cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gx5z33vbh9
title: COVID 19 effect on mental health

description: A cross-sectional study was conducted to evaluate the severity of anxiety among medical students due to COVID-19. The study was conducted from June, 2020 to July, 2020 at Ayub Medical College, Abbottabad, Pakistan. The target population was MBBS students from all 5 years of study.
We calculated the sample size using the formula n = z2 * p * (1 - p) / e2, where n is the sample size, z is the standard normal deviate corresponding to the confidence level (1.96 for 95%), and e is the desired precision (0.05). We used the p as 0.34, using a meta-analysis that concluded that 34% of the medical students globally had anxiety as the value of p and obtained a sample size of 344. However, due to time and resource constraints, we selected 200 as the size.
We obtained a list of all enrolled medical students from the college administration assigned each student a unique number. We used a random number generator to select 344 students. We approached the selected students and recruited volunteers until the total number reached 200. The response rate 60%. The sample was representative of the target population in terms of gender, age, and year of study. The inclusion criteria for our study were that participants were enrolled in the MBBS program at Ayub Medical College, Abbottabad, Pakistan, and that they were willing to complete the study questionnaire.
Verbal consent was obtained from all participants before they completed the questionnaire. They were informed about the purpose, procedures, risks, and benefits of the study, as well as their right to withdraw at any time. They were also assured that their responses would be kept confidential and anonymous. 
A questionnaire was distributed to the students, which included 8 questions about their demographics, while in the second part we used GAD-7 (generalized anxiety disorder-7) to measure their levels of anxiety. GAD-7 asks 7 questions where the responses are quantified from 1 to 4. The range of the total score can be from 0 to 21. An additional variable named “levels of anxiety” was created in SPSS to translate the total score to either “minimal”, “mild”, “moderate” or “severe” anxiety. Both data entry and analysis were done in SPSS version 26. Categorical variables from demographics were described as “frequency” and “frequency percentage”, while quantitative variables were defined as “mean”, “standard deviation” and “range (Maximum and minimum)”. The results of the responses to GAD-7 were reported as frequencies of students whose scores were represented according to the previously described variable “levels of anxiety”. Potential sources of bias were addressed by stratifying the sample by gender, marital status, having a supportive roommate, family income, year of study, and anxiety history, and testing the association between each factor and levels of anxiety using chi-squared tests. A p-value of less than or equal 0.05 was set as the threshold for the test of significance.
DOI: 10.6084/m9.figshare.26000143.v1
title: Hyperspectral data

description: 2-D average and standard deviation values for pixels of suspended sediment, white and black control backgrounds. Different sediment sizes and concentrations were trialed.
DOI: 10.17632/r95srm9m8m
title: Campus Air Quality Dataset

description: The dataset gives an insight on the quality of air in some University Halls of Residence in order to make inform decision regarding safety and healthy living of the students living therein. The dataset will assist a great deal in developing a model to continuously monitor critical air quality parameters such as CO2 levels, temperature, humidity, and light intensity.
DOI: 10.6084/m9.figshare.28516919.v1
title: Tidal river flooding_submitted to Earth's Future

description: Research Data <br>
DOI: 10.21233/rq21-cj23
title: Okanagan Lake water chemistry dataset

description: Raw data for the Okanagan Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/z9rywmv886
title: InletTracker - A python toolkit for monitoring coastal inlets via Landsat and Sentinel-2

description: This repository contains the entire open-source code of InletTracker as well as the key input data necessary to reproduce the results of the corresponding journal publication. InletTracker is a Google Earth Engine enabled open-source python software package that first uses a novel least-cost path finding approach to trace inlet channels along and across the berm/barrier/bar, and then analyses the resulting transects to infer whether an entrance is open or closed. Our study highlighted that InletTracker is able to consistently and accurately infer open vs. closed inlet states and can even provide an indication of the degree of inlet opening for larger inlets. The data that InletTracker can generate will help to answer a range of remaining questions around processes, dynamics, and drivers (i.e., waves vs. rainfall vs. tide) of inlets in different coastal and hydroclimatic settings around the globe.
DOI: 10.17632/jb695d2snv
title: wound healing

description: The aim of this study was to evaluate the effectiveness of Persian oak aqueous extract on dermal wound healing in rats. 35 male Wistar rats were selected and randomly divided into five groups; then two full-thickness wounds with 10 mm in diameter were created bilaterally on the back of all animals. Negative control group treated with normal saline, positive control group treated with phenytoin cream, and three treatment groups which received 2%, 4% and 8% aqueous extract of Jaft respectively. The animals received these medicines once daily for 15 days. The state of the wound healing was evaluated using wound closure ratio, wound contraction and re-epithelialization, tensile strength, VEGF and PDGF content. Histopathological examination was also performed on repaired tissues.
DOI: 10.17632/3xdb6bgt6c
title: Data for MSU

description: The impact of capital structure on the market value of steel mill companies
DOI: 10.17632/92x2syjm8g
title: Smid et al., 2024 estrus behaviour outdoor pack

description: Dairy cows have a partial preference to access an outdoor deep-bedded pack, but the effects of continuous access to an outdoor area on estrous behaviors has not been studied. Our objective was to investigate if access to an outdoor open deep-bedded pack improves the expression of estrus behaviors. We enrolled 60 lactating Holstein cows directly after calving and followed them each for 12 weeks. Cows were housed in a single freestall pen holding 36 cows at a time, with a dynamic group composition. Half of the cows were randomly assigned to the OUTDOOR treatment; these cows had access to an outdoor open pack via an automated selection gate. INDOOR cows were housed together with OUTDOOR cows but were not allowed outdoor access. All cows were fitted with an automated activity monitor (AAM) 21 ± 3 d before expected calving date. Estrous behaviors (i.e., standing to be mounted and mounting behaviors) were continuously monitored using video, and the intensity of mounting (i.e., the number of standing to be mounted and other mounting behaviors per hour) was calculated per estrus event per cow. Temperature and humidity were monitored by data loggers indoors, and these data were used to calculate the Temperature Humidity Index (THI). Following an alert from the AAM, cows were checked to detect the presence of a dominant preovulatory follicle and an absence of a mature corpus luteum (CL) by rectal ultrasonography following milking, as well as 7 d thereafter to confirm ovulation by the presence of a new CL. A total of 94 estrus events were used in the final analysis. INDOOR cows tended to have a lower mounting intensity with increasing indoor THI, but no such effect was noted for OUTDOOR cows. The total number of cows in estrus positively influenced mounting intensity. OUTDOOR cows had a longer duration of estrus, as measured by the automated monitors, compared with INDOOR cows (12.4 ± 0.7 h versus 9.9 ± 0.8 h). Estrus event number and the total number of cows in estrus were both positively associated with estrus duration. These results indicate that access to an outdoor pack tended to increase mounting behavior for freestall housed dairy cows, especially during periods of elevated THI. We conclude that providing dairy cows access to an outdoor area can help with estrus detection and may thus help improve the reproductive programs on dairy farms.
DOI: 10.17632/cwk957t6x9
title: Data for: Dataset on work location choice: The perspective of graduates

description: How to attract high skills and knowledge human resources, especially graduate students for the development of the rural region is a big question for any government. The patterns of young graduates’ move in the city or return back to rural hometown to work during the transition from universities to the labour market, are needed to be considered in a wide range of contexts. The data represents a quantitative study to assess the relationship between working location choice of graduate and its determinants in Vietnam – a developing country context. This data consists of the demographic characteristics of the sample and two main variables. First, place attractiveness with three sub-dimension including job opportunities, quality of life, and place attachment. Second, social dimension with two sub-dimension which are social norms and family supports. The data were collected using a cross-sectional questionnaire and was analysed using SPSS version 22. Analyses of the data can provide insights into determinants of return hometown to work decision that may be useful for researchers in the field to understand work place choice of graduates, for business managers who want to attract high skilled staff and for rural communities and provincial policymakers. It may serve as a reference to expand research and to develop interventions to encouraging student return back hometown to work after university graduation. The survey data file spreadsheet accompanying this article consists of 503 rows and 28 columns. Each row represents an individual's response to a questionnaire. A five-point Likert range scale was used to allow the respondents to indicate how much they agree or disagree with a particular statement, so a numerical value in the data file means the respondent level of agreement, with 5 being "strongly agree" and 1 being "strongly disagree".
DOI: 10.6084/m9.figshare.17141831.v1
title: Full quantum dynamics with machine learning

description: The data provided here is for the case studies given in Chapter "Excited-state dynamics with machine learning " <br> Book: "Quantum Chemistry in the Age of Machine Learning" https://www.elsevier.com/books/quantum-chemistry-in-the-age-of-machine-learning/dral/978-0-323-90049-2 <br>
DOI: 10.15468/dl.gnec6q
title: Occurrence Download

description: A dataset containing 6580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Zygaena filipendulae (Linnaeus, 1758)"
 ]
}

 The dataset includes 6580 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009074-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4wgre
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barbacenia luzulifolia Mart. ex Schult. & Schult.f."
 ]
}

 The dataset includes 111 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000129-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/t1r-e20-m1f
title: Cercis occidentalis Torr. ex A.Gray

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xtg-sc2-pw5
title: Hieracium avilae Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.cxvjp5
title: Occurrence Download

description: A dataset containing 975 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aspilia foliosa (Gardner) Benth. & Hook.fil."
 ]
}

 The dataset includes 975 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000117-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6knpg
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aphelandra macrostachya Nees"
 ]
}

 The dataset includes 174 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000116-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1jq-3c9-d7w
title: Aeollanthus abyssinicus Hochst. ex Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.ctv92g
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anisacanthus brasiliensis Lindau"
 ]
}

 The dataset includes 125 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000111-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgr2t6
title: Occurrence Download

description: A dataset containing 7152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ananas comosus (L.) Merr."
 ]
}

 The dataset includes 7152 records from 351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000101-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/crh-9sy-xfk
title: Adenophora petiolata Pax & K.Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s0d-9gc-pzd
title: Pteris leptophylla Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.xr4nby
title: Occurrence Download

description: A dataset containing 2300 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allamanda blanchetii A.DC."
 ]
}

 The dataset includes 2300 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000084-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6ll-vt2-tsd
title: Swartzia sericea Vogel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bvz-21x-f95
title: Salvia lobbii Epling

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.7pbkwt
title: Occurrence Download

description: A dataset containing 1249 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aegiphila obducta Vell."
 ]
}

 The dataset includes 1249 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000075-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc2jbx
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aechmea vanhoutteana (Van Houtte) Mez"
 ]
}

 The dataset includes 70 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000064-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/afm-fhe-qlf
title: Festuca vivipara (L.) Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/my7-2vx-qnt
title: Trifolium arvense L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.mwcf9q
title: Occurrence Download

description: A dataset containing 1014 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aechmea recurvata (Klotzsch) L.B.Sm."
 ]
}

 The dataset includes 1014 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000053-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4w2-ps9-2hl
title: Trifolium ochroleucon Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j0h-vs0-0sh
title: Ranunculus flammula L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.gz5b43
title: Occurrence Download

description: A dataset containing 553 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aechmea lamarchei Mez"
 ]
}

 The dataset includes 553 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000021-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynkcdg
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aechmea miniata (Beer) Baker"
 ]
}

 The dataset includes 307 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000025-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/980-jq1-yf8
title: Cruciata glabra (L.) Opiz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16563616
title: How Machine Translation is Used in Healthcare: Insights from Recent Chinese Migrants in the Netherlands
DOI: 10.5281/zenodo.16563617
title: How Machine Translation is Used in Healthcare: Insights from Recent Chinese Migrants in the Netherlands
DOI: 10.15468/dl.gpcxes
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aechmea fendleri André ex Mez"
 ]
}

 The dataset includes 82 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000014-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7r7zd
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenocalymma campicola (Pilg.) L.G.Lohmann"
 ]
}

 The dataset includes 196 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000004-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/awj-xl6-pcs
title: Adenophora khasiana (Hook.f. & Thomson) Collett & Hemsl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.39xgsh
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abutilon darwinii Hook.fil."
 ]
}

 The dataset includes 73 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006819-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xeq224
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acritopappus longifolius (Gardner) R.M.King & H.Rob."
 ]
}

 The dataset includes 428 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006962-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/gr7-7h7-q51
title: Briza media L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lc8-3pc-mg1
title: Oreopteris limbosperma (All.) Holub

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.52htb4
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lobelia stricta Sw."
 ]
}

 The dataset includes 241 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006669-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6egba
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lymania brachycaulis (Baker) L.F.Sousa"
 ]
}

 The dataset includes 19 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006673-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/apb-3m9-err
title: Tamonea spicata Aubl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nam-3k1-wm9
title: Paspalum stellatum Flüggé

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.4gvwfr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inga venosa Griseb."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006657-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ry2xp7
title: Occurrence Download

description: A dataset containing 1096 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jacquemontia sphaerostigma (Cav.) Rusby"
 ]
}

 The dataset includes 1096 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006661-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/qeq-2cq-zlr
title: Adenophora himalayana subsp. alpina (Nannf.) D.Y.Hong

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vh2-ap4-eqt
title: Rosa californica Cham. & Schltdl.

description: Digital Specimen for the physical specimen hosted at University of Graz.