cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/djwtfmnv5j
title: Data for The Impact of Bioeconomy in Latin America

description: The methodology termed "Classification of Exports according to Bioeconomy and Traditional Sectors" categorizes exports based on origin and processing degree, focusing on biological and mineral/fossil resource economies. It classifies exports into five categories: Basic Bioeconomy Products (directly from agriculture, agro-industry, etc.), Value-added Bioeconomy Products (processed from these sectors), High Value-added Bioeconomy Manufacturing (biological-based chemicals, pharmaceuticals, etc.), Mineral and Fossil Economy (mining, fossil-based sectors), and Other Manufactures.

This methodology analyzes how Latin American countries contribute to and benefit from the bioeconomy. It suggests applications like export analysis to understand trends in biological product exports, identifying key sectors for development comparison, and assessing economic, social, and environmental impacts. It also evaluates policy effectiveness in promoting inclusive and sustainable growth.

Organized data feeds into DEA 2.1 software for Malmquist index estimation, crucial for measuring bioeconomy impacts in Latin America.
DOI: 10.6084/m9.figshare.26808790.v2
title: Gamification Data 2022

description: This data supports a study of gamification features added to science assessment.
DOI: 10.17632/6kmck96frj
title:  Raw metagenomic data of bacterial communities associated with genera Acropora formosa and  Acropora millepora collected from Vietnam

description: The dataset describes the composition of bacterial communities living in genera Acropora formosa and Acropora millepora were investigated based on 16s rRNA gene sequences. Coral samples (grazed and healthy) were collected from Phu Quoc Island, Vietnam.
DOI: 10.17632/m458grc688
title: Near-Distance Raw and Reconstructed Ground Based SAR Data

description: **The usage for research purposes is for free. If you use this dataset, please cite the following paper along with the dataset: 
Kačan, M.; Turčinović, F.; Bojanjac, D.; Bosiljevac, M. Deep Learning Approach for Object Classification on Raw and Reconstructed GBSAR Data. Remote Sens. 2022, 14, 5673. https://doi.org/10.3390/rs14225673 



The dataset consists of 2 sets: first one (RealSAR-RAW) contains raw radar data obtained using 24 GHz Ground Based Synthetic Aperture Radar (GBSAR); second one (RealSAR-IMG) contains radar images generated with reconstruction algorithm applied on that raw data. 

Each example in sets represent either raw data (in RealSAR-RAW) or reconstructed image (in RealSAR-IMG) of one observed scene. 
Scene can contain none, one or more test objects. 
Test objects are three bottles: one aluminium, one glass, and one plastic. Bottles dimensions are the same.
Total number of scene combinations is 8 (2^3). Objects were set in various positions in near-distance range between 20 and 70 cm away from radar. 
Each example is stored as matrix in .txt format (in RealSAR-RAW) and as image in .png format (in RealSAR-IMG). Matrix is size of 1024x30 (1024 frequency point, 30 GBSAR steps), and image 496x369 px.
Each set contains 337 examples: 172 of them include aluminium bottle, 172 glass bottle, 179 plastic bottle, and 29 examples are without objects. 

GBSAR Specs:
Raw data is obtained using developed GBSAR system. It works in stop-and-go mode with 1 cm step size and total aperture of 30 cm. GBSAR sensor is FMCW (Frequency Modulated Continuous Wave) radar with central frequency at 24 GHz and 700 MHz wide bandwidth. FMCW radar periodically transmits sawtooth signal every 166 ms. Wave polarization of FMCW radar can be either HH or VV.
DOI: 10.17632/dk74jscsww
title: Dietary restriction of isoleucine increases healthspan and lifespan of genetically heterogeneous mice

description: This is the raw data allowing the recreation of figures from the paper "Dietary restriction of isoleucine increases healthspan and lifespan of genetically heterogeneous mice".
DOI: 10.17632/d3n4y32hnt
title: Model Fingerprinting Dataset

description: experimental data used for deep neural network fingerprinting method
DOI: 10.17632/m5f3yrrhbn
title: Dataset for 'Identification of STN7-Associated Leaf Senescence Networks in Thylakoid Membranes of Arabidopsis‘

description: Raw dataset utilized in the study titled 'Identification of STN7-Associated Leaf Senescence Networks in Thylakoid Membranes of Arabidopsis.' The figures presented in the paper are derived from the data contained in this file.
DOI: 10.17632/vk3f4xtfrk
title: Crack simulation

description: The purpose of this paper is to present the strain energy release rate (SERR) and stress intensity factor (SIF) for different crack configurations subjected to mechanical and thermomechanical loading using the FE model. The influence of crack length and position for edge and internal cracks positioned horizontally to calculate SERR and SIF are discussed. The numerical results show that the SERR and SIF of edge crack are large compared to internal crack irrespective of crack length, position and loading. During both loading conditions, the edge cracks present near the top surface and at the TC/BC interface results in the high value of SERR and SIF compared to the crack positioned in the ceramic. The bi-material properties influence the crack positioned at the TC/BC interface. The crack shape pattern at the end of the thermomechanical cycle is similar to the mechanical loading except the dimensional shift in the crack tip.
DOI: 10.17632/5f5hd9yj3z
title: Microscopy-based chromosome conformation capture enables simultaneous visualization of genome organization and transcription in intact organisms

description: Microscopy-based chromosome conformation capture enables simultaneous visualization of genome organization and transcription in intact organisms Cardozo-Gizzi, et al. 2018 Data ==== # Data are submitted in 5 files (pairwise_distances_FigX.mat), see below for description. # These files each contain a single structure (rawData) with the data organized as follows: rawData.distanceMatrix rawData.barcodesGenomicPositions contains the identities of the barcodes used ordered by genomic position rawData.listofBarcodesGenomicallySorted contains the genomic positions of each barcode used. These files can be opened with MATLAB. The first field (distanceMatrix) contains the list of pairwise distances and corresponding genomic distances measured. The data can be accessed as follows: #To retrieve the genomic distances between barcode1 and barcode2, type &gt; distanceMatrix(1,2).genomicDistance These distances are in kb. # To retrieve the genomic distances between barcode1 and barcode2, type &gt; distanceMatrix(1,2).distance These distances are in pixel units. A pixel represents 105 nm. Datasets: --------- /Cardozo_data/pairwise_distances_Fig1.mat (nc14 data) /Cardozo_data/pairwise_distances_Fig3_nc12-13.mat /Cardozo_data/pairwise_distances_Fig3_mitosis.mat /Cardozo_data/pairwise_distances_Fig4_RNAon.mat (nc14, cells expressing sna) /Cardozo_data/pairwise_distances_Fig4_RNAoff.mat (nc14, cells not expressing sna) Matlab Code =========== M-files (matlab code) can be found in folder 'HiM_pipeline_analysis' merfish_main.m is the main routine that analyses deconvolved images to produce structures with barcodes localizations in each cell. The program is separated in well-annotated blocks that have to be run in a sequential manner. All other subroutines (functions) are called from merfish_main or functions therein.
DOI: 10.17632/sghm7sbm6d
title: Data for: Social-ecological assessment of Lake Manyara basin, Tanzania: a mixed method approach

description: The social-ecological system of the Lake Manyara basin (Northern Tanzania), a UNESCO Biosphere reserve (BR) suffers from socio-economic and environmental problems due to decreasing water levels, erosion and land and water use conflicts. An integrated assessment of the social-ecological interactions of the area is required to support future sustainable management. Within the Drivers-Pressures-State-Impact-Response (DPSIR) framework an integrated literature review and several methods of knowledge collection were combined to identify future management priorities and challenges. Annex 1 provides original fragments of information found in the selected literature, and coded as COD1, both for problems and causes of problems and for solutions. Focus groups with farmers and pastoralists collected a comprehensive set of statements about the situation. Annex 2 provides maps drawn by members of the authorities, the scientists, the pastoralists and the smallholder farmers in a community mapping exercise. Annex 3 provides a list of the 26 ecosystem services assessed by the participants during Focus Group 2. Annex 4 provides the questions used in the key informants interviews. Annex 5 provides the initial codes (letters) and corresponding merged codes (numbers) from key informants interviews. Annex 6 provides benchmarking results from the literature review and key-informants interviews.
DOI: 10.17632/3ndjjr5hzy
title: LVMP-Based Damage Identification Numerical Database and Verification Appendices

description: This repository contains data for the Database and Numerical Verification performed in the Article entitled "A baseline-free method for damage identification in pipes from local vibration mode pair frequencies". Although the data is included in Appendices A and B of the source Article, it is envisaged that the format ('CSV') in which the data is stored in this repository is more readily usable.
DOI: 10.17632/h7375gs8b8
title: Supplementary: Remote cutaneous confocal microscopy: A multicentric prospective study evaluating diagnostic accuracy for melanoma and keratinocyte carcinoma in tertiary settings

description: Background: Cutaneous confocal microscopy (CCCM) facilitates in vivo visualisation of skin at a cellular level. Use of a “store and forward” approach for remote CCM interpretation (Remote-CCM) across multiple sites has not been tested and may increase access to non-invasive diagnosis. Objective: To test the diagnostic accuracy and safety of Remote-CCM.
Methods: We prospectively recruited lesions selected for biopsy for skin malignancy across five Australian tertiary dermatology centres. CCM, clinical and dermoscopy images were acquired pre-biopsy and accessed by a cloud-based platform for interpretation by CCM readers. CCM diagnosis was compared to histopathology results. 
Results: Amongst the 201 lesions included, melanoma was the most common malignancy (34/72, 47.2%). Of the 89 lesions (44.8%) potentially ‘saved’ from biopsy, 80 (90%) were truly benign lesions and 9 (10.1%) were missed malignant lesions of MIS (n=7) and SCC (n=2). No invasive melanomas were missed. Sensitivity of remote-CCM for detection of malignancy was 89% (95%CI 79-95%) and specificity was 64% (95%CI 55-73%).
Limitations: The study recruited from high-risk populations and excluded lesions that were not biopsied.
DOI: 10.17632/m2jr8jh275
title: Refusal Case Studies Expirogram Data from the DataMaster DMT

description: This data contains expirogram data from seven case studies involving breath alcohol tests in which the subjects failed to provide the minimum volume for a valid sample on the DataMaster DMT.
DOI: 10.17632/m7fnzz9c4f
title: Osteoporosis Knowledge and Attitude: A Cross-Sectional Study among Physiotherapy Intern

description: Background: As the prevalence of osteoporosis is increasing in our country, as the global range, increases exponentially, it shall execute a huge burden on the nation’s economy. However, knowledge about osteoporosis can help to prevent and to minimize the complications such as pathologic fractures. Raising the knowledge of osteoporosis among future doctors is then considered a part of osteoporosis primary prevention.
AIM: The study aimed to evaluate physiotherapy interns' knowledge and attitudes on osteoporosis.  
METHOD: A cross-sectional study was conducted among 80 physiotherapy interns from 2022-2023 to assess the osteoporosis knowledge among physiotherapy Interns. We used Osteoporosis Knowledge Assessment Tool (OKAT) was created by Winzenberg and co-authors in 2003.
RESULT: A total of 80 physiotherapy interns answered the questionnaire with a response rate of 87.9 %. A worrying deficit of knowledge was found among physiotherapy interns. Those students believed osteoporosis to be a serious disease but did not feel susceptible to or concerned about the illness. Perceived moderate to high barriers to exercise and calcium intake indicated negative health beliefs.
CONCLUSION: In the course of the survey, the participants gave troublesome responses which can be handled by numerous practices. For instance, they should provide opportunities to attend events and workshops related to osteoporosis. Apart from that, brief knowledge of each topic should provide to them. Apart from academic work, they should indulge in conferences to upgrade their understanding.
Keywords: India, Knowledge, Osteoporosis.
DOI: 10.17632/r9f657nhsp
title: Dataset for: Walking and balance outcomes for stroke survivors: A randomized clinical trial comparing body-weight-supported treadmill training with versus without challenging mobility skills

description: This dataset is an excel sheet including all outcome measures for the above-indicated RCT comparing two walking interventions poststroke.
DOI: 10.17632/td8r3ty79b
title: High-Frequency Dataset of Facial Skin

description: The Dataset includes High-Frequency Images (image sequences) of Facial Skin. The data were acquired using DUB SkinScanner75 with a 24MHz transducer. The original size of images was 3466x1386x3.
The image sequences were collected during 4 sesions, with 44 patients. The data were acquired from 3 different locations on patient face.
The folder names refer to the acquisition date. The file names are defined as: px_y_z, where x denotes patient ID, y refers to the facial location, and z is the image index in the acquired series.
During the acquisition process, the HFUS series were registered. Each of them includes the image data suitable for further diagnosis (techncal - using CAD software, or medical) and noninformative images.
The image usfulness was described by 3 experts, and the labels are included in data_desc.xls. 

The repository includes CNN models (VGG16, pretrained on ImageNet), which were trained to divide the dataset into this 2 groups (informative and noninformative). Four different models were considered:
1 - vgg16_net_tl_64_1_w25_ALL_exp_aug0.mat
2 - vgg16_net_tl_64_1_w25_ALL_normal_aug0.mat
3 - vgg16_net_tl_64_1_w25_ALL_strict_aug0.mat
4 - vgg16_net_tl_64_1_w25_ALL_strict_aug0_v1.mat 

1 - first model, from 5-fold, trained using labels provided by Expert 1, 2 - first model, from 5-fold, trained using labels provided by Expert 2, 3 - third model, from 5-fold, trained using labels provided by Expert 3.
 4 -  first model, from 5-fold, trained using labels, which were the same for all the experts (the expert agree).

Due to the limited space, the image data are provided in the size of 224x224x3. This dataset was used  to train all the CNN models.
If you are interested in the image data in original size, please contect the corresopnding author.
DOI: 10.17632/b3yz87wdhb
title: Assessing Acceptance of AI Nurses for Outpatients with Chronic Diseases: From Nurses’ Perspective

description: The primary objective of this article is to investigate and forecast nurses' attitudes toward using AI nurses for outpatients with chronic diseases. AI technology is used in hospitals in a disease-centric manner. However, it is desired by healthcare regulators to be used in an individual-centric and holistic manner. The research model was developed based on the Unified Theory of Accepting and Using Technology. Research data was collected from 494 registered nurses
DOI: 10.6084/m9.figshare.14270535.v1
title: Experimental Investigation of Delta Phase Precipitation in Inconel 625 Superalloy Aged at 550, 625 and 725 °C

description: Abstract The δ is an important stable phase that replaces the metastable γ'' in the microstructure of Inconel 625 superalloy. The present work aims to investigate the kinetic of δ-phase precipitation in the microstructure of Inconel 625 nickel-based superalloy aged at 550, 625 and 725 °C up to 1000 h. Aging temperatures were chosen based on the thermodynamic simulation using JMatPro software which indicated that this phase is stable at temperatures below 905 °C. Microstructure of the heat-treated samples was analyzed via SEM/EDS and microhardness evolution was performed by Vickers microhardness tests. The results have shown that the samples aged at 550 °C (all times), 625 °C (all times) and 725 °C up to 200 h did not presented microstructural evidences of δ precipitation. However, samples aged at 725 °C for 500 and 1000 h clearly presented an acicular δ-phase precipitated mainly at the grain boundaries. It was noted changes in the microhardness at different aging time and temperatures probably due to the presence of γ'' and/or δ phases. The sample aged at 625 °C for 1000 h presented the highest microhardness value (333 ± 10 HV).
DOI: 10.17632/52pw63pxsc
title: Growth rates and sexual reproduction in Dolichousnea longissima transplanted along a trans-Himalayan elevational gradient

description: These datasets provide the underpinning data to the paper:

Worthy FR, Yin AC, Wang LS and Wang XY (2025) Growth rates and sexual reproduction in Dolichousnea longissima transplanted along a trans-Himalayan elevational gradient. The Lichenologist 57(2), 91-112. https://doi.org/10.1017/S0024282925000064.

The work was conducted in Diqing prefecture, Yunnan Province, China. The world’s longest lichen, D. longissima, is usually asexual. We discovered a site with apotheciate thalli, enabling us to address hypotheses in evolutionary biology regarding transitions from asexual to sexual reproduction. For conservation reasons, we also tested length-dependent growth patterns.
D. longissima asexual thallus strands of 10, 20, 40 or 80 cm length were transplanted from higher to lower elevations (≈ 4000 to 3400 m) to simulate climatic change (increased temperatures and VPD, with reduced RH). 
We used this field experiment to test the following non-mutually exclusive hypotheses:
1. Dolichousnea longissima shows positive length-dependent growth.
2. Length-dependent growth patterns will be altered by climatic change.
3. Switches from asexual to sexual reproduction are induced by climatic stressors.
4. Greater stress will drive higher reproductive allocation, and reproduction beginning at a smaller thallus size.
5. Raised temperatures, reduced relative humidity and increased vapour pressure deficit will reduce mycobiont growth and photobiont survival.
We also tested the alternative hypothesis that:
6. Apotheciate Dolichousnea specimens from these study sites belong to a genetically and morphologically distinct population.
FINDINGS
Phylogenetic analyses confirmed specimens were D. longissima. Multiple phylogenetic branches included both apotheciate and non-apotheciate thalli. After three-years growth, thallus mortality was highest at the warmest sites. Intact thalli showed negative length-dependent growth. Higher temperatures were associated with initiation of sexual reproduction, reduced Relative Thallus Length Growth rates and lower photobiont abundance, with apparent shifts of photobionts from the main stem to fibrils and reallocation of resources from length to central cord and fibril mass. Probability of switching to sexual production increased with thallus length, but shorter thalli made greater relative investment in apothecia production. 
IMPLICATIONS FOR CONSERVATION
Detrimental climatic change impacts could reduce D. longissima range and biomass production, thereby also decreasing food availability for the endangered lichenivorous monkey, Rhinopithecus bieti. Apotheciate populations need protection, because genetic variability could increase resilience to climatic change.
DOI: 10.17632/8rbzjpcsck
title: ECHOES IN THE WIND: SEXUAL AND REPRODUCTIVE HEALTH CHALLENGES OF IN-SCHOOL ADOLESCENTS LIVING WITH DISBILITIES IN A SOUTH WEST STATE IN NIGERIA

description: Abstract Objectives: The aim of this study was to determine the sexual and reproductive health challenges of in-school adolescents living with disabilities. Methods: A quantitative study was carried out among 141 adolescents living with physical disabilities in five schools for the handicapped in Osun State, South West, Nigeria. Results: The mean age of in-school adolescents was 16 years. The male-to-female ratio was approximately 1:1 and the majority of the adolescents were living with hearing impairment while others had visual, intellectual, and mobility impairments. About half of the adolescents had poor knowledge about contraceptive use while some were unaware about sexually transmitted infections (STIs) and reproductive health services. Coitarche was experienced at an average age of 18 years; few had engaged in sexual intercourse and the commonest source of sexuality information was from teachers. The SRH challenges identified among adolescents were multiple sexual partners, unwanted pregnancies, and abortions. Furthermore, some females were raped, with various outcomes. Conclusions: Findings from this study will provide key insights for stakeholders, both at local and international levels, to identify SRH challenges of in-school adolescents living with disabilities. Keywords: Sexual and Reproductive Health; Adolescents; Disabilities; Sexually Transmitted Infections; School.
DOI: 10.17632/zrzgy3yzvc
title: CTLA-4 inhibitors are associated with a higher risk of cardiovascular events than PD-1 inhibitors in Patients with Melanoma

description: Supplemental material
DOI: 10.17632/zv9x5przjh
title: Paper-based capillary-driven biosensing devices: construction files

description: Include (1) design file for laser cutting the wax channels and laser pyrolysis of cellulose paper, (2) STL file to 3D print for the holders. The holders accommodate 5110/S-C-1.5N-AU-2.3 C connectors (PTR HARTMANN). 
Two devices are included here. FIA: a flow injection analysis device and VFA: a vertical flow immunoassay.
DOI: 10.6084/m9.figshare.21728630.v3
title: Surveying the Academic Literature on the Use of OKR

description: This study presents a mapping study with focus on OKR (Objective and Key Results)
DOI: 10.17632/kj7h48ccj2
title: Associated legendre polynomials, ordinary and modified spherical harmonics

description: Abstract Title of program : LEGENDRE Catalogue : ABME Program obtainable from : CPC Program Library, Queen's University of Belfast, N. Ireland (see application form in this issue). Computer : CDC 6600; Installation : University of Texas, Austin, Texas, USA Operating system : CDC Scope Programming language used : FORTRAN IV High speed storage required : 4928 words. No. of bits in a word : 60 Is the program overlaid? No No. of magnetic tapes required : None What other peripherals are used? Card reader, ... Title of program: LEGENDRE Catalogue Id: ABME_v1_0 Nature of problem The package Legendre contains three FUNCTION subprograms which calculate respectively Legendre polynomials and ordinary and modified spherical harmonics for partial wave expansions. Versions of this program held in the CPC repository in Mendeley Data ABME_v1_0; LEGENDRE; 10.1016/0010-4655(73)90065-9 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)