cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25381/cput.26444233.v1
title: Ergonomic hazards to meat inspectors at selected high throughput red meat abattoirs in the Western Cape

description: Ethical reference: 189040890/04/2020Abattoirs play a pivotal role in the meat value chain and performs the fundamental function of converting livestock into meat. During the early 1990s the country’s new socio-economic policies ushered in the deregulation of the meat industry and the privatization of meat inspection services. As a result, the independence of meat inspection at abattoirs were seriously under threat. As the local abattoir environment changed, so did the working environment and the conditions under which meat inspectors performed their duties. The aim of this study was to evaluate the presence, the effects, and the prevalence of ergonomic hazards to meat inspectors at selected high throughput red meat abattoirs in the Western Cape. The objectives of this study were to: (a) identify the type of ergonomic hazards that may be present within the working environment of meat inspectors, (b) evaluate the effects that these hazards may have on meat inspectors, (c) assess the prevalence and the impact of these hazards to meat inspectors, and (d) identify potential barriers or opportunities that the abattoir industry may face in addressing ergonomic hazards within this sector.<br>The selection of abattoirs comprised of single, double, and triple species plants. Apart from the design and layout of each facility, the conditions under which meat inspectors performed their duties varied considerable from abattoir to abattoir. The sample population consisted of ten abattoirs, at least one manager at each of the selected abattoirs (except for abattoirs D<sub>2</sub> and I<sub>3</sub> where two managers per facility participated), all the inspectors, and four representatives from industry. The study used structured questionnaires, semi-structured interviews, and direct participant observations (using photographs and video clip recordings) to obtain the relevant information. The photographs and video clips were used to conduct secondary assessments using the Rapid Entire Body Assessment (REBA) tool.<br>The outcomes of the study highlighted that a number of ergonomic hazards exist within the work environment of meat inspectors. These include repetitive work, the use of hand tools, working with the hands, arms, and shoulders in elevated positions, and inadequate working areas that gave rise to inspectors adopting awkward working postures. Consequently, the lack of effectiveness of job or task rotation programmes, including inadequate rest or recovery breaks further contributed to the occurrence of these risk factors.<br>The study aims to contribute to a greater understanding of the role and importance of ergonomic hazards to meat inspectors. The study further provides a platform for stakeholders (i.e., abattoirs, service providers, and government) to engage and continuously strive to address and reduce the effects and impact of ergonomic hazards within the local red meat abattoir industry.
DOI: 10.15468/dl.5buksj
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.50561 54.9224,-2.15711 54.9224,-2.15711 55.09064,-2.50561 55.09064,-2.50561 54.9224))",
 "TaxonKey is Vanellus vanellus (Linnaeus, 1758)",
 "Year 2023-2025"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009847-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcmazj
title: Occurrence Download

description: A dataset listing the 41611 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (Albania, Romania, Greece, Montenegro, Croatia, Italy, Serbia, Bulgaria, Bosnia and Herzegovina)",
 "Issue is one of (Modified date invalid, Coordinate rounded, Geodetic datum assumed WGS84, Coordinate uncertainty meters invalid, Country derived from coordinates, Continent derived from country, Continent derived from coordinates, Taxon match higher rank, Occurrence status unparsable, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Different owner institution, Coordinate precision invalid)",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset's 41611 records were derived from 625 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009841-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7sh6dt
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "StateProvince is one of (SIchuan, SiChuan, Sichuan, Sichuan (Prov.), Sichuan (Setchuan), Sichuan (Szechuan), Sichuan (Szechwan), Sichuan (四川), Sichuan (四川) Province, Sichuan (四川) province, Sichuan (四川省), Sichuan (四川省),)",
 "TaxonKey is one of (Sinopodophyllum hexandrum (Royle) T.S.Ying, Sinopodophyllum hexandrum var. chinense (Sprague) Stearn, Sinopodophyllum hexandrum var. chinense (Sprague) Stearn ex J.M.H.Shaw & Cubey, Sinopodophyllum hexandrum var. emodi (Wall. ex Honigberger) J.M.H.Shaw, Sinopodophyllum hexandrum subsp. ramgopalii D.Maity, J.Ghosh & Midday)"
 ]
}

 The dataset includes 82 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009848-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcxkm8
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Machine Observation",
 "TaxonKey is Plethodon cinereus (Green, 1818)"
 ]
}

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009849-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25381/cput.27239505
title: The effect of shade stress and different growth media on hydroponic-grown Trachyandra divaricata (Jacq.) Kunth as a coastal vegetable

description: Ref. no: 215015878/03/2020The enclosed data comprises information pertaining to vegetative growth, proximity analysis, and phytochemical and antioxidant analysis for the research entitled "The effect of shade stress and different growth media on hydroponic-grown <i>Trachyandra divaricata</i> (Jacq.) Kunth as a coastal vegetable"
DOI: 10.25381/cput.27239505.v1
title: The effect of shade stress and different growth media on hydroponic-grown Trachyandra divaricata (Jacq.) Kunth as a coastal vegetable

description: Ref. no: 215015878/03/2020The enclosed data comprises information pertaining to vegetative growth, proximity analysis, and phytochemical and antioxidant analysis for the research entitled "The effect of shade stress and different growth media on hydroponic-grown <i>Trachyandra divaricata</i> (Jacq.) Kunth as a coastal vegetable"
DOI: 10.5281/zenodo.14784005
title: From Questions to Insights: Exploring XAI Challenges Reported on Stack Overflow Questions

description: The lack of interpretability is a major barrier that limits the practical usage of artificial intelligence (AI) models. Several eXplainable AI (XAI) techniques (e.g., SHAP, LIME) have been employed to interpret these models' performance. However, users often face challenges when leveraging these techniques in real-world scenarios. Therefore, they submit questions in technical Q\&A forums like Stack Overflow (SO) to resolve these challenges. To support explainability, we conduct an exploratory study to expose these challenges, their severity, and features that can make XAI techniques more accessible and easier to use. Our contributions to this study are fourfold. First, we manually analyzed 663 SO questions that discussed challenges related to XAI techniques. Our careful investigation produced a catalog of seven challenges (e.g., disagreement issues). To further validate, we collected feedback from 52 practitioners, who agreed that they encountered these challenges and reported no additional ones. Our analysis and practitioners' feedback showed that model integration issues and disagreement issues emerged as the most prevalent challenges. Second, we attempt to estimate the severity of each XAI challenge by determining the correlation between challenge types and answer metadata, such as receiving answers, including the acceptable ones.  Our analysis suggests that model integration issues is the most severe challenge. Third, we attempt to perceive the severity of these challenges based on practitioners' ability to use XAI techniques effectively in their work. Practitioners' responses suggest that disagreement issues most severely affect the use of XAI techniques. Fourth, we seek input from practitioners on improvements or features that could make XAI techniques more accessible and user-friendly. The majority of them suggest consistency in explanations and simplified integration. Our study findings might (a) help to enhance the accessibility and usability of XAI and (b) act as the initial benchmark that can inspire future research.
DOI: 10.5281/zenodo.14784004
title: From Questions to Insights: Exploring XAI Challenges Reported on Stack Overflow Questions

description: The lack of interpretability is a major barrier that limits the practical usage of AI models. Several eXplainable AI (XAI) techniques (e.g., SHAP, LIME) have been employed to interpret these models' performance. However, users often face challenges when leveraging these techniques in real-world scenarios and thus submit questions in technical Q\&A forums like Stack Overflow (SO) to resolve these challenges. We conducted an exploratory study to expose these challenges, their severity, and features that can make XAI techniques more accessible and easier to use. Our contributions to this study are fourfold. First, we manually analyzed 663 SO questions that discussed challenges related to XAI techniques. Our careful investigation produced a catalog of seven challenges (e.g., disagreement issues). We then analyzed their prevalence and found that model integration and disagreement issues emerged as the most prevalent challenges. Second, we attempt to estimate the severity of each XAI challenge by determining the correlation between challenge types and answer metadata (e.g., the presence of accepted answers). Our analysis suggests that model integration issues is the most severe challenge. Third, we attempt to perceive the severity of these challenges based on practitioners' ability to use XAI techniques effectively in their work. Practitioners' responses suggest that disagreement issues most severely affect the use of XAI techniques. Fourth, we seek agreement from practitioners on improvements or features that could make XAI techniques more accessible and user-friendly. The majority of them suggest consistency in explanations and simplified integration. Our study findings might (a) help to enhance the accessibility and usability of XAI and (b) act as the initial benchmark that can inspire future research.
DOI: 10.5281/zenodo.14793234
title: From Questions to Insights: Exploring XAI Challenges Reported on Stack Overflow Questions

description: The lack of interpretability is a major barrier that limits the practical usage of AI models. Several eXplainable AI (XAI) techniques (e.g., SHAP, LIME) have been employed to interpret these models' performance. However, users often face challenges when leveraging these techniques in real-world scenarios and thus submit questions in technical Q\&A forums like Stack Overflow (SO) to resolve these challenges. We conducted an exploratory study to expose these challenges, their severity, and features that can make XAI techniques more accessible and easier to use. Our contributions to this study are fourfold. First, we manually analyzed 663 SO questions that discussed challenges related to XAI techniques. Our careful investigation produced a catalog of seven challenges (e.g., disagreement issues). We then analyzed their prevalence and found that model integration and disagreement issues emerged as the most prevalent challenges. Second, we attempt to estimate the severity of each XAI challenge by determining the correlation between challenge types and answer metadata (e.g., the presence of accepted answers). Our analysis suggests that model integration issues is the most severe challenge. Third, we attempt to perceive the severity of these challenges based on practitioners' ability to use XAI techniques effectively in their work. Practitioners' responses suggest that disagreement issues most severely affect the use of XAI techniques. Fourth, we seek agreement from practitioners on improvements or features that could make XAI techniques more accessible and user-friendly. The majority of them suggest consistency in explanations and simplified integration. Our study findings might (a) help to enhance the accessibility and usability of XAI and (b) act as the initial benchmark that can inspire future research.
DOI: 10.15468/dl.wnp4s5
title: Occurrence Download

description: A dataset containing 454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Bauhinia brachycarpa var. microphylla (Oliv. ex Craib) K.Larsen & S.S.Larsen"
 ]
}

 The dataset includes 454 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006178-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66nqjj
title: Occurrence Download

description: A dataset containing 2558 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Bauhinia brachycarpa Wall. ex Benth."
 ]
}

 The dataset includes 2558 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006200-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apxk53
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Bauhinia variegata var. candida Voigt"
 ]
}

 The dataset includes 127 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006202-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jx95qm
title: Occurrence Download

description: A dataset containing 1547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "TaxonKey is Atelopus ignescens (Cornalia, 1849)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1547 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011779-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dr7t7h
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astyanax paris Azpelicueta, Almirón & Casciotta, 2002"
 ]
}

 The dataset's 1 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039157-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ab3sxi
title: Occurrence Download

description: A dataset containing 145665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Monarch Watch",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 145665 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004769-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9wckd
title: Occurrence Download

description: A dataset containing 435 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxus wallichiana var. mairei (Lemée & Lév.) L.K.Fu & Nan Li"
 ]
}

 The dataset includes 435 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139837-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ctsc6
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Vulcanisaeta Itoh et al., 2002, Pyrobaculum Huber et al., 1988)"
 ]
}

 The dataset includes 107 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034978-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqb82a
title: Occurrence Download

description: A dataset containing 731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Base de datos de la Sala de Colecciones Biológicas de la Universidad Católica del Norte (SCBUCN) Chile",
 "TaxonKey is Polyplacophora"
 ]
}

 The dataset includes 731 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006199-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs2vvz
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-109.62907 21.07735,-107.78403 22.03137,-114.58849 32.97624,-117.89611 32.69219,-119.97138 28.41501,-109.62907 21.07735))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crotophaga sulcirostris Swainson, 1827"
 ]
}

 The dataset includes 251 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150625-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gz3usc
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aeschynomene gazensis Baker f."
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084581-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gw4rgu
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Neoporphyra haitanensis (T.J.Chang & B.F.Zheng) J.Brodie & L.-E.Yang, 2020"
 ]
}

 The dataset includes 67 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196696-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wp3rni
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habromys lophurus (Osgood, 1904)"
 ]
}

 The dataset includes 269 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006076-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epoytj
title: Occurrence Download

description: A dataset containing 952 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Month is January",
 "Month is February",
 "Month is March",
 "Month is November",
 "Month is October",
 "Month is December"
 ]
 },
 "Year 1960-2005",
 "TaxonKey is Krefftichthys anderssoni (Lönnberg, 1905)"
 ]
}

 The dataset includes 952 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022676-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jt4ymr
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "TaxonKey is Amaranthus hybridus L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 403 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006177-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qc5kih
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "ScientificName is Ceratozamia zoquorum Pérez-Farr.",
 "ScientificName is Vovides & Iglesias"
 ]
 },
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026901-191105090559680/datasets/export for details.
DOI: 10.15468/dl.9kj6xd
title: Occurrence Download

description: A dataset containing 5944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2010-2020",
 "Geometry POLYGON((-22.03868 29.57272,44.71425 29.57272,44.71425 58.53268,-22.03868 58.53268,-22.03868 29.57272))",
 "HasCoordinate is true",
 "TaxonKey is Allium triquetrum L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5944 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014400-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsqrzg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-67.33081 18.83352,-67.4187 17.38,-64.06128 17.24574,-63.97339 17.99963,-65.13354 17.94947,-65.15112 19.04966,-67.33081 18.83352))",
 "HasCoordinate is true",
 "TaxonKey is Cassine xylocarpa Vent.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006076-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hznn9b
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Archidendron microcarpum (Benth.) I.C.Nielsen"
 ]
}

 The dataset includes 260 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0338546-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.