cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15131/shef.data.12344288.v1
title: Cognitive strategy switching in bumblebees

description: Mapping animal performance in a behavioral task to underlying cognitive mechanisms and strategies is rarely straightforward, since a task may be solvable in more than one manner. Here, we show that bumblebees perform well on a concept-based visual discrimination task, but spontaneously switch from a concept-based solution to a simpler heuristic with extended training, all while continually increasing performance. Bumblebees were trained in an arena to find reward on displays with shapes of different sizes where they could not use low-level visual cues. One group of bees was rewarded at displays with bigger shapes and another group at displays with smaller shapes. Analysis of total choices shows bees increased their performance over 30 bouts to above chance. However, analyses of first and sequential choices suggest that after approximately 20 bouts, bumblebees changed to a win-stay/lose-switch strategy. Comparing bees’ behavior to a probabilistic model based on a win-stay/lose-switch strategy further supports the idea that bees changed strategies with extensive training. Analyses of unrewarded tests indicate bumblebees learned and retained the concept of relative size even after they had already switched to a win-stay, lost-shift strategy. We propose that the reason for this strategy switching may be due to cognitive flexibility and efficiency.
DOI: 10.15131/shef.data.12942998
title: Supplementary files for 'A new quality of life questionnaire for use in Duchenne muscular dystrophy: the DMD-QoL'

description: Supplementary files to support a manuscript on the development of a new quality of life questionnaire in DMD: the DMD-QoL. <br><br>The research is part of the <i>Producing a preference-based quality of life measure for people with Duchenne muscular dystrophy </i>project and is funded as part of project HERCULES led by Duchenne UK.<br>A protocol for the work is available online: Powell et al. (2019), http://dx.doi.org/10.1136/bmjopen-2018-023685<br>The research received ethical approval from the UK National Health Service (NHS REC reference: 18/SW/0055).
DOI: 10.15131/shef.data.12942998.v2
title: Supplementary files for 'A new quality of life questionnaire for use in Duchenne muscular dystrophy: the DMD-QoL'

description: Supplementary files to support a manuscript on the development of a new quality of life questionnaire in DMD: the DMD-QoL. <br><br>The research is part of the <i>Producing a preference-based quality of life measure for people with Duchenne muscular dystrophy </i>project and is funded as part of project HERCULES led by Duchenne UK.<br>A protocol for the work is available online: Powell et al. (2019), http://dx.doi.org/10.1136/bmjopen-2018-023685<br>The research received ethical approval from the UK National Health Service (NHS REC reference: 18/SW/0055).
DOI: 10.15131/shef.data.12942998.v1
title: Supplementary files for 'A new quality of life questionnaire for use in Duchenne muscular dystrophy: the DMD-QoL'

description: Supplementary files to support a manuscript on the development of a new quality of life questionnaire in DMD: the DMD-QoL. <br><br>The research is part of the <i>Producing a preference-based quality of life measure for people with Duchenne muscular dystrophy </i>project and is funded as part of project HERCULES led by Duchenne UK.<br>This data supports a manuscript in submission. A protocol for the work is available online: Powell et al. (2019), http://dx.doi.org/10.1136/bmjopen-2018-023685<br>The research received ethical approval from the UK National Health Service (NHS REC reference: 18/SW/0055).
DOI: 10.15131/shef.data.7123391
title: Data for 'Honeybees solve a multi-comparison ranking task by probability matching'

description: Honeybees forage on diverse flowers which vary in the amount and type of rewards they offer, and bees are challenged with maximizing the resources they gather for their colony. That bees are effective foragers is clear, but how bees solve this type of complex multi-choice task is unknown. Here, we set bees a five-comparison choice task in which five colours differed in their probability of offering reward and punishment. The colours were ranked such that high ranked colours were more likely to offer reward, and the ranking was unambiguous. Bees’ choices in unrewarded tests matched their individual experiences of reward and punishment of each colour, indicating bees solved this test not by comparing or ranking colours but by basing their colour choices on their history of reinforcement for each colour. Computational modelling suggests a structure like the honeybee mushroom body with reinforcement-related plasticity at both input and output can be sufficient for this cognitive strategy.We discuss how probability matching enables effective choices to be made without a need to compare any stimuli directly, and the use and limitations of this simple cognitive strategy for foraging animals.
DOI: 10.15131/shef.data.7123391.v1
title: Data for 'Honeybees solve a multi-comparison ranking task by probability matching'

description: Honeybees forage on diverse flowers which vary in the amount and type of rewards they offer, and bees are challenged with maximizing the resources they gather for their colony. That bees are effective foragers is clear, but how bees solve this type of complex multi-choice task is unknown. Here, we set bees a five-comparison choice task in which five colours differed in their probability of offering reward and punishment. The colours were ranked such that high ranked colours were more likely to offer reward, and the ranking was unambiguous. Bees’ choices in unrewarded tests matched their individual experiences of reward and punishment of each colour, indicating bees solved this test not by comparing or ranking colours but by basing their colour choices on their history of reinforcement for each colour. Computational modelling suggests a structure like the honeybee mushroom body with reinforcement-related plasticity at both input and output can be sufficient for this cognitive strategy.We discuss how probability matching enables effective choices to be made without a need to compare any stimuli directly, and the use and limitations of this simple cognitive strategy for foraging animals.
DOI: 10.17632/yw6vc53zkt.1
title: Data for: Partial melting and subduction-related metasomatism recorded by geochemical and isotope (He-Ne-Ar-Sr-Nd) compositions of spinel-lherzolites from Coyhaique, Chilean Patagonia

description: Coyhaique mantle xenoliths: whole-rock and mineral major and trace elementdata, Sr-Nd whole-rock and clinopyroxene isotopic data, and whole-rock noble gas (He, Ne, Ar) isotopic data.
DOI: 10.6084/m9.figshare.7685663
title: Perfectionism and SA predict dysmorphic concern in an Australian university population

description: This is the SPSS dataset for the study entitled " Perfectionism and Selective Attention Predict Dysmorphic Concern in an Australian University Population"
DOI: 10.6084/m9.figshare.7685663.v2
title: Perfectionism and SA predict dysmorphic concern in an Australian university population

description: This is the SPSS dataset for the study entitled " Perfectionism and Selective Attention Predict Dysmorphic Concern in an Australian University Population"
DOI: 10.6084/m9.figshare.7685663.v1
title: SPSS dataset for Perfectionism and Selective Attention Predict Dysmorphic Concern in an Australian University Population

description: This is the SPSS dataset for the study entitled " Perfectionism and Selective Attention Predict Dysmorphic Concern in an Australian University Population"
DOI: 10.5281/zenodo.4905190
title: CoVaxxy Tweet IDs data set

description: A collection of Tweet IDs related to Covid-19 Vaccines, gathered from Twitter since Jan 4, 2021. Please see https://arxiv.org/abs/2101.07694 for more information.
DOI: 10.6084/m9.figshare.7654412
title: Internet-delivered cognitive-behavioural therapy for perfectionism: targeting dysmorphic concern

description: This is the updated SPSS dataset for the study entitled "Internet-delivered cognitive-behavioural therapy for perfectionism: targeting dysmorphic concern"
DOI: 10.6084/m9.figshare.7654412.v2
title: Internet-delivered cognitive-behavioural therapy for perfectionism: targeting dysmorphic concern

description: This is the updated SPSS dataset for the study entitled "Internet-delivered cognitive-behavioural therapy for perfectionism: targeting dysmorphic concern"
DOI: 10.6084/m9.figshare.7654412.v1
title: Updated dataset for Internet-delivered cognitive-behavioural therapy for perfectionism: targeting dysmorphic concern

description: This is the updated SPSS dataset for the study entitled "Internet-delivered cognitive-behavioural therapy for perfectionism: targeting dysmorphic concern"
DOI: 10.6084/m9.figshare.11345024
title: Classic Psychedelics as a Psychotherapeutic Aid in the Treatment of Stimulant Use Disorder

description: Excel spreadsheet<br><b><br></b>
DOI: 10.6084/m9.figshare.11345024.v4
title: MEQ-30 for "John"

description: Excel spreadsheet<br><b><br></b>
DOI: 10.5281/zenodo.4905192
title: Set Data Kajian Senam Prolanis dan Tekanan Darah di Puskesmas Soropia

description: Set data kajian pengaruh senam Prolanis terhadap tekanan darah pasien hipertensi di Puskesmas Soropia.
DOI: 10.5281/zenodo.4905191
title: Set Data Kajian Senam Prolanis dan Tekanan Darah di Puskesmas Soropia

description: Set data kajian pengaruh senam Prolanis terhadap tekanan darah pasien hipertensi di Puskesmas Soropia.
DOI: 10.25910/hsxw-th53
title: Dataset for "Characterisation of fracture evolution of a single cemented brittle grain using in-situ X-ray computed tomography"

description: This dataset is corrrsponding to the tests in the journal paper 'Characterisation of fracture evolution of a single cemented brittle grain using in-situ X-ray computed tomography'. The dataset of this study should also help significantly numerical modelers seeking to evaluate their models. The experimental observations of the fracture process of single cemented grains, particularly the temporal 3D data, can be considered and incorporated into the development of future constitutive models for more sophisticated modeling of material failure. Meanwhile, the whole experimental fracture evolution can be treated for valuable training and testing data for machine learning in order to better predict the fracture propagation. This dataset contains the CT images for the fragmentation process of a single brittle glass bead cemented by ductile epoxy resin, along with the correspionding force-displacement curves.
DOI: 10.6084/m9.figshare.14721444.v1
title: Complex Structure of PDE3A–SLFN12 and Structure-based Molecular Glue Design for Apoptosis of Tumor Cells

description: Molecular glue is a class of small molecular drugs that mediate the protein-protein interactions. It can induce target proteins degradation or stabilization.
DOI: 10.5281/zenodo.4905003
title: Example dataset of stLFR linked reads to run Aquila_stLFR

description: We provide this small chromosome (chr21) example dataset to run Aquila_stLFR. Aquila_stLFR: https://github.com/maiziex/Aquila_stLFR
DOI: 10.34740/kaggle/dsv/2309603
title: YouTube Trending Video Dataset (updated daily)
DOI: 10.6084/m9.figshare.14740909.v1
title: program.zip from Nonlinear theory of macroscopic flow induced in a drop of ferrofluid

description: We present results of theoretical modelling of macroscopic circulating flow induced in a cloud of ferrofluid by an oscillating magnetic field. The cloud is placed in a cylindrical channel filled by a nonmagnetic liquid. The aim of this work is the development of a scientific basis for a progressive method of addressing drug delivery to thrombus clots in blood vessels with the help of the magnetically induced circulation flow. Our results show that the oscillating field can induce, inside and near the cloud, specific circulating flows with the velocity amplitude about several millimetres per second. These flows can significantly increase the rate of transport of the molecular non-magnetic impurity in the channel.This article is part of the theme issue ‘Transport phenomena in complex systems (part 1)’.
DOI: 10.6084/m9.figshare.14740909
title: program.zip from Nonlinear theory of macroscopic flow induced in a drop of ferrofluid

description: We present results of theoretical modelling of macroscopic circulating flow induced in a cloud of ferrofluid by an oscillating magnetic field. The cloud is placed in a cylindrical channel filled by a nonmagnetic liquid. The aim of this work is the development of a scientific basis for a progressive method of addressing drug delivery to thrombus clots in blood vessels with the help of the magnetically induced circulation flow. Our results show that the oscillating field can induce, inside and near the cloud, specific circulating flows with the velocity amplitude about several millimetres per second. These flows can significantly increase the rate of transport of the molecular non-magnetic impurity in the channel.This article is part of the theme issue ‘Transport phenomena in complex systems (part 1)’.
DOI: 10.6084/m9.figshare.14739411
title: BLAST result

description: BLAST results of all bacteria in the soil under oak and pine tree. BLAST results of representative 8 bacteria used in experiments are also shown in separated sheet.
DOI: 10.25919/tgtj-ba84
title: GenCost project data

description: This repository provides data from the GenCost project. The GenCost project is a collaboration between CSIRO and AEMO, together with stakeholder input, to deliver an annual process of updating electricity generation and storage costs. Each report incorporates updated current and future cost estimates and global electricity scenarios.
DOI: 10.34740/kaggle/dsv/2309668
title: COVID Vaccination in World (updated daily)
DOI: 10.5281/zenodo.4899074
title: The crustal anisotropy of west Ordos block and its geodynamic implications

description: The data packet includes the raw receiver functions of all stations in the paper.
DOI: 10.21227/08yr-j129
title: SAGE: Stealthy Attack GEneration

description: Cyber-physical systems (CPS) have been increasingly attacked by hackers. Recent studies have shown that CPS are especially vulnerable to insider attacks, in which case the attacker has full knowledge of the systems configuration. To better prevent such types of attacks, we need to understand how insider attacks are generated. Typically, there are three critical aspects for a successful insider attack: (i) Maximize damage, (ii) Avoid detection and (iii) Minimize the attack cost. In this paper we propose a “Stealthy Attack GEneration” (SAGE) framework by formulizing a novel optimization problem considering these three objectives and the physical constraints of the CPS. By adding small worst-case perturbations to the system, the SAGE attack can generate significant damage, while remaining undetected by the systems monitoring algorithms. The proposed methodology is evaluated on several anomaly detection algorithms. The results show that SAGE attacks can cause severe damage while staying undetected and keeping the cost of an attack low. Our method can be accessed in the supplementary material of this paper to aid researcher and practitioners in the design and development of resilient CPS and detection algorithms.
DOI: 10.5281/zenodo.4905198
title: A Multi-temporal Impervious surfaces Validation dataset in Yangtze River Delta from 1985 to 2020

description: A validation dataset of multi-temporal impervious surfaces validation in Yangtze River Delta from 1985 to 2020. The dataset was designed based on the stratified random sampling and developed from interpretation using high resolution images in Google Earth and time series image data. Overall, a total of 3,845 validation samples were finally collected and 1,685 impervious surface samples were included. And the dataset is provided in .shp format.
DOI: 10.5281/zenodo.4905197
title: A Multi-temporal Impervious surfaces Validation dataset in Yangtze River Delta from 1985 to 2020

description: A validation dataset of multi-temporal impervious surfaces validation in Yangtze River Delta from 1985 to 2020. The dataset was designed based on the stratified random sampling and developed from interpretation using high resolution images in Google Earth and time series image data. Overall, a total of 3,845 validation samples were finally collected and 1,685 impervious surface samples were included. And the dataset is provided in .shp format.
DOI: 10.25345/c5pj88
title: MassIVE MSV000087578 - Permethylated O-glycans from the mucin band i of salivary gland
title: Ultraflex raw data files of permethylated O-glycans of SMME-separated bands (i to ix) from human salivary glands.
DOI: 10.6084/m9.figshare.14721444.v2
title: Cryo-EM Structure of PDE3A–SLFN12 and Structure-based Molecular Glue Design for Apoptosis of Tumor Cells

description: Molecular glue is a class of small molecular drugs that mediate the protein-protein interactions. It can induce target proteins degradation or stabilization.
DOI: 10.6084/m9.figshare.14741143.v1
title: Additional file 1 of Osteoconductive properties of upside-down bilayer collagen membranes in rat calvarial defects

description: Additional file 1. Supplementary Table for Figs. 3b–d and 4b–g
DOI: 10.6084/m9.figshare.14741110.v1
title: Additional file 2 of After the paint has dried: a review of testing techniques for studying the mechanical properties of artists’ paint

description: Additional file 2. Excel spreadsheet containing the tensile testing data shown in Additional file 1.
DOI: 10.6084/m9.figshare.14741101.v1
title: Additional file 6 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 6: Outputs a data table for AIC values of DMN models and makes aggregated AIC and Laplace plots.
DOI: 10.6084/m9.figshare.14741098.v1
title: Additional file 5 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 5: Takes in community data matrix and directory with Dirichlet Multinomial model objects and outputs data from the best fit model.
DOI: 10.6084/m9.figshare.14741095.v1
title: Additional file 4 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 4: Scripts that takes in community data matrix and outputs Dirichlet Multinomial model object.
DOI: 10.6084/m9.figshare.14741092.v1
title: Additional file 3 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 3: Source data for all figure panels.
DOI: 10.6084/m9.figshare.14741089.v1
title: Additional file 2 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 2: Supplementary tables (S1-S9).
DOI: 10.6084/m9.figshare.14741143
title: Additional file 1 of Osteoconductive properties of upside-down bilayer collagen membranes in rat calvarial defects

description: Additional file 1. Supplementary Table for Figs. 3b–d and 4b–g
DOI: 10.6084/m9.figshare.14741110
title: Additional file 2 of After the paint has dried: a review of testing techniques for studying the mechanical properties of artists’ paint

description: Additional file 2. Excel spreadsheet containing the tensile testing data shown in Additional file 1.
DOI: 10.6084/m9.figshare.14741101
title: Additional file 6 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 6: Outputs a data table for AIC values of DMN models and makes aggregated AIC and Laplace plots.
DOI: 10.6084/m9.figshare.14741098
title: Additional file 5 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 5: Takes in community data matrix and directory with Dirichlet Multinomial model objects and outputs data from the best fit model.
DOI: 10.6084/m9.figshare.14741095
title: Additional file 4 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 4: Scripts that takes in community data matrix and outputs Dirichlet Multinomial model object.
DOI: 10.6084/m9.figshare.14741092
title: Additional file 3 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 3: Source data for all figure panels.
DOI: 10.6084/m9.figshare.14741089
title: Additional file 2 of Destination shapes antibiotic resistance gene acquisitions, abundance increases, and diversity changes in Dutch travelers

description: Additional file 2: Supplementary tables (S1-S9).
DOI: 10.34740/kaggle/dsv/2309844
title: BART Ridership
DOI: 10.6084/m9.figshare.14595633.v1
title: Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM)

description: Data of the submission to F1000Reseach entitle Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM) submitted by Fururohman et al from Institut Teknologi Bandung, Indonesia<b></b>
DOI: 10.6084/m9.figshare.14595633.v2
title: Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM)

description: Data of the submission to F1000Reseach entitle Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM) submitted by Fururohman et al from Institut Teknologi Bandung, Indonesia<b></b>
DOI: 10.6084/m9.figshare.14595633.v3
title: Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM)

description: Data of the submission to F1000Reseach entitle Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM) submitted by Fururohman et al from Institut Teknologi Bandung, Indonesia<b></b>
DOI: 10.6084/m9.figshare.14595633
title: Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM)

description: Data of the submission to F1000Reseach entitle Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM) submitted by Fururohman et al from Institut Teknologi Bandung, Indonesia<b></b>
DOI: 10.6084/m9.figshare.14595633.v5
title: Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM)

description: Data of the submission to F1000Reseach entitle Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM) submitted by Fururohman et al from Institut Teknologi Bandung, Indonesia<b></b>
DOI: 10.6084/m9.figshare.14595633.v4
title: Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM)

description: Data of the submission to F1000Reseach entitle Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM) submitted by Fururohman et al from Institut Teknologi Bandung, Indonesia<b></b>
DOI: 10.6084/m9.figshare.14741508.v1
title: Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM)

description: Data of the submission to F1000Reseach entitle Factors influencing COVID-19 vaccine acceptance in Indonesia: An adoption of Technology Acceptance Model (TAM) submitted by Fururohman et al from Institut Teknologi Bandung, Indonesia
DOI: 10.14457/cu.the.1984.11
title: ความพร้อมในการเป็นบิดามารดารของบิดามารดาในภาคเหนือของประเทศไทย
DOI: 10.14457/cu.the.1984.12
title: ปัญหาและความต้องการด้านการศึกษานอกระบบ ของประชาชนในเขตทุ่งกุลาร้องไห้