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Dataset results
557 results for “demand”
The genome and transcriptome of Panagrellus redivivus is shaped by the harsh demands of a free-living lifestyle
GEO Series GSE44020. Panagrellus redivivus. 1 samples. Type: Expression profiling by high throughput sequencing.
R-Ras2 is required for germinal center formation to aid B cells during energetically demanding processes
GEO Series GSE113599. Mus musculus. 7 samples. Type: Expression profiling by array.
Transcriptomic changes upon the formation of a functional "on demand" degradation network in microglia II
GEO Series GSE166127. Mus musculus. 39 samples. Type: Expression profiling by high throughput sequencing.
Hydrogel biomaterials that stiffen and soften on demand reveal that skeletal muscle stem cells harbor a mechanical memory
GEO Series GSE263619. Mus musculus. 10 samples. Type: Expression profiling by high throughput sequencing.
mTOR signaling regulates demand-adapted hematopoiesis and metabolic reprogramming required for an effective cellular immune response in Drosophila melanogaster larvae
GEO Series GSE237065. Drosophila melanogaster. 12 samples. Type: Expression profiling by high throughput sequencing.
Axial Nephron Fate Switching Demonstrates a Plastic System Tunable on Demand
GEO Series GSE293237. Homo sapiens. 2 samples. Type: Expression profiling by high throughput sequencing.
Disturbed Hepatic Carbohydrate Management During High Metabolic Demand in Medium-Chain Acyl-CoA Dehydrogenase (MCAD)-deficient Mice
GEO Series GSE37546. Mus musculus. 20 samples. Type: Expression profiling by array.
Fetus-derived IGF2 matches placental development to fetal demand [microarray]
GEO Series GSE125278. Mus musculus. 12 samples. Type: Expression profiling by array.
Axial Nephron Fate Switching Demonstrates a Plastic System Tunable on Demand
GEO Series GSE283186. Homo sapiens. 7 samples. Type: Expression profiling by high throughput sequencing.
Fetus-derived IGF2 matches placental development to fetal demand
GEO Series GSE125434. Mus musculus. 20 samples. Type: Expression profiling by array; Expression profiling by high throughput sequencing.
Service Level Anchoring in Demand Forecasting: The Moderating Impact of Retail Promotions and Product Perishability
<p>This dataset is used for the working paper 'Service Level Anchoring in Demand Forecasting: The Moderating Impact of Retail Promotions and Product Perishability,' authored by Fahimnia, Tan, and Tahirov. The data was collected during a laboratory experiment designed based on data from a real case in the fast-moving consumer goods (FMCG) industry. Each subject was assigned to one of the following treatment groups:</p> <p> </p> <ul> <li>T1 (control group) - forecasts were made for a <strong>nonperishable</strong> product (shelf life of 9 months), with <strong>no service level</strong> information.</li> <li>T2 - forecasts were made for a <strong>nonperishable</strong> product, with a <strong>high service level </strong>information.</li> <li>T3 - the forecasts were still for a n<strong>onperishable</strong> product, with a<strong> lower service level </strong>information.</li> <li>T4 - forecasts were made for a <strong>perishable</strong> product, with <strong>high service level</strong> information.</li> <li>T5 - forecasts were made for a <strong>perishable</strong> product, with <strong>low service level</strong> information.</li> </ul> <p> </p> <p>A total of 313 subjects prepared four forecasts each. For each forecast, a subject was provided with 30 weeks of sales data, including both normal and promotional weeks. The promotional weeks were highlighted as 'Promo.' The subjects were asked to provide their forecasts for week 31, basing their forecasts solely on historical data and potential sales promotions. Mean absolute percentage error (MAPE) was used to assess the accuracy of the forecasts. Percentage forecast bias was used to measure the deviation of adjusted forecasts from the normative benchmark forecast.</p> <p>The new version of dataset includes three Excel files:</p> <ul> <li>Excel file 1 (“DataSet.xlsx”) – This file contains the average adjusted forecast for each subject during both the promotional and non-promotional periods, along with other data such as demographic information, calculated MAPE, forecast bias, service level, and product perishability.</li> <li>Excel file 2 and 3 (“Pool_1_Perishable” and “Pool_2_Non perishable”) - These files contain all the real datasets for perishable and non-perishable products used during the experiment.</li> </ul>
Data from: Using cost-benefit analyses to identify key opportunities in demand-side mitigation
Open the record for dataset details and reuse information.
Figure 19 in Ontogeny of the skeleton of Moenkhausia pittieri (Ostariophysi: Characiformes) with discussion on functional demands and ossification patterns in the Characidae
Figure 19. Sequence of ossification of Moenkhausia pittieri, highlighting the following complexes: (1) neurocranium: olfactory region (yellow), orbital region (orange), otic region (red) and occipital region (burgundy red); (2) splancnocranium: jaws (pink), hyopalatine arch (violet), hyoid arch (dark purple) and branchial arch (purple); (3) axial skeleton: post-Weberian (light blue) and Weberian bones (dark blue); (4) paired fins: dark green (pectoral) and light green (pelvic); (5) unpaired fins: caudal (brown), anal (light brown) and dorsal (beige); and (6) opercular series (light grey), orbital series (medium grey) and sclerotic (dark grey). A, early stages, showing bones that start to ossify from 3.4 mm notocord length (NL) to 6.2 mm standard length (SL). B, later stages, showing bones that start to ossify from 6.6 mm SL onwards.
Figure 16 in Ontogeny of the skeleton of Moenkhausia pittieri (Ostariophysi: Characiformes) with discussion on functional demands and ossification patterns in the Characidae
Figure 16. Anal fin of Moenkhausia pittieri. A, 6.8 mm standard length (SL), 34 days post-hatching (dph), with image horizontally inverted. B, 15.4 mm SL, 70 dph. C, adult, 28.8 mm SL. Abbreviations are explained in Table 1. Scale bars: 1 mm.
Figure 14 in Ontogeny of the skeleton of Moenkhausia pittieri (Ostariophysi: Characiformes) with discussion on functional demands and ossification patterns in the Characidae
Figure 14. Pelvic fin of Moenkhausia pittieri. A, 15.4 mm standard length (SL), 70 days post-hatching (dph). B, adult, 28.8 mm SL. Abbreviations are explained in Table 1. Scale bars: 0.5 mm.
Figure 8 in Ontogeny of the skeleton of Moenkhausia pittieri (Ostariophysi: Characiformes) with discussion on functional demands and ossification patterns in the Characidae
Figure 8. Hyopalatine arch and opercular series of Moenkhausia pittieri, in lateral view (A, B, D) and autopalatine dorsal view (C). A, 9.1 mm standard length (SL), 37 days post-hatching (dph), with subopercle removed. B, 10.9 mm SL, 61 dph, with image horizontally inverted. C, D, adult, 28.8 mm SL. Arrows indicate autogenous cartilages. Abbreviations are explained in Table 1. Scale bars: 0.5 mm.
Figure 5 in Ontogeny of the skeleton of Moenkhausia pittieri (Ostariophysi: Characiformes) with discussion on functional demands and ossification patterns in the Characidae
Figure 5. Posterior portion of neurocranium of Moenkhausia pittieri, showing the shift in the position of the intercalar over the horizontal semicircular canal during development. A, 9.5 mm standard length (SL), 49 days post-hatching (dph), with image horizontally inverted, lateral view. B, 11.6 mm SL, 58 dph, with image horizontally inverted, lateral view. C, adult, 28.8 mm SL, lateroventral view. Arrows indicate the intercalar. Abbreviations are explained in Table 1. Scale bars: 0.5 mm.
Plans4Care: Personalized Dementia Care on Demand
ClinicalTrials.gov study NCT07115251. IPD Sharing: UNDECIDED. Countries: 0. Publications: 0.
Evaluation of Video On-Demand Programming to Prevent Type 2 Diabetes in Adults
ClinicalTrials.gov study NCT01768546. IPD Sharing: Not stated. Countries: 0. Publications: 0.
Outcomes of Prophylaxis and On-demand Treatment for Severe Hemophiliacs and Collection of Baseline Data in Hemophiliacs in Taiwan
ClinicalTrials.gov study NCT02908243. IPD Sharing: YES. Countries: 0. Publications: 0.
ScienceDex guides
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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.