cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17260847
title: Predictors of Antibiotic Self-Medication among Residents in the Western Area of Sierra Leone: A cross-sectional Population-based study

description:  

 

Self-medication with antibiotics (SMA) may result in inappropriate use with consequences such as adverse drug reactions, treatment failure, and bacterial antimicrobial resistance (AMR). This study aims to determine the prevalence and predictors of SMA among residents in the Western Area of Sierra Leone. This cross-sectional population-based study was conducted among residents in the Western Area of Sierra Leone. A total of 781 participants were selected using a two-stage stratified sampling method. Data were collected using a pre-tested, structured, interviewer-based questionnaire and analysis was done using descriptive statistics, binary logistic regression and Spearman’s rank correlation, with statistical significance set at p < 0.05. The prevalence of SMA was 87.5%. The most common reasons for SMA were the need for quick relief of symptoms (23.1%), non-serious disease (17.2%), and previous experience (15.8%). The most frequent complaints for SMA were common cold (19.6%), sore throat (15.8%), and cough (14.1%). Although 57.7% of participants had good knowledge about antibiotic and AMR, 79.0% and 92.1 % exhibited negative attitudes and poor practice regarding antibiotic use respectively. Secondary education (AOR=2.77, 95% CI: 1.23–6.23, p=0.014), being employed (AOR=3.19, 95% CI: 1.31–7.78, p=0.011) and overall poor practice (AOR=2.38, 95% CI: 1.22–4.63, p=0.011) were predictors of SMA. The high prevalence of SMA, coupled with negative attitudes and poor practices, highlights the need for targeted interventions to promote rational antibiotic use and combat antimicrobial resistance in Sierra Leone.
DOI: 10.5281/zenodo.17260848
title: Predictors of Antibiotic Self-Medication among Residents in the Western Area of Sierra Leone: A cross-sectional Population-based study

description:  

 

Self-medication with antibiotics (SMA) may result in inappropriate use with consequences such as adverse drug reactions, treatment failure, and bacterial antimicrobial resistance (AMR). This study aims to determine the prevalence and predictors of SMA among residents in the Western Area of Sierra Leone. This cross-sectional population-based study was conducted among residents in the Western Area of Sierra Leone. A total of 781 participants were selected using a two-stage stratified sampling method. Data were collected using a pre-tested, structured, interviewer-based questionnaire and analysis was done using descriptive statistics, binary logistic regression and Spearman’s rank correlation, with statistical significance set at p < 0.05. The prevalence of SMA was 87.5%. The most common reasons for SMA were the need for quick relief of symptoms (23.1%), non-serious disease (17.2%), and previous experience (15.8%). The most frequent complaints for SMA were common cold (19.6%), sore throat (15.8%), and cough (14.1%). Although 57.7% of participants had good knowledge about antibiotic and AMR, 79.0% and 92.1 % exhibited negative attitudes and poor practice regarding antibiotic use respectively. Secondary education (AOR=2.77, 95% CI: 1.23–6.23, p=0.014), being employed (AOR=3.19, 95% CI: 1.31–7.78, p=0.011) and overall poor practice (AOR=2.38, 95% CI: 1.22–4.63, p=0.011) were predictors of SMA. The high prevalence of SMA, coupled with negative attitudes and poor practices, highlights the need for targeted interventions to promote rational antibiotic use and combat antimicrobial resistance in Sierra Leone.
DOI: 10.26023/8rvj-9syv-ad0d
title: BAMEX: Ohio Agricultural Research and Development Center (OARDC) Network. Version 1.0

description: This data set contains hourly or 15-minute resolution surface meteorological data from the Ohio Agricultural Research and Development Center (OARDC) Network. These OARDC stations are located across the state of Ohio. This data set covers the period from 01 May to 14 July 2003. Nine of the stations provide hourly observations and two provide 15-minute observations. The data are in comma-delimited ASCII format.
DOI: 10.15468/dl.ku39hs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Ceratozamia robusta",
 "Country is Mexico",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044389-250920141307145/datasets/export for details.
DOI: 10.26023/49me-dqny-dz0q
title: BAMEX: ARM Lamont, OK Radiosonde Data. Version 1.0

description: This data set contains rawinsonde profiles from the Lamont, OK (Central Facility) Department of Energy (DOE) Atmospheric Radiation Measurement - Clouds and Radiation (ARM-CART) sounding station collected during the Bow Echo and Mesoscale Convection Vortex Experiment 2003 (BAMEX 2003). Regular releases were augmented by additional releases during intensive observing periods (IOPs). The data files consist of vertical profiles of temperature, dew point, relative humidity, u and v wind components, total wind speed, wind direction, and altitude. The vertical resolution is two seconds. This data set has been quality controlled by The Joint Office for Science Support (JOSS). Consult the README for more information.
DOI: 10.15468/dl.amxbkc
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erinnyis ello",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 70 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044399-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3exbx
title: Occurrence Download

description: A dataset containing 11028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Kobus ellipsiprymnus"
 ]
}

 The dataset includes 11028 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044400-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/bw8x-cxbx-fq0g
title: BAMEX: NWS Radiosonde Data. Version 1.0

description: This data set contains rawinsonde profiles from 34 National Weather Service (NWS) upper-air sites archived during the Bow Echo and Mesoscale Convenctive Experiment (BAMEX). During BAMEX,rawinsondes were released twice daily at 00 and 12 UTC. The data files consist of vertical profiles of temperature, dew point, relative humidity, u and v wind components, total wind speed, wind direction, and altitude. The vertical resolution is six seconds. This data set has been quality controlled by The Joint Office for Science Support (JOSS). Consult the README for more information.
DOI: 10.26023/dafq-1xa5-d101
title: BAMEX: Missouri Commercial Agriculture Weather Station (CAWS) Network. Version 1.0

description: This data set contains hourly resolution surface meteorological data from the Missouri Commercial Agriculture Weather Station (CAWS) Network. These CAWS stations are located across the state of Missouri. This data set covers the period from 01 May to 01 August 2003. There are 21 stations included within this data set. The data are in columnar ASCII format.
DOI: 10.15468/dl.kx69y5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepomis auritus",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044402-250920141307145/datasets/export for details.
DOI: 10.15468/dl.9crwkm
title: Occurrence Download

description: A dataset containing 28465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepomis auritus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28465 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044404-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/nsjm-a0wh-9g04
title: BAMEX: GTS Surface Hourly Observations. Version 1.0

description: The GTS Surface Hourly Observation Data is one of several surface data sets collected by the University Corporation for Atmospheric Research/Joint Office for Science Support (UCAR/JOSS) as part of the BAMEX project. Included in the data set are the global hourly (and special) surface observations. These data are contained in daily files which are in GEMPAK format. It may not contain data which was removed from the US GTS feed. The data cover the period from 20 May to 07 July 2003. The data were acquired via the UNIDATA Local Data Manager (LDM).
DOI: 10.6084/m9.figshare.30276343
title: deepFlashLeftBothHierarchical_pytorch.pt

description: deepFlashLeftBothHierarchical_pytorch.pt
DOI: 10.6084/m9.figshare.30276343.v1
title: deepFlashLeftBothHierarchical_pytorch.pt

description: deepFlashLeftBothHierarchical_pytorch.pt
DOI: 10.15468/dl.fkz4dh
title: Occurrence Download

description: A dataset containing 202291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Oncorhynchus mykiss"
 ]
}

 The dataset includes 202291 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044387-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/8yat-fjsp-xv12
title: BAMEX: GTS Surface Synoptic Observations. Version 1.0

description: The GTS Three-Hourly Synoptic Observation Data is one of several surface data sets collected by the University Corporation for Atmospheric Research/Joint Office for Science Support (UCAR/JOSS) as part of the BAMEX project. Included in the data set are the global three-hourly synoptic observations. These data are contained in daily files which are in GEMPAK format. The data cover the period from 20 May to 07 July 2003. The data were acquired via the UNIDATA Local Data Manager (LDM).
DOI: 10.15468/dl.3fcpxr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clarias batrachus",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044405-250920141307145/datasets/export for details.
DOI: 10.15468/dl.zzbfnb
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clarias batrachus",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044406-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8f99b
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clarias batrachus",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044407-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/yb3h-vgqt-m10m
title: BAMEX: Kansas Ground Water Management District #5 Data. Version 1.0

description: This data set contains hourly resolution surface meteorological data from the Kansas Ground Water Management District (GWMD) #5 Network. The GWMD #5 network includes 10 stations in south central Kansas. This data set covers the period from 20 May to 31 July 2003. The data are in Excel format.
DOI: 10.26023/6gts-wh5h-nv0k
title: BAMEX: ARM Surface Meteorological Data. Version 1.0

description: This data set contains 1 minute resolution surface meteorological data from the Department of Energy (DOE) Atmospheric Radiation Measurement (ARM) Southern Great Plains (SGP) Surface Meteorological Observation System (SMOS). These SMOS stations are located at many of the ARM SGP Extended Facilities in southern Kansas and northern Oklahoma. This data set covers the period from 20 May to 07 July 2003. The data are in netCDF format.
DOI: 10.25574/24408
title: Chandra X-ray Observatory ObsId 24408

description: How do Cosmic Plasmas Work? Insights from the Hottest Brightest Cold Front and Gas Perturbations in A2319
DOI: 10.15468/dl.jtf4sc
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clarias batrachus",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044408-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f878p5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clarias batrachus",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044409-250920141307145/datasets/export for details.
DOI: 10.26023/m67v-0y5j-8g0d
title: BAMEX: ARM Energy Balance and Bowen Ratio (EBBR) Data. Version 1.0

description: This data set contains 30 minute resolution latent heat flux, sensible heat flux, and ground heat flux data from the Department of Energy (DOE) Atmospheric Radiation Measurement (ARM) Southern Great Plains (SGP) Energy Balance Bowen Ratio (EBBR). These EBBR stations are located at many of the ARM SGP Extended Facilities in southern Kansas and northern Oklahoma. This data set covers the period from 20 May to 07 July 2003. The data are in netCDF format.
DOI: 10.15468/dl.gq8p7w
title: Occurrence Download

description: A dataset listing the 35 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-74.16897 4.52161,-74.13946 4.52161,-74.13946 4.54354,-74.16897 4.54354,-74.16897 4.52161))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Chordata, Mammalia, Aves)"
 ]
}

 The dataset's 35 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044403-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9ec3k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Ceratozamia santillanii",
 "Country is Mexico",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044401-250920141307145/datasets/export for details.
DOI: 10.26023/yx0y-w8qk-bg13
title: BAMEX: ARM Soil Water and Temperature System (SWATS) Data. Version 1.0

description: This data set contains hourly resolution soil temperature and moisture data at 5, 15, 25, 35, 60, 85, 125, 175 cm depths from the Department of Energy (DOE) Atmospheric Radiation Measurement (ARM) Southern Great Plains (SGP) Soil Water and Temperature System (SWATS). These SWATS stations are located at many of the ARM SGP Extended Facilities in southern Kansas and northern Oklahoma. This data set covers the period from 20 May to 07 July 2003. These data are in netCDF format.
DOI: 10.6084/m9.figshare.30276340
title: Chapter 3 Supplementary Data

description: Here you can find the Supplementary Tables for Chapter 3.
DOI: 10.6084/m9.figshare.30276340.v1
title: Chapter 3 Supplementary Data

description: Here you can find the Supplementary Tables for Chapter 3.
DOI: 10.15468/dl.khyszw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ploceus cucullatus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044411-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wux6d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ploceus cucullatus",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044412-250920141307145/datasets/export for details.
DOI: 10.15468/dl.8hzqs6
title: Occurrence Download

description: A dataset containing 4823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ploceus cucullatus",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4823 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044410-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/d25c-j5bx-gw04
title: BAMEX: NOAA Great Lakes Environmental Research Laboratory (GLERL) Meteorological Network. Version 1.0

description: This data set contains 5-minute resolution surface meteorological data from the Great Lakes Environmental Research Laboratory (GLERL) Meteorological Network. These GLERL stations are located along the shoreline of Lake Michigan. This data set covers the period from 15 May to 14 July 2003. The data are in comma-delimited ASCII format.
DOI: 10.15468/dl.3a2y7z
title: Occurrence Download

description: A dataset containing 3568 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fototrampeo Área Metropolitana del Valle de Aburrá"
 ]
}

 The dataset includes 3568 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044413-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/o8umip/2rfuaq
title: Datenanalyse der Masterarbeit.Rmd

description: The Script of the Descriptive and Inferential Statistics for the Study on the Preposing of the Lexical Verb in the Analytic Verb Form of the German Language
DOI: 10.25625/o8umip
title: The Script of the Descriptive and Inferential Statistics for the Study on the Preposing of the Lexical Verb in the Analytic Verb Form of the German Language

description: Here you will find the script of the descriptive and inferential statistics for the study on the preposing of the lexical verb in the analytic verb form of the German language.
DOI: 10.34740/kaggle/dsv/13254768
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.25625/zfgucw/1byiaf
title: long.dat

description: Raw Dataset of the Experiment of the Study on the Preposing of the Lexical Verb in the Analytic Verb Form of the German Language
DOI: 10.25625/zfgucw
title: Raw Dataset of the Experiment of the Study on the Preposing of the Lexical Verb in the Analytic Verb Form of the German Language

description: Here you will find the raw dataset collected for the experiment of the study on the preposing of the lexical verb in the analytic verb form of the German language. The dataset was collected from 24 participants who studied in Göttingen University.
DOI: 10.18738/t8/lopii1
title: 3e3p Dehydration SI

description: 1. Documents that could be used as handouts for students to complete the laboratory experiment as outlined in the main manuscript.
2. Experimental data collected for the manuscript
DOI: 10.26023/wspj-ymgn-bx0f
title: BAMEX: Texas Evapotranspiration Network Data. Version 1.0

description: This data set contains hourly resolution surface meteorological data from the Texas Evapotranspiration (ET) Network. This network includes 31 stations around the state of Texas. This data set covers the period from 1 January to 20 November 2003. These data are in comma-delimited ASCII format.
DOI: 10.3886/e238637
title: Preliminary Estimates of Cumulative COVID-19-associated Hospitalizations by Week for 2024-2025

description: This dataset represents preliminary weekly estimates of cumulative U.S. COVID-19-associated hospitalizations for the 2024-2025 period. The weekly cumulative COVID-19-associated hospitalization estimates are preliminary, and use reported weekly hospitalizations among laboratory-confirmed severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infections. The data are updated week-by-week as new COVID-19 hospitalizations are reported to CDC from the COVID-NET system and include both new admissions that occurred during the reporting week, as well as those admitted in previous weeks that may not have been included in earlier reporting. Each week CDC estimates a range (i.e., lower estimate and an upper estimate) of COVID-19 -associated hospitalizations that have occurred since October 1, 2024. This data set was downloaded 10/3/2025.
DOI: 10.3886/e238637v1
title: Preliminary Estimates of Cumulative COVID-19-associated Hospitalizations by Week for 2024-2025

description: This dataset represents preliminary weekly estimates of cumulative U.S. COVID-19-associated hospitalizations for the 2024-2025 period. The weekly cumulative COVID-19-associated hospitalization estimates are preliminary, and use reported weekly hospitalizations among laboratory-confirmed severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infections. The data are updated week-by-week as new COVID-19 hospitalizations are reported to CDC from the COVID-NET system and include both new admissions that occurred during the reporting week, as well as those admitted in previous weeks that may not have been included in earlier reporting. Each week CDC estimates a range (i.e., lower estimate and an upper estimate) of COVID-19 -associated hospitalizations that have occurred since October 1, 2024. This data set was downloaded 10/3/2025.
DOI: 10.15468/dl.tnwafy
title: Occurrence Download

description: A dataset containing 846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ploceus cucullatus",
 "Country is Haiti",
 "HasCoordinate is true"
 ]
}

 The dataset includes 846 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044415-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kb297
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ploceus cucullatus",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044416-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.