perceived value interviews and socio-economic survey data in seven villages in rural Uganda

<p>Dataset (JSON and CSV files) of 119 interviews conducted between 2014 and 2015 in seven rural Ugandan villages from surveys and face-to-face interviews.</p>

opencc-by-4.0May 2021View details →
zenodo24/100

Figure 5 from: Popov D, Roychoudhury P, Hardy H, Livermore L, Norris K (2021) The Value of Digitising Natural History Collections. Research Ideas and Outcomes 7: e78844. https://doi.org/10.3897/rio.7.e78844

Figure 5 Components of the theory of change.

opencc-by-4.0Dec 2021View details →
zenodo24/100

Figure 3 from: Balkanski S, Simeonova J, Gitev I, Getov I (2019) Evaluation of the current status of the value-added pharmacy services and pharmacists' attitude in Bulgaria. Pharmacia 66(2): 79-83. https://doi.org/10.3897/pharmacia.66.e36530

Figure 3 Distribution of pharmacies by the types of the blood pressure devices (%).

opencc-by-4.0Mar 2022View details →
zenodo24/100

Figure 2 from: Balkanski S, Simeonova J, Gitev I, Getov I (2019) Evaluation of the current status of the value-added pharmacy services and pharmacists' attitude in Bulgaria. Pharmacia 66(2): 79-83. https://doi.org/10.3897/pharmacia.66.e36530

Figure 2 Distribution of the pharmacies according to VAPS and customers (%).

opencc-by-4.0Mar 2022View details →
zenodo24/100

Figure 1 from: Balkanski S, Simeonova J, Gitev I, Getov I (2019) Evaluation of the current status of the value-added pharmacy services and pharmacists' attitude in Bulgaria. Pharmacia 66(2): 79-83. https://doi.org/10.3897/pharmacia.66.e36530

Figure 1 The proportion of the pharmacies offered VAPS (%).

opencc-by-4.0Mar 2022View details →
zenodo24/100

Figure 4 from: Balkanski S, Simeonova J, Gitev I, Getov I (2019) Evaluation of the current status of the value-added pharmacy services and pharmacists' attitude in Bulgaria. Pharmacia 66(2): 79-83. https://doi.org/10.3897/pharmacia.66.e36530

Figure 4 Community pharmacists` attitudes towards the use of VAPS (%).

opencc-by-4.0Mar 2022View details →

ScienceDex guides

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

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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.

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

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