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Dataset results
14 results for “Behavioral Reactions”
Human Behavioral Reaction Collection
<p>This dataset collects human behavioral reactions to robotic failures. This data was recorded from a user study and has been processed for anonymization. The dataset.csv contains human responses in terms of facial emotional values of the participants for the robot failures as they collaborated with a Baxter robot in a HRC task. The task details are defined in the papers:</p> <div> <h2>Citation</h2> </div> <p>If you use this dataset, please cite the following papers:</p> <ol> <li>P. Khanna, E. Yadollahi, M. Bj¨orkman, I. Leite, and C. Smith, “Effects of explanation strategies to resolve failures in human-robot collaboration,” in IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2023, pp. 1829–1836</li> <li>P. Khanna, E. Yadollahi, M. Bj¨orkman, I. Leite, and C. Smith, “User study exploring the role of explanation of failures by<br>robots in human robot collaboration tasks,” in The Imperfectly Relatable Robot: An interdisciplinary workshop on the role of failure in HRI, Stockholm, Sweden, Mar. 2023. [Online]. Available: https://doi.org/10.48550/arXiv.2303.16010</li> </ol> <p>@misc{khanna2023userstudyexploringrole,<br> title={User Study Exploring the Role of Explanation of Failures by Robots in Human Robot Collaboration Tasks}, <br> author={Parag Khanna and Elmira Yadollahi and Mårten Björkman and Iolanda Leite and Christian Smith},<br> year={2023},<br> eprint={2303.16010},<br> archivePrefix={arXiv},<br> primaryClass={cs.RO},<br> url={https://arxiv.org/abs/2303.16010}, <br>}</p> <p> </p> <p>@misc{khanna2025reflexdatasetmultimodaldataset,</p> <p> title={REFLEX Dataset: A Multimodal Dataset of Human Reactions to Robot Failures and Explanations}, <br> author={Parag Khanna and Andreas Naoum and Elmira Yadollahi and Mårten Björkman and Christian Smith},<br> year={2025},<br> eprint={2502.14185},<br> archivePrefix={arXiv},<br> primaryClass={cs.RO},<br> url={https://arxiv.org/abs/2502.14185}, <br>}</p> <p> </p>
Dataset Lilterature review on Cyberlaw and Behavioral Reactions
<p>Merupakan Dataset dari Literature Review tentang Cyberlaw and Behavioral Reactions</p>
Dataset Literature Review on Cyber Law and Behavioral Reactions
<p>Merupakan dataset dari Literature Review tentang cyber Law and Behavioral Reactions</p>
Catalytic reactors with enhanced chemical conversion behavior for conducting simultaneous endothermic and exothermic reactions
<p><strong>Catalytic reactors with enhanced chemical conversion behavior for conducting simultaneous endothermic and exothermic reactions</strong></p> <p>Junjie Chen</p> <p>Department of Energy and Power Engineering, School of Mechanical and Power Engineering, Henan Polytechnic University, 2000 Century Avenue, Jiaozuo, Henan, 454000, P.R. China</p> <p>Contributor: Junjie Chen, ORCID: 0000-0001-5055-4309, E-mail address: komcjj@gmail.com</p> <p> </p> <p>It has been taught methods which may be used to transform a monolithic structure into a co-current or countercurrent flow heat exchanger. The monolith is transformed by cutting or grinding the uppermost section of diving walls from rows of channels contained in the honeycomb. The top end of the newly formed groove is then sealed with suitable cement. The depth of the sealant is such that an opening still exists in the side wall of the structure. A manifold is attached to this inlet. A similar exercise is performed at the opposing end to produce an outlet section. Hot gas is passed through the inlet whilst cold coolant is passed through the open end. Efficient heat transfer occurs between the two streams. However, the possibility of using such an arrangement for coupling endothermic and exothermic catalytic processes on opposing sides of each dividing wall is not taught. It has been taught a method to efficiently transfer energy through a divider by contacting a catalyst to the wall and performing an exothermic reaction there. The energy is conducted through the wall and used to heat a gas stream on the opposing side of the wall. An apparatus is described where multiple layers are formed with alternating hot and cold channels to produce a gas heater. However, the method does not discuss the possibility of utilizing this concept for thermally coupling endothermic and exothermic reactions within a monolith reactor.</p> <p>Streamwise distance (meter), Heterogeneous reaction rate along the length of the reactor (mole per square meter per second)</p> <p>0 1.88478</p> <p>0.00025 1.92635</p> <p>0.0005 2.0243</p> <p>0.00075 2.14121</p> <p>0.001 2.26285</p> <p>0.00125 2.38391</p> <p>0.0015 2.5016</p> <p>0.00175 2.61386</p> <p>0.002 2.71933</p> <p>0.00225 2.81695</p> <p>0.0025 2.9061</p> <p>0.00275 2.98659</p> <p>0.003 3.05831</p> <p>0.00325 3.12146</p> <p>0.0035 3.17647</p> <p>0.00375 3.22385</p> <p>0.004 3.26403</p> <p>0.00425 3.29778</p> <p>0.0045 3.32579</p> <p>0.00475 3.34828</p> <p>0.005 3.36585</p> <p>0.00525 3.37923</p> <p>0.0055 3.38901</p> <p>0.00575 3.39569</p> <p>0.006 3.39964</p> <p>0.00625 3.40142</p> <p>0.0065 3.40139</p> <p>0.00675 3.39974</p> <p>0.007 3.39685</p> <p>0.00725 3.39304</p> <p>0.0075 3.38846</p> <p>0.00775 3.38332</p> <p>0.008 3.37786</p> <p>0.00825 3.37216</p> <p>0.0085 3.36657</p> <p>0.00875 3.36135</p> <p>0.009 3.35646</p> <p>0.00925 3.35185</p> <p>0.0095 3.34767</p> <p>0.00975 3.34403</p> <p>0.01 3.3408</p> <p>0.01025 3.33803</p> <p>0.0105 3.33572</p> <p>0.01075 3.33405</p> <p>0.011 3.33301</p> <p>0.01125 3.33242</p> <p>0.0115 3.33227</p> <p>0.01175 3.33256</p> <p>0.012 3.33329</p> <p>0.01225 3.33451</p> <p>0.0125 3.33619</p> <p>0.01275 3.33825</p> <p>0.013 3.34069</p> <p>0.01325 3.34347</p> <p>0.0135 3.34647</p> <p>0.01375 3.34978</p> <p>0.014 3.35347</p> <p>0.01425 3.35729</p> <p>0.0145 3.36123</p> <p>0.01475 3.36531</p> <p>0.015 3.36946</p> <p>0.01525 3.37365</p> <p>0.0155 3.37777</p> <p>0.01575 3.38195</p> <p>0.016 3.38636</p> <p>0.01625 3.39101</p> <p>0.0165 3.3956</p> <p>0.01675 3.40005</p> <p>0.017 3.40456</p> <p>0.01725 3.40915</p> <p>0.0175 3.41362</p> <p>0.01775 3.41806</p> <p>0.018 3.42267</p> <p>0.01825 3.42714</p> <p>0.0185 3.43145</p> <p>0.01875 3.43582</p> <p>0.019 3.44022</p> <p>0.01925 3.44451</p> <p>0.0195 3.44872</p> <p>0.01975 3.45302</p> <p>0.02 3.45739</p> <p>0.02025 3.46153</p> <p>0.0205 3.46548</p> <p>0.02075 3.4695</p> <p>0.021 3.47355</p> <p>0.02125 3.47744</p> <p>0.0215 3.4811</p> <p>0.02175 3.48467</p> <p>0.022 3.48808</p> <p>0.02225 3.49137</p> <p>0.0225 3.49463</p> <p>0.02275 3.49784</p> <p>0.023 3.50085</p> <p>0.02325 3.50358</p> <p>0.0235 3.50617</p> <p>0.02375 3.50872</p> <p>0.024 3.51116</p> <p>0.02425 3.51353</p> <p>0.0245 3.51592</p> <p>0.02475 3.51817</p> <p>0.025 3.52004</p> <p>0.02525 3.52161</p> <p>0.0255 3.52305</p> <p>0.02575 3.52439</p> <p>0.026 3.52547</p> <p>0.02625 3.52614</p> <p>0.0265 3.52658</p> <p>0.02675 3.5265</p> <p>0.027 3.52593</p> <p>0.02725 3.5252</p> <p>0.0275 3.52428</p> <p>0.02775 3.52285</p> <p>0.028 3.52091</p> <p>0.02825 3.51866</p> <p>0.0285 3.51596</p> <p>0.02875 3.51277</p> <p>0.029 3.50899</p> <p>0.02925 3.5048</p> <p>0.0295 3.4992</p> <p>0.02975 3.4806</p> <p>0.03 3.46548</p> <p>Contributor: Junjie Chen, ORCID: 0000-0001-5055-4309, E-mail address: komcjj@gmail.com, Department of Energy and Power Engineering, School of Mechanical and Power Engineering, Henan Polytechnic University, 2000 Century Avenue, Jiaozuo, Henan, 454000, P.R. China</p>
Normative behavioral data from the novel One Trail Trace escape reaction task (OTTER)
<p><span>We designed a behavioral task where rats learn to associate two temporally distinct but close-in-time events by means of incidental one-trial learning. </span><span>The task takes advantage of two competing motivations - to avoid light places and to avoid painful stimuli (foot shock) predicted by an acoustic signal. Motivation to avoid a bright light is constant throughout the experiment and is manifested by rats preferring a dark compartment in a light/dark shuttle box. Motivation to stay in the dark is overridden (1) during the training session: when foot-shock (US) (preceded by the acoustic stimulus (CS)) is presented; and (2) during the testing session: when CS, that predicts US, is presented. The latter case occurs when rats successfully form an association between CS and US in the training session and the rat escapes into the light compartment ('responders'). The rats that do not escape ('non-responders' appear to lack this memory as even non-specific fear response (freezing) was absent.</span></p> <p><span>Generally, >50% of rats escape into the lit compartments following CS on the testing day. Importantly, rats do not show a contextual association measured by freezing behavior and preference for a light compartment on the testing day. Moreover, we observed that several putative details in the setup affect the probability of the successful formation of a one-trial trace association. </span><span>Compared to similar tasks, the OTTER task tests incidental learning with no requirement for pre-training. Moreover, the memory formed in the OTTER task consists of two events that do not overlap in time: a characteristic of many episodic memories. The OTTER task presents high-throughput means to study neuronal substrates of incidental temporal binding.</span></p> <p><span></span></p>
Normative behavioral data from the novel One Trail Trace escape reaction task (OTTER)
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Data for: Effects of domestication and captive breeding on reaction to moving objects: Implications for avoidance behaviors of obstacles and predators by masu salmon Oncorhynchus masou
<p>Domestication and captive breeding can compromise obstacle- and predator-avoidance of animals in the wild. Whereas previous studies only examined these effects in combination, here we examine them individually by comparing the abilities of wild, F1 (offspring of wild parents), and captive-bred (approx. F15) masu salmon (<em>Oncorhynchus</em> <em>masou</em>) to avoid a falling object under experimental conditions. Rates of avoidance failure were low (wild, 12.5%; F1, 10.7%; captive-bred, 8%) under light conditions but increased under dark conditions (wild, 11.1%; F1, 32.1%; captive-bred, 60.0%). We attribute the elevated avoidance-failure rate among F1 fish to the lack of learning opportunities in hatchery environments, and the further elevation of avoidance-failure rate among captive-bred fish to the degradation of sensory organ function. These results imply reduced survival rates for F1 and captive-bred fish in the wild and are consistent with the low stocking efficiencies reported for captive-bred masu salmon.</p>
Data from: Impacts of human disturbance on large prey species: do behavioral reactions translate to fitness consequences?
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Data for: Effects of domestication and captive breeding on reaction to moving objects: Implications for avoidance behaviors of obstacles and predators by masu salmon Oncorhynchus masou
Open the record for dataset details and reuse information.
Data sets for "Chemical reaction between iron and a limited water supply under pressure: implications for water behavior at the core-mantle boundary" by Nishi et al.
<p>This is the XRD datasets for the article "Chemical reaction between iron and a limited water supply under pressure: implications for water behavior at the core-mantle boundary" by Nishi et al.</p>
The Effect of Education Provided to Family Members Caring for Colorectal Cancer Patients on Caregiving Reactions and Healthy Lifestyle Behaviors: A Prospective Quasi-experimental Study.
ClinicalTrials.gov study NCT04791982. IPD Sharing: UNDECIDED. Countries: 1. Publications: 0.
Behavioral Study of Effects of Low-Level Light Therapy on Mood and Reaction Time
ClinicalTrials.gov study NCT02390076. IPD Sharing: Not stated. Countries: 0. Publications: 0.
Behavioral Support Techniques on Anxiety and Physical Reaction From Dental Treatment
ClinicalTrials.gov study NCT03819166. IPD Sharing: NO. Countries: 1. Publications: 0.
Impact of Video-Based Pressure Injury Training on Caregivers' Knowledge, Attitudes, Behaviors & Reactions
ClinicalTrials.gov study NCT06775171. IPD Sharing: NO. Countries: 1. 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.