Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
1,719
datasets available to search
ShareScore release 0.9.0
Dataset results
1,719 results for “Making”
Beaked whales and state-dependent decision-making: how does body condition affect the trade-off between foraging and predator avoidance?
<p>Body condition is central to how animals balance foraging with predator-avoidance – a trade-off that fundamentally affects animal fitness. Animals in poor condition may accept greater predation risk to satisfy current foraging "needs", whilst those in good condition may be more risk averse to protect future "assets". These state-dependent behavioural predictions can help interpret responses to human activities, but are little explored in marine animals. This study investigates the influence of body condition on how beaked whales trade off foraging and predator-avoidance. Body density (indicating lipid-energy stores) was estimated for 15 foraging northern bottlenose whales tagged near Jan Mayen, Norway. Composite indices of foraging (diving and echolocation clicks) and anti-predation (long ascents, non-foraging dives and silent periods reducing predator eavesdropping) were negatively related. Experimental sonar exposures led to decreased foraging and increased risk aversion, confirming a foraging/perceived safety trade-off. However, lower lipid stores were not related to a decrease in predator-avoidance versus foraging, i.e. worse condition animals did not prioritise foraging. Individual differences ('personalities') or reproductive context could offer alternative explanations for the observed state-behaviour relationships. This study provides evidence of foraging/predator-avoidance trade-offs in a marine top predator and demonstrates that animals in worse condition might not always take more risks.</p>
Thermal tolerance of fish to heatwaves in agricultural streams: What does not kill you makes you stronger?
<p>Heatwaves are increasing in frequency and intensity under climate change. Freshwater ecosystems are among the most thermally impacted systems, within which agricultural streams are experiencing the most extreme heatwaves and deserve prioritized focus. Heatwaves are approaching the upper thermal limits of many fishes but have received little attention to date.</p> <p>To study whether and how fish tolerate heatwaves from a physiological perspective, we simulated single, multiple, and extended heatwaves at 32 and 34 °C in the laboratory, based on high-resolution summer temperatures recorded in agricultural vs. forested streams in Illinois, USA.</p> <p>By investigating the effects of heatwaves on 25 °C acclimated fathead minnow <i>Pimephales promelas</i>, an important prey species across North America, we witnessed its high thermal resilience, including a rapid return to metabolic homeostasis after single and multiple heatwaves, measured by oxygen consumption rate (<i>Ṁ</i>O<sub>2</sub>). During extended heatwave, fathead minnow were still able to lower <i>Ṁ</i>O<sub>2</sub> after the initial exposure, despite without complete thermal compensation. We also found transient increases in their critical thermal maximum (CT<sub>max</sub>), especially after higher intensity and frequency of heatwaves. However, the thermal resilience of fathead minnow did come with costs, including reduced anaerobic capacity indicated by decreased lactate dehydrogenase activity and impaired antioxidant defense indicated by reduced superoxide dismutase in white muscle.</p> <p>By monitoring metabolic costs and physiological adjustments of fish during and after heatwaves, we showed that fathead minnow were resilient to simulated current and near-future heatwaves, which may allow them to cope with thermal extremes expected in agricultural streams.</p> <p>Overall, the real-time monitoring of fish responses to heatwaves incorporates natural dynamics of thermal patterns. It facilitates the mechanistic understandings of how fish react to thermal challenges in the real world and offers opportunities to incorporate high-resolution metabolic costs into future bioenergetic modeling.</p>
On following pages: 146. Hairy Big-eyed Bat (Chiroderma villosum); 147. Brazilian Big-eyed Bat (Chiroderma doriae); 148. Vizotto's Big-eyed Bat (Chiroderma vizottoi); 149. Bidentate Yellow-eared Bat (Vampyriscus bidens); 150. Brock's Yellow-eared Bat (Vampyriscus brocki); 151. Striped Yellow-eared Bat (Vampyriscus nymphaea); 152. Baker's Tent-making Bat (Uroderma bakeri); 153. Common Tent-making Bat (Uroderma bilobatum); 154. Pacific Tent-making Bat (Uroderma convexum); 155. Davis's Tent-making Bat (Uroderma davisi); 156. Brown Tent-making Bat (Uroderma magnirostrum); 157. Kalko's Yellow-eared Bat (Vampyressa elisabethae); 158. Melissa's Yellow-eared Bat (Vampyressa melissa); 159. Quechuan Yellow-eared Bat (Vampyressa sinchi); 160. NorthernLittle Yellow-eared Bat (Vampyressa thyone); 161. Southern Little Yellow-eared Bat (Vampyressa pusilla); 162. MacConnell's Bat (Mesophylla macconnell)); 163. Caracciolo's Stripe-faced Bat (Vampyrodes caracciol)); 164. Great Stripe-faced Bat (Vampyrodes major). in Phyllostomidae
On following pages: 146. Hairy Big-eyed Bat (Chiroderma villosum); 147. Brazilian Big-eyed Bat (Chiroderma doriae); 148. Vizotto's Big-eyed Bat (Chiroderma vizottoi); 149. Bidentate Yellow-eared Bat (Vampyriscus bidens); 150. Brock's Yellow-eared Bat (Vampyriscus brocki); 151. Striped Yellow-eared Bat (Vampyriscus nymphaea); 152. Baker's Tent-making Bat (Uroderma bakeri); 153. Common Tent-making Bat (Uroderma bilobatum); 154. Pacific Tent-making Bat (Uroderma convexum); 155. Davis's Tent-making Bat (Uroderma davisi); 156. Brown Tent-making Bat (Uroderma magnirostrum); 157. Kalko's Yellow-eared Bat (Vampyressa elisabethae); 158. Melissa's Yellow-eared Bat (Vampyressa melissa); 159. Quechuan Yellow-eared Bat (Vampyressa sinchi); 160. NorthernLittle Yellow-eared Bat (Vampyressa thyone); 161. Southern Little Yellow-eared Bat (Vampyressa pusilla); 162. MacConnell's Bat (Mesophylla macconnell)); 163. Caracciolo's Stripe-faced Bat (Vampyrodes caracciol)); 164. Great Stripe-faced Bat (Vampyrodes major).
Dataset for: Numbers, neighbours and hungry predators: what makes chemically defended aposematic prey susceptible to predation?
<p>Many chemically defended aposematic species are characterised by relatively low toxin levels, which enables predators to include them in their diets under certain circumstances. Knowledge of the conditions governing the survival of such prey animals – especially in the context of the co-occurrence of similar but undefended prey, which may result in mimicry-like interactions – is crucial for understanding the initial evolution of aposematism.</p> <p>In a one-month outdoor experiment using fish (the common carp<em> Cyprinus carpio</em>) as predators, we examined the survival of moderately defended aposematic tadpole prey (the European common toad <em>Bufo bufo</em>) with varying absolute densities in single-species prey systems or varying relative densities in two-species prey systems containing morphologically similar but undefended prey (the European common frog <em>Rana temporaria</em>). The density effects were investigated in conjunction with the hunger levels of the predator, which were manipulated by means of the addition of alternative (non-tadpole) food.</p> <p>The survival of the <em>B. bufo</em> tadpoles was promoted by increasing their absolute density in the single-species prey systems, increasing their relative density in the two-species prey systems, and providing ample alternative food for the predator. Hungry predators eliminated all <em>R. temporaria </em>individuals regardless of their proportion in the prey community; in treatments with ample alternative food, high relative <em>B. bufo</em> density supported <em>R. temporaria</em> survival.</p> <p>The results demonstrated that moderately defended prey did benefit from high population densities (both absolute and relative), even under long-term predation pressure. However, the physiological state of the predator was a crucial factor in the survival of moderately defended prey. While the availability of alternative prey in general should promote the spread and maintenance of aposematism, the results indicated that the resemblance between the co-occurring defended and undefended prey may impose mortality costs on the defended model species, even in the absence of actual mimicry.</p>
Many ways to make darker flies: Intra- and inter-specific variation in Drosophila body pigmentation components
Body pigmentation is an evolutionarily diversified and ecologically relevant trait with substantial variation within and between species, and important roles in animal survival and reproduction. Insect pigmentation, in particular, provides some of the most compelling examples of adaptive evolution, including its ecological significance and genetic bases. Pigmentation includes multiple aspects of color and color pattern that may vary more or less independently, and can be under different selective pressures. We decompose Drosophila thorax and abdominal pigmentation, a valuable eco-evo-devo model, into distinct measurable traits related to color and color pattern. We investigate intra- and inter-specific variation for those traits, and assess its different sources. For each body part, we measured overall darkness, as well as four other pigmentation properties distinguishing between background color and color of the darker pattern elements that decorate each body part. By focusing on two standard D. melanogaster laboratory populations, we show that pigmentation components vary and co-vary in distinct manners depending on sex, genetic background, and temperature during development. Studying three natural populations of D. melanogaster along a latitudinal cline and five other Drosophila species, we then show that evolution of lighter or darker bodies can be achieved by changing distinct component traits. Our results paint a much more complex picture of body pigmentation variation than previous studies could uncover, including patterns of sexual dimorphism, thermal plasticity, and inter-specific diversity. These findings underscore the value of detailed quantitative phenotyping and analysis of different sources of variation for a better understanding of phenotypic variation and diversification, and the ecological pressures and genetic mechanisms underlying them.
The dose makes the poison: feeding of antibiotic-treated winter honey bees, Apis mellifera, with probiotics and b-vitamins
<div> <p><span>Honey stores of </span><em><span>Apis mellifera</span></em><span> colonies are replaced with sugar water by beekeepers, which may result in malnutrition. Nutritional supplements have been developed, but the importance of bacterial probiotics and vitamins is poorly understood. Given that supplementary feeding with vitamins and probiotics enhances worker weight and longevity, this would suggest a feasible approach to mitigate winter colony losses. Here, we conducted a laboratory hoarding cage study with freshly emerged winter bees, which were treated with the antibiotic tetracycline to reduce gut bacteria and subsequently assigned to feeding regimes: sucrose only, sucrose + pollen, probiotics (low and high dosage), probiotics + pollen (low and high dosage), or b-vitamins (low and high dosage), (N=8 treatments, 29 workers/cage x8 replicates). In parallel, controls remained on their frame (=Frame) to establish their gut microbiota and were subsequently fed with sucrose only or sucrose + pollen (N=2 treatments, 29 workers/cage x4 replicates). Higher body weights were found in workers fed pollen, and in notably the Frame Sucrose + Pollen group, confirming a role of gut bacteria in protein digestion. Furthermore, both Frame groups and the antibiotic-treated workers fed with probiotic low + pollen survived longer than all other groups, highlighting an inherent host-microbial relationship. In contrast, high dosages of both probiotic and b-vitamins significantly reduced life span compared to their low concentration counterparts, probably due to dysbiosis and toxicity, suggesting that the outcome was dose-dependent. These results highlight that bacterial supplementation can alter longevity with advisable caution since harmful concentrations appear to exist.</span> </p> </div>
Data from: Single mutation makes Escherichia coli an insect mutualist
<p>We report an experimental system in which <em>Escherichia coli</em> evolves into an insect mutualist. When the essential gut symbiont of the stinkbug <em>Plautia stali</em> was replaced by <em>E. coli,</em> a few survivor insects exhibited specific localization and vertical transmission of <em>E. coli.</em> Through trans-generational maintenance with <em>P. stali</em>, several hyper-mutating <em>E. coli</em> lines independently evolved host's high adult emergence and improved body color. Such "mutualistic" <em>E. coli</em> lines exhibited independent mutations disrupting the carbon catabolite repression (CCR) global transcriptional regulator. Each of the mutations reproduced the mutualistic phenotypes when introduced into wild-type <em>E. coli</em>, confirming that the single CCR mutations instantly make <em>E. coli</em> an insect mutualist. Our discovery uncovers that evolution of elaborate mutualism can proceed more easily and rapidly than conventionally envisaged.</p>
Information integration for nutritional decision-making in desert locusts
<p>Swarms of the migratory desert locust can extend over several hundred square kilometres, and starvation compels this ancient pest to devour everything in its path. Theory suggests that gregarious behaviour benefits foraging efficiency over a wide range of spatial food distributions. However, despite the importance of identifying the processes by which swarms locate and select feeding sites to predict their progression, the role of social cohesion during foraging remains elusive. We investigated the evidence accumulation and information integration processes that underlie locusts' nutritional decision-making by employing a Bayesian formalism on high-resolution tracking data from foraging locusts. We tested individual gregarious animals and groups of different sizes in a 2-choice behavioural assay in which food patch qualities were either different or similar. We then predicted the decisions of individual locusts based on personally acquired and socially derived evidence by disentangling the relative contributions of each information class. Our study suggests that locusts balance incongruent evidence but reinforce congruent ones, resulting in more confident assessments when evidence aligns. We provide new insights into the interplay between personal experience and social context in locust foraging decisions which constitute a powerful empirical system to study local individual decisions and their consequent collective dynamics.</p>
Distribution. NW coastal Madagascar, restricted to the Sahamalaza Peninsula and the adjacent mainland; the biogeography of this area and the distribution pattern of the sympatric Blue-eyed Black Lemur (Eulemurflavifrons) make it likely that the boundaries of the range of the Sahamalaza Sportive Lemur are the Andranomalaza River in the N and the Maevarano Riverin the S. Field studies to determine the full extent of the distribution and that of neighboring Mittermeier's Sportive Lemur (L. mittermeiert) are underway. in Lepilemuridae
Distribution. NW coastal Madagascar, restricted to the Sahamalaza Peninsula and the adjacent mainland; the biogeography of this area and the distribution pattern of the sympatric Blue-eyed Black Lemur (Eulemurflavifrons) make it likely that the boundaries of the range of the Sahamalaza Sportive Lemur are the Andranomalaza River in the N and the Maevarano Riverin the S. Field studies to determine the full extent of the distribution and that of neighboring Mittermeier's Sportive Lemur (L. mittermeiert) are underway.
Data used in "Marine heatwaves make more contribution to changing air–water exchange of semi-volatile organic compounds than mean sea surface temperature raising"
<p>Data used in "Marine heatwaves make more contribution to changing air–water exchange of semi-volatile organic compounds than mean sea surface temperature raising"</p>
How to make ME contact in solid configuration
<p>These schematics show how the contact can be made for a solid-state magneto-electric system. As an example, there is a FeGa/IrMn system grown on a piezoelectric PVDF-TrFE substrate. </p>
Dataset (MATLAB format) from Yang et al (2022) Thalamus-driven functional populations in frontal cortex support decision-making. Nat. Neurosci.
<p><strong>Summary</strong></p> <p>These experiments measure neuronal responses from the left hemisphere of premotor cortex (anterior lateral motor cortex, ALM) of adult mice performing pole location discrimination with a short-term memory. In a subset of the recordings, we inactivate activity of one of the brain regions providing inputs to ALM (ipsilateral S1/S2, contralateral ALM, and ipsilateral Thal<sub>ALM</sub>) in some trials.</p> <p>This dataset contains data from 9626 single units, 73 mice, 347 sessions. The dataset is described as “the primary dataset” in the paper below. The experiments (including experiment methods) are described in the paper.</p> <p><em>Yang W, Tipparaju SL, Chen G, Li N, (2022). Thalamus-driven functional populations in frontal cortex activity supports decision-making. Nat Neurosci, in press.</em></p> <p> </p> <p>The second dataset used in the paper can be downloaded also from Zenodo at</p> <pre><a href="https://doi.org/10.5281/zenodo.6713616">https://doi.org/10.5281/zenodo.6713616</a></pre> <p> </p> <p><strong>How to cite the data</strong></p> <p>If you publish any work using the data, please cite the Chen et. al., (2021) publication above and also cite the dataset in the following recommended format:</p> <p>Li N (2022); Data and simulations related to: Thalamus-driven functional populations in frontal cortex activity supports decision-making. Yang et al (2022) Nat Neurosci.</p> <p><a href="http://dx.doi.org/10.5281/zenodo.6846161">http://dx.doi.org/10.5281/zenodo.6846161</a></p> <p> </p> <p><strong>How to get started</strong></p> <p>Once downloaded</p> <p>1) unzip “<strong>func</strong>”</p> <p>2) unzip "<strong>scripts</strong>"</p> <p>3) Run any scripts "<strong>demo_*.m</strong>" within "<strong>scripts</strong>"</p> <p> </p> <p>A collection of analyses scripts that reproduce figures in " Yang et al (2022)" is included in the folder "<strong>\scripts\</strong>"</p> <p><strong>demo_compute_activity_modes_independentTrials.m</strong> – plot t-SNE embedding and all the response profile clusters; plots PSTHs from an example cluster; plots neurons connected to S1/S2, cALM, ThalALM on the t-SNE.</p> <p><strong>demo_compute_tSNE_embedding.m</strong> – t-SNE embedding of neuronal response profiles (based on PSTH shape)</p> <p><strong>demo_compute_activity_modes.m</strong> – compute activity modes from neuronal population responses.</p> <p><strong>demo_compute_selectivity_vector_stability.m</strong> – analysis of selectivity vectors</p> <p> </p> <p> </p>
Nesokia is sister to Bandicota and are nested in Rattus phylogenetically, making Rat- tus paraphyletic. Tarsomys, Limnomys, and Diplothrix are also phylogenetically in Rat- tus, and the clade is in need of focused re- vision at the generic level. Nesokia bunnui was originally described as a separate ge-nus, Erythronesokia, because it is morphologically very distinctive from N. indica. Type specimen was destroyed during the Iraq War, and a neotype was recently designated to replace it. Monotypic. Distribution. Tigris and Euphrates river valleys, SE Iraq. Descriptive notes. Head—body 230-260 mm, tail 205-270 mm, ear 18-21 mm, hindfoot 49-58 mm; weight 519 g. The Long-tailed Bandicoot Rat is larger than the Short-tailed Bandicoot Rat (N. indica). Pelage is soft and woolly, interspersed with harsher coarse hair and long black hairs near mid-back. Dorsum is fawn to ocherous red, washed with purple or chestnuton darker individuals. Hairs are basally slate-gray and distally rufous, occasionally with whitish or black tips. Muzzle is drab. Sides arefawn, with gray edge toward venter. Venteris whitish, extending onto cheeks where the same pattern from gray to fawn to dorsal pelage occurs. Feet are large and robust, being light brown and well-furred dorsally. Claws are amber on forefeet and dull brown on hindfeet; pollux is extremely small. Ears are moderately long and brownish, with no hair internally. Tail is ¢.82-104% of head-body length and deep brownish drab, interspersed with visible white hair. Skull is large and robust, similarly to the Short-tailed Bandicoot Rat. Habitat. Marsh and swamp land. Food and Feeding. No information. Breeding. No information. Activity patterns. The Long-tailed Bandicoot Rat is terrestrial, although it isfound in swampy and marshy areas and is probably amphibious. Movements, Home range and Social organization. No information. Status and Conservation. Classified as Endangered on The IUCN Red List. The Longtailed Bandicoot Rat is apparently rare and is known from very few specimens. Marsh and swamp habitats in which it is found were completely destroyed during the Iraq War by draining, war damage, and agricultural expansion. In recent years, flooding from Tigris and Euphrates rivers and high snow fall and melt haveresulted in partial restoration ofits native habitat, although restoration is not a complete. Populations are now probably highly fragmented. Bibliography. Al-Ansari et al. (2012), Al-Robaae & Felten (1990), Khajuria (1981), Krystufek et al. (2017), Musser & Carleton (2005), Richardson & Hussain (2006), Stuart (2008). in Muridae
Nesokia is sister to Bandicota and are nested in Rattus phylogenetically, making Rat- tus paraphyletic. Tarsomys, Limnomys, and Diplothrix are also phylogenetically in Rat- tus, and the clade is in need of focused re- vision at the generic level. Nesokia bunnui was originally described as a separate ge-nus, Erythronesokia, because it is morphologically very distinctive from N. indica. Type specimen was destroyed during the Iraq War, and a neotype was recently designated to replace it. Monotypic. Distribution. Tigris and Euphrates river valleys, SE Iraq. Descriptive notes. Head—body 230-260 mm, tail 205-270 mm, ear 18-21 mm, hindfoot 49-58 mm; weight 519 g. The Long-tailed Bandicoot Rat is larger than the Short-tailed Bandicoot Rat (N. indica). Pelage is soft and woolly, interspersed with harsher coarse hair and long black hairs near mid-back. Dorsum is fawn to ocherous red, washed with purple or chestnuton darker individuals. Hairs are basally slate-gray and distally rufous, occasionally with whitish or black tips. Muzzle is drab. Sides arefawn, with gray edge toward venter. Venteris whitish, extending onto cheeks where the same pattern from gray to fawn to dorsal pelage occurs. Feet are large and robust, being light brown and well-furred dorsally. Claws are amber on forefeet and dull brown on hindfeet; pollux is extremely small. Ears are moderately long and brownish, with no hair internally. Tail is ¢.82-104% of head-body length and deep brownish drab, interspersed with visible white hair. Skull is large and robust, similarly to the Short-tailed Bandicoot Rat. Habitat. Marsh and swamp land. Food and Feeding. No information. Breeding. No information. Activity patterns. The Long-tailed Bandicoot Rat is terrestrial, although it isfound in swampy and marshy areas and is probably amphibious. Movements, Home range and Social organization. No information. Status and Conservation. Classified as Endangered on The IUCN Red List. The Longtailed Bandicoot Rat is apparently rare and is known from very few specimens. Marsh and swamp habitats in which it is found were completely destroyed during the Iraq War by draining, war damage, and agricultural expansion. In recent years, flooding from Tigris and Euphrates rivers and high snow fall and melt haveresulted in partial restoration ofits native habitat, although restoration is not a complete. Populations are now probably highly fragmented. Bibliography. Al-Ansari et al. (2012), Al-Robaae & Felten (1990), Khajuria (1981), Krystufek et al. (2017), Musser & Carleton (2005), Richardson & Hussain (2006), Stuart (2008).
Quantitative and qualitative methods complementing: Bridging modelling and policy-making efforts to realise the European bioeconomy
<p>The European Bioeconomy Strategy aims to facilitate the transition from a take-make-dispose fossil economy into one fostering circular bio-based value chains linking sustainable land use with cutting-edge products. Optimised designs, implementation and monitoring rely on continuous interactions between policymakers and modellers who run multiple scenarios for environmentally, economically and socially desirable futures. "Bridging modelling and policy-making efforts to realise the European bioeconomy" leverages a multi-layered framework that cross-references 39 policies and 32 models to assess how they address the five principle objectives of the Bioeconomy Strategy in terms of accompanying sectors, value-chains, and multi-dimensional indicators. The framework identifies gaps in bioeconomy knowledge both in policy and modelling. The analysis stemming from this framework matching policies and models based on their scope and aim, and reviewing how each addresses bioeconomy objectives, sectors, value chain stages and indicators, was built using mixed methods. The files complement the Supplementary Files of "Bridging modelling and policy-making efforts to realise the European bioeconomy" to produce a comprehensive compendium of the key findings extracted from the main publication. </p>
Multimedia mixed reality interactive shared decision-making game in children with moderate to severe atopic dermatitis, a pilot study
<p><strong>Multimedia mixed reality interactive shared decision-making game in children with moderate to severe atopic dermatitis, a pilot study</strong></p>
Decision-making in Emergency Medicine: Estimates of Intuitive and Rational Information Processing
<p>Dummy and target vignettes.</p>
Supplementary material 1 from: Percy DM (2017) Making the most of your host: the Metrosideros-feeding psyllids (Hemiptera, Psylloidea) of the Hawaiian Islands. ZooKeys 649: 1-163. https://doi.org/10.3897/zookeys.649.10213
Figure S1 : Explanation note: Illustration of adult characters and measurements referred to in the text. A fore wing length and width (dotted lines), veins R, M and Cu1, vein Rs length, cells cu1 and m2 width (w) and height (h) B head width (dotted line), vertex width (solid line), vertex length and genal process length C proboscis, distal segment length D hind leg femur length, tibia length, proximal and distal tarsus length E antennal length (dotted line), 3rd antennal segment length (solid line) F male terminalia, proctiger length, subgenital plate height, paramere length, distal aedeagus segment length and apical head length G egg length and width H–I female terminalia: H lateral view, proctiger length, subgenital plate length, anal ring length I dorsal view, proctiger length, anal ring length.
what make long term contributors -- mozilla and gnome
<p>Data and scripts for: </p> <p>Minghui Zhou, Audris Mockus: Who Will Stay in the FLOSS Community? Modeling Participant's Initial Behavior. Software Engineering, IEEE Transactions on , vol.41, no.1, pp.82-99, Jan. 1 2015.</p> <p>Minghui Zhou and Audris Mockus. What Make Long Term Contributors: Willingness and Opportunity in OSS Community. ICSE '12 Proceedings of the 34rd International Conference on Software Engineering, Zurich, Switzerland, 2-9 June 2012, pp.518-528.</p> <p> </p>
Additional Material for Debiasing Architectural Decision-Making: Teaching Software Practitioners
<p>Additional material for the paper subsmission "Debiasing Architectural Decision-Making: Teaching Software Practitioners".<br><br>Coding_info.xlsx - Code description as well as code measurements for all coded values.<br>Experiment-plan.docx - Instructions used by authors which performed the experiment.<br>Debiasing-workshop-plan.docx - Instruction for the teacher conducting the workshop, specifying what should be done while showcasing particular presentation slides.<br>Debiasing-workshop-slides.pptx - Slides used during the debiasing workshop.<br>Questionaire_and_test.xlsx - Questionnaire used to gather information about the participants + Simple test used as the last step of the workshop.</p>
Replication Package: Temperature and decision-making
<p>Escobar Carias, M., Johnston, D., Knott, R., Sweeney, R. 2024. Replication package: Temperature and Decision-Making</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.