cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5mzfpt455r
title: Behavioural, physiological and inertial data from the Assistance Dog Test Battery for training/working outcome prediction

description: The Assistance Dog Test Battery (ADTB) was developed to estimate the suitability of apprentice dogs for assistance work. This repository contains data from two data collections which took place at 3 weeks (DC1) and 10 weeks (DC2) after the start of formal training, including behavioral, inertial, cardiac and respiratory data. The main research hypothesis investigated was whether the behaviour recorded using the ADTB protocol could predict training/working outcome in apprentice assistance using machine learning techniques. 

(REFERENCE TO THIS PAPER) describes the methodology and results achieved from the behavioural data (ethogram) analysis, in particular, the data collection, data analysis and modelling techniques used. Working outcomes were predicted using the ADTB ethogram markings from DC1 and DC2 with a ROC of 0.74 and 0.84, respectively. The classification performance achieved by DC2 is significantly higher than previously published studies.

Although only the relationship between behaviours marked according to the ethogram was analysed, additional inertial and physiological data were recorded. Hence, it is recommended for researchers and practitioners apply different machine learning techniques to investigate the potential use of the following data to predict future outcomes:

- Behavioural data: ethogram marking data which quantifies certain reactions to stimuli (similar to research presented by [Marcato2022](https://doi.org/10.1016/j.applanim.2022.105691))
- Inertial data: accelerometer and gyroscope data (similar to [Mealin2020](https://doi.org/10.1145/3446002.3446064))
- Cardiac data: R-to-R intervals as recorded by the Polar H10 (Polar Electro Oy, Kempele, Finland), as well as R-to-R intervals and ECG Bioharness 3 (Zephyr Technology, Annapolis, MD, USA) devices (similar to [Mealin2019](https://doi.org/10.1145/3371049.3371053))
- Respiratory data: breathing measures acquired by the Bioharness 3 device. This has not been investigated before to my knowledge.

A detailed description of the data provided in this repository is presented in the readme file. The authors of this dataset request researchers to cite this publication when using the data and publishing results produced using it.

Ethical approval has been granted by Animal Ethics Experimentation Committee (AEEC) and Social Research Ethics Committee (SREC) at University College Cork (UCC). This publication has emanated from research supported in part by a grant from The Ireland-Wales INTERREG Programme under the CALIN project [PG; grant number 80885; https://irelandwales.eu/projects/calin], from Science Foundation Ireland (SFI) [PG, BO; grant number 12/RC/2289-P2; https://www.sfi.ie/]; from SFI and Department of Agriculture, Food and Marine [PG, BO; grant number 16/RC/3835; https://www.sfi.ie/, https://www.gov.ie/en/organisation/department-of-agriculture-food-and-the-marine/].
DOI: 10.17632/f2kkg98zwj
title: Data for: Characterization and 3D visualization of underground research facility for deep geological repository experiments: a case study of underground research facility Bukov, Czech Republic

description: Tha data for the manuscript " Characterization and 3D visualization of underground research facility for deep geological repository experiments: a case study of underground research facility Bukov, Czech Republic" contain data files (tables) and methodology to the methods used for the data generation, 3D model of the URF surroundings and 3D visualization of data.
DOI: 10.6084/m9.figshare.21196069.v1
title: datasetsFrontiers2022.xlsx

description: Datasets of the manuscripts Elsa Breton1*, Eric Goberville2, Benoit Sautour3, Anis Ouadi3, Dimitra-Ioli Skouroliakou1, Laurent Seuront1,4,5, Gregory Beaugrand1, Loïck Kléparski1,6, Muriel Crouvoisier1, David Pecqueur7, Christophe Salmeron7, Arnaud Cauvin1, Adrien Poquet1,8, Nicole Garcia9, Francis Gohin10, and Urania Christaki1. <strong>Multiple phytoplankton community responses to environmental change in a temperate coastal system: a trait-based approach </strong> <br> <strong>Frontiers in Marine Science (accepted) </strong> <br> <br> Environmental and phytoplankton count and ecosystem function data from a coastal station of a temperate ecosytem (eastern Enghlish Channel) over the period 1996-2019.
DOI: 10.6084/m9.figshare.24204516.v1
title: Evaluation of the Engineering Properties of Asphaltic Concrete Composite Produced from Recycled Asphalt Pavement and Polyethylene Plastichttps://figshare.com/s/def106ee031aecea8c33

description: The processed data and the figures support the findings of our research work that was carried out to evaluate the engineering properties of asphaltic concrete Composite produced from recycled asphalt pavement and polyethylene plastic
DOI: 10.6084/m9.figshare.6989183.v1
title: Tracking data, Subject (a) MC No Motion

description: Motion tracking data from subject (a) with MC and No motion.Aij is the i,j element of the transformation matrix
DOI: 10.17632/g35h3y3396
title: Quantitative Morphology Field Analysis for Resolving Complex Cellular Sheet Folding in a Feather Shaft

description: The stepwise datasets generated by the protocol entitled "Quantitative Morphology Field Analysis for Resolving Complex Cellular Sheet Folding: A Feather Shaft Paradigm". For details please refer to the original manuscript in STAR Protocols (2021). This protocol has been applied to the bio-architectural investigation of feather shafts (Chang et al., 2019).
DOI: 10.17632/zsh5hkdjhh
title: Restorative Effects of Biophilic Indoor Environment: A Between-subjects Experiment in Virtual Reality

description: In this study, we hypothesize that exposure to biophilic indoor environments help people recover from stress and anxiety and those effects differ among different types of biophilic elements. To test this hypothesize, we conducted a between-subjects experiment using virtual reality, recruited 100 health adult participants via the Harvard Decision Science Lab recruitment system (SONA, n=3619) from October to December in 2018. Participants were randomly assigned to experience one of four virtual offices (i.e. one non- biophilic base office and three similar offices enhanced with different biophilic design elements) after stressor tasks. Their physiological indicators of stress reaction, including heart rate variability, heart rate, skin conductance level and blood pressure, were measured by bio-monitoring sensors. Their anxiety level was measured using State-Trait Anxiety Inventory test (short version). This research was done by researchers from Environment Health Department in Harvard T.H.Chan School of Public Health, and supported by the Campus Sustainability Innovation Fund, administered by Harvard Office for Sustainability.
DOI: 10.17866/rd.salford.28960715.v1
title: 08/05/2025 - Xaverian College

description: 3hr session at Xaverian College with A-Level English Literature students<br><br>Marxism and Postcolonialism lecture and workshop delivered by Keren Poliah<br>Followed by rehearsal and recording of National College Podcast with Jimmy Ewing's media student Sophie Hollis, also accompanied by Vashti Gbolagun Suwa for an interview for the podcast<br><br>Total number of students: 21<br>Teachers: 1<br><br>Data collected: Student and Teacher questionnaires + Postcards<br>Available via Figshare
DOI: 10.6084/m9.figshare.1181847.v2
title: Raw data for 'The neuropsychology of starvation'

description: This is the raw data used for the main analyses reported in: Pender, S., Gilbert, S.J., & Serpell, L. (2014). The neuropsychology of starvation: Set shifting and central coherence in a fasted nonclinical sample. PLoS ONE. The data file was prepared with SPSS Statistics v.22 for Mac.
DOI: 10.6084/m9.figshare.12361496.v1
title: Portiera gets wild: Genome instability provides insights into the evolution of both whiteflies and their endosymbionts.

description: The compressed Supplementary_Data.tar.gz file contains all relevant scripts, R analysis, and files files generated during "<i>Portiera</i> gets wild" work. Sanger_sequencing.tar.gz includes Sanger raw files and Gap4 databases of the different whiteflies/<i>Portiera</i> sampled for the work. <br><br>The scripts included are free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program. If not, see .<br><br>
DOI: 10.6084/m9.figshare.21830073.v1
title: Bike Sharing Dataset

description: Bike sharing systems are new generation of traditional bike rentals where whole process from membership, rental and return back has become automatic. Through these systems, user is able to easily rent a bike from a particular position and return back at another position. Currently, there are about over 500 bike-sharing programs around the world which is composed of over 500 thousands bicycles. Today, there exists great interest in these systems due to their important role in traffic, environmental and health issues.<br> Apart from interesting real world applications of bike sharing systems, the characteristics of data being generated by these systems make them attractive for the research. Opposed to other transport services such as bus or subway, the duration of travel, departure and arrival position is explicitly recorded in these systems. This feature turns bike sharing system into a virtual sensor network that can be used for sensing mobility in the city. Hence, it is expected that most of important events in the city could be detected via monitoring these data.
DOI: 10.6084/m9.figshare.26809078.v1
title: Cathar endura data

description: This is a dataset of all known real-life cases (N = 36) of a radical form of fasting in the Cathar heterodox Christianity in Languedoc with several variables: sex, age group, family status, condition, relation to consolament, initiator, diet, reaction of the environment, etc.
DOI: 10.6084/m9.figshare.29047544.v1
title: 202505-Survey data.sav

description: A survey dataset that explores healthcare students' perceptions of inclusive learning across various demographic backgrounds and health disciplines. The dataset includes a SPSS file and an excel file that contains responses to the open questions.
DOI: 10.17632/zwsndn95zn
title: Effective targeting of PDGFRA-altered high-grade glioma with avapritinib

description: Original Western blot data
DOI: 10.6084/m9.figshare.28934627.v1
title: Oscillatory Field Genesis: The Emergent Architecture of Spacetime, Matter, and Memory

description: We present the unified solution to structure formation across scales—from galactic superclusters to neural spike patterns—through the lens of interacting Θ (memory) and Φ (curvature) fields. The framework’s predictions, now empirically validated at 5.2σ confidence, reveal a latent geometric order that has always underlaid observable reality. These results do not propose a new model so much as expose the hidden syntax of the universe, one that was computationally inevitable once the field equations resolved. All data and derivations are provided as the permanent foundation for what comes next.
DOI: 10.6084/m9.figshare.29068520.v1
title: Sentence-Level Insights from Martian Literature: A Natural Language Processing Approach

description: Paper code and data
DOI: 10.17632/4jmcpgfdmy
title: কলকাতার ট্রাম : ঐতিহ্য, পরিবেশ এবং আধুতিকতার সন্ধিক্ষণ

description: সংক্ষেপ:

ট্রাম কেবলমাত্র একটি পরিবহন মাধ্যম নয়, এটি একটি ঐতিহাসিক এবং সাংস্কৃতিক সত্তা, যা শহরের স্মৃতিকে বহন করে। এই প্রবন্ধে কলকাতার ট্রামের ইতিহাস, তার পরিচয় ও ভবিষ্যৎ সম্ভাবনার ওপর আলোকপাত করা হয়েছে। শহরের পরিবেশবান্ধব ভবিষ্যৎ নির্মাণে ট্রামের গুরুত্ব এবং ট্রাম সেবার টিকে থাকার জন্য সমসাময়িক চ্যালেঞ্জ ও সম্ভাব্য সমাধান বিশ্লেষণ করা হয়েছে।

সূচক শব্দ: ট্রাম, কলকাতা, স্মৃতি, পরিবেশবান্ধব, ঐতিহাসিক পরিবহন, আধুনিকীকরণ।

ভূমিকা:

কলকাতার ট্রাম বিশ্বের প্রাচীনতম বিদ্যুৎচালিত ট্রামগুলির অন্যতম। ১৮৭৩ সালে কলকাতায় প্রথম ট্রাম চলাচল শুরু হয়। দীর্ঘদিন ধরে এটি শহরের যোগাযোগ ব্যবস্থার মেরুদণ্ড হিসেবে কাজ করেছে। তবে প্রযুক্তিগত উন্নয়ন এবং নগরায়নের ফলে ট্রামের গুরুত্ব ধীরে ধীরে কমে যাচ্ছে। আজ এই ঐতিহ্যবাহী পরিবহনব্যবস্থা তার অস্তিত্ব রক্ষার জন্য লড়াই করছে। বাংলার শহর জীবনের সাথে ট্রামের অঙ্গাঙ্গিক সম্পর্ক। ট্রাম শুধু একটি পরিবহন ব্যবস্থা নয়; এটি কলকাতার ঐতিহ্য, সংস্কৃতি, এবং স্মৃতির ধারক। কিন্তু সময়ের সাথে সাথে এই ঐতিহ্যবাহী পরিবহন ব্যবস্থার অস্তিত্ব ক্রমশ সংকুচিত হচ্ছে। এই গবেষণাপত্রে ট্রামের ঐতিহাসিক ভূমিকা, বর্তমান পরিস্থিতি এবং ভবিষ্যৎ সম্ভাবনা বিশ্লেষণ করা হবে।
DOI: 10.17632/sc5tfwt4nr
title: Modulation of KDM1A with vafidemstat rescues memory deficit and behavioral alterations

description: Data corresponding to Fig 1 to Fig 11 Data corresponding to S1 Fig to S6 Fig Data corresponding to S Fig Reply to reviewers
DOI: 10.6084/m9.figshare.21780140.v1
title: The data of stretchable strain sensor with small but sufficient adhesion to skin

description: These data show the material properties of Ecoflex and the electrical and mechanical performance of the sensor.
DOI: 10.6084/m9.figshare.5241505.v1
title: Erratum: Tear Film Osmolarity in Patients with Diabetes Mellitus

description: <b><i>Purpose:</i></b> To compare tear film osmolarity (TFO) between patients with diabetes mellitus (DM) and normal healthy individuals. <b><i>Methods:</i></b> In this prospective case-controlled study, the TFO in 46 normal subjects (control group) and 55 patients with DM (study group) was evaluated. TFO in milliosmole (mOsm) was measured by using an auto-osmometer. The serum levels of glycosylated hemoglobin (HbA<sub>1</sub>c) and blood glucose in all participants were also measured. Mean outcome measures were TFO and its relationship with HbA1c level and duration of DM. <b><i>Results:</i></b> Mean TFO was 320.40 ± 21.80 mOsm/l in the study group and 308.22 ± 18.16 mOsm/l in the control group (p &lt; 0.001). The TFO values were significantly associated with duration of DM (r = 0.476, p &lt; 0.001), but no significant correlation was found with HbA<sub>1</sub>c level (r = 0.225, p = 0.114). <b><i>Conclusions: </i></b>The study shows a significantly higher TFO in patients with DM than in the healthy controls. TFO also correlates with the duration of DM.
DOI: 10.17632/4rcbbry2sc
title: IoT-RPL 2021: Cyber Attack Dataset Based on RPL Routing for IoT

description: The Internet of Things (IoT) has emerged as a central focus within computer science research, with the Routing Protocol for Low Power and Lossy Networks (RPL) serving as a pivotal standard for IoT routing. Devices within IoT networks are characterized by their extensive connectivity, pervasive presence, and constrained processing capabilities. Identifying routing attacks on 6LoWPAN-based IoT devices poses a significant challenge due to network intricacies. Various techniques, including anomaly detection, have been proposed to detect and classify such attacks by analyzing network traffic characteristics. This study specifically addresses routing attacks targeting the widely utilized RPL protocol in 6LoWPAN-based IoT systems. The dataset (IoT-RPL) comprises ".csv" files documenting four distinct routing attacks—Blackhole Attack, Flooding Attack, DODAG Version Number Attack, and Decreased Rank Attack—obtained from the Cooja simulator. This dataset facilitates the development of Intrusion Detection Systems (IDS) for RPL-based IoT networks using Artificial Intelligence and Machine Learning methods, eliminating the need for attack simulations. Simulating these attacks under realistic conditions is crucial for testing protection mechanisms. This study offers an alternative to traditional intrusion detection systems, emphasizing the importance of identifying relevant attack attributes, analyzing network traffic data, and ensuring dataset balance and representativeness. In conclusion, this research represents a significant advancement in IoT security, providing a new dataset to support the application of artificial intelligence and machine learning methods in detecting routing attacks on IoT devices.
DOI: 10.17632/8vvwg2ygnm
title: Dataset_Enhancing Student Loyalty

description: This study examines how perceived service quality (PSQ), technological innovation (TIN), and career prospects (CAP) shape student loyalty (LOY) in higher education, with relationship quality (RQ) as a mediating mechanism. Grounded in relationship marketing theory and total quality management (TQM), the research addresses a gap concerning forward-looking drivers of loyalty in emerging educational contexts. A survey of 581 Vietnamese university students was analysed using structural equation modelling. The findings reveal that PSQ, TIN, and CAP all have significant direct and indirect effects on LOY via RQ. Among these, PSQ exerts the strongest overall influence, while CAP contributes notably through employability perceptions. RQ - comprising trust, satisfaction, and commitment - plays a central mediating role in loyalty formation
DOI: 10.17632/n2ycpdsgws
title: Intentions to Continue Using Agile Methods

description: Raw data file of the paper: Intentions to Continue Using Agile Methods: The case of the Greek Banking Sector
DOI: 10.4121/21443214.v1
title: Life Cycle Inventory (LCI) and Life Cycle Impact Assessment (LCIA) models of a future 50 MW Airborne Wind Energy Farm and a conventional 50 MW Wind Farm

description: Life Cycle Inventory (LCI) and Life Cycle Impact Assessment (LCIA) models of two 50 MW wind farms consisting of 10 Airborne Wind Energy Systems (AWES) and 10 Horizontal Axis Wind Turbines (HAWT). The AWES data is determined by scaling the Ampyx Power AP3 (150 kW) up to 5 MW. The HAWT data is taken from the NREL 5 MW reference wind turbine. The dataset was generated during the graduation project of Luuk van Hagen "Life Cycle Assessment of Multi-Megawatt Airborne Wind Energy" at Delft University of Technology, completed on 8 July 2021. http://resolver.tudelft.nl/uuid:472a961d-1815-41f2-81b0-0c6245361efb
DOI: 10.6084/m9.figshare.25093175.v1
title: <b>Increased contribution of Circumpolar Deep Water upwelling to methylmercury in the upper ocean around Antarctica: evidence from mercury isotopes in the ornithogenic sediments</b>

description: The Hg isotopes and other geochemical proxies in the CB2 sediments used in this study.
DOI: 10.6084/m9.figshare.25161467.v1
title: Frequency of Bat Behaviour in MBCS, Philippines

description: This dataset contains the frequency of behaviour observed in<i> Rousettus amplexicaudatus i</i>n Monfort Bat Cave Sanctuary (MBCS).
DOI: 10.6084/m9.figshare.12251468.v6
title: The Diorisis Ancient Greek Corpus (JSON)

description: An updated JSON version of the Diorisis Ancient Greek Corpus optimised for use with the Diorisis Search desktop application (https://www.crs.rm.it/diorisissearch/).Current version: 1.5
DOI: 10.6084/m9.figshare.14892051.v1
title: Data for ME-CFS-MS diagnosis

description: Single cell Raman dataset for PBMCs of ME/CFS and MS patients and healthy controls
DOI: 10.6084/m9.figshare.29011070.v1
title: Intestine FFA level of WT and MG53-TG mice after DSS treatment

description: We extracted MG53-TG mice and their littermate WT mice to construct a colitis model. The mice were given 2.5% DSS in drinking water for 7 days, followed by a switch back to normal drinking water. We collected intestinal tissue samples from the mice at three time points (Day 0, Day 7, and Day 10) and performed metabolomic testing for FFAs.
DOI: 10.6084/m9.figshare.5126212.v1
title: Supplementary Material for: Parents' Preferences for Return of Results in Pediatric Genomic Research

description: <b><i>Background:</i></b> The aim of this study was to ascertain parental preferences for the return of genetic research results on themselves and their children and their choices for genetic research results to receive. <b><i>Methods:</i></b> A mail survey was sent to 6,874 families seen at Boston Children's Hospital. The survey included questions assessing the respondents' preferences regarding the types of result they wanted to receive on themselves and their children. <b><i>Results:</i></b> Most of the 1,060 respondents ‘probably' or ‘definitely' wanted to receive genetic research results about themselves (84.6%) and their children (88.0%). Among those who wanted to receive results, 83.4% wanted to receive all research results for themselves and 87.8% for their children. When questions about specific types of research results were combined into a composite measure, fewer respondents chose to receive all results for themselves (53.5%) and for their children (56.9%). <b><i>Conclusion:</i></b> Although most parents report a desire to receive all research results on a general question, almost half chose to receive only a subset of research results when presented with specific types of research results. Our findings suggest that participants might not understand the implications of their choice of individual research results to receive unless faced with specific types of results.
DOI: 10.17632/bkxj8z84m9
title: Tank Detection-Count Dataset

description: Tank Detection and Count Dataset contains 760 satellite image tiles of size 512*512 pixels and one-pixel cover 30cm*30cm at ground level. Each tile is associated with .xml and .txt files. Both .xml and .txt file contains the same annotations of oil/gas tanks but in a different format. .xml contains the pascal VOC format and in .txt file, every line contains the class of the tank and four coordinates of the bounding box: xmin, ymin, xmax, ymax.
DOI: 10.17632/pyf599cdz9
title: Data for: Design, synthesis, and systematic evaluation of 4-arylpiperazine aryl ether and 4-benzylpiperidine aryl ether derivatives as inhibitors of monoamine neurotransmitters reuptake

description: NMR, MS and other spectroscopy of compounds. Table & Figure
DOI: 10.6084/m9.figshare.3438641.v1
title: Supplementary Material for: Safety and Efficacy of a Novel Double-Stapling Technique for Distal Esophageal Resection and Esophago-Jejunal Anastomosis

description: <i>Background:</i> The purpose of this study was to evaluate safety and efficacy of a new esophagojejunal anastomosis (EJA) technique allowing the insertion of the anvil of a common circular stapler without hand-sewn securing. <i>Methods:</i> From August 2014 to May 2015, 20 consecutive patients with esophagogastric junction adenocarcinoma underwent surgery. EJA was performed using a new technique; the free margins of the esophageal stump were suspended and the anvil of a circular stapler on a new dedicated and registered support bar (characterized by a push-rod making possible to hook-unhook the anvil of the circular stapler) was inserted into the lumen. Subsequently, the linear suturing stapler was closed over the bar and fired to suture the distal stump of the esophagus; the bar was retracted and the push-rod of the anvil was pulled out through the linear suture. Finally, the anastomosis was performed using a circular stapler. <i>Results:</i> There were no intraoperative complications, and R0 resection was achieved in all cases. Postoperative course has been uneventful for 18 patients (90%). Only 1 patient (5%) developed fistula, conservatively treated. <i>Conclusions:</i> Our preliminary clinical experience suggested that this technique was safe and efficient (for all online suppl. material, see www.karger.com/doi/10.1159/000446856).
DOI: 10.17632/vrfpv92bpg
title: Raw data for “Boling Huazhuo Pill-medicated serum alleviates inflammation of RWPE-1 cells by regulating M1 macrophage-derived CCL3”

description: Raw data for “Boling Huazhuo Pill-medicated serum alleviates inflammation of RWPE-1 cells by regulating M1 macrophage-derived CCL3”