cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17783285
title: Performance and Reliability Comparison of Cellular vs. WiFi Temperature Monitoring Systems in Blood, Tissue, and Pharmaceutical Storage Environments

description: This dataset contains the operational performance measurements, latency logs, uptime records, and system reliability metrics used in the manuscript “Enhanced Temperature Monitoring in Blood Storage Using Cellular Systems.” The dataset includes quantitative comparisons between WiFi-based and cellular-based temperature monitoring platforms deployed across hospital, clinic, pharmaceutical, and tissue storage environments.

The data were collected from real-world installations of environmental monitoring systems and include:





Temperature telemetry latency measured across three facility types (hospital, urban clinic, remote site)




System uptime percentages for WiFi and cellular systems under identical operational conditions




Signal reliability and connectivity stability metrics




Documented cybersecurity incidents associated with WiFi-based networks (sourced from public breach reporting datasets)




Case-study operational performance measurements related to blood storage, tissue banking, and pharmaceutical cold-chain environments




Alert response times and deviation detection events




Environmental factors influencing network interference and data integrity



The dataset supports a comparative evaluation of communication technologies used in regulatory-grade temperature monitoring for healthcare and biomedical storage applications. It enables reproducible analysis of how cellular telemetry improves data integrity, reduces downtime, and mitigates cybersecurity vulnerabilities compared to WiFi networks.

All measurements are anonymized and contain no personally identifiable information (PII) or protected health information (PHI). The dataset is suitable for independent validation, secondary analysis, modeling studies, and future meta-analyses on digital health infrastructure, biomedical engineering, IoT reliability, or cold-chain management.

File Contents (recommended for your README):





latency_data.csv – Raw latency measurements for WiFi and cellular across facility types




uptime_metrics.csv – Daily/weekly system uptime for each communication type




alert_timings.csv – Detection-to-alert interval data for representative case studies




cybersecurity_events.csv – Aggregated breach incident categorization (WiFi-linked vulnerabilities)




environmental_notes.txt – Notes on site conditions (interference sources, rural/urban classification)




metadata.json – Variable definitions, units, and data dictionary



Funding:No external funding was used.

Data Origin:All data were collected through operational deployments of the PharmaWatch® environmental monitoring system and aggregated performance logs from 250+ monitored healthcare sites (2024).

Reuse License Recommendation:CC-BY 4.0 — to allow citation and reuse with attribution.
DOI: 10.5281/zenodo.17783331
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Donald J. Borror, http://www.wikidata.org/entity/Q1169626. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q1169626
DOI: 10.5281/zenodo.17783332
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Friedrich Fülleborn, http://www.wikidata.org/entity/Q107557. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q107557
DOI: 10.5281/zenodo.8295099
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Friedrich Fülleborn, http://www.wikidata.org/entity/Q107557. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q107557
DOI: 10.5281/zenodo.17783333
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by George Campbell Eickwort, http://www.wikidata.org/entity/Q55030504. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q55030504
DOI: 10.15468/dl.uu9b7k
title: Occurrence Download

description: A dataset containing 149379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((151.6574167143519 -32.854547411727545,151.6574167143519 -32.82585413788381,151.7248570277274 -32.82585413788381,151.7248570277274 -32.854547411727545,151.6574167143519 -32.854547411727545))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 149379 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021361-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17783334
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Howard Ensign Evans, http://www.wikidata.org/entity/Q4529589. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4529589
DOI: 10.15468/dl.7p9yhw
title: Occurrence Download

description: A dataset containing 14708482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.20037 17.63648,-95.22206 17.63648,-95.22206 23.51389,-106.20037 23.51389,-106.20037 17.63648))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 14708482 records from 2119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021360-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7q4vz
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "Country is Papua New Guinea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Paedophryne amauensis Rittmeyer, Allison, Gründler, Thompson & Austin, 2012"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014133-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wj76fk
title: Occurrence Download

description: A dataset containing 3872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Geometry POLYGON((-103.76052 20.52638,-103.41157 20.52638,-103.41157 20.90077,-103.76052 20.90077,-103.76052 20.52638))",
 "TaxonKey is Fungi",
 "Year 1980-2024"
 ]
}

 The dataset includes 3872 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014134-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj44ad
title: Occurrence Download

description: A dataset containing 170352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Ecuador",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 170352 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014092-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a4hfeu
title: Occurrence Download

description: A dataset containing 1058529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus (Linnaeus, 1766), Myocastor coypus (Molina, 1782))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1058529 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014088-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g38d99
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vriesea atra Mez"
 ]
}

 The dataset includes 95 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014135-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yktp8s
title: Occurrence Download

description: A dataset containing 2553822286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1994-2024"
 ]
}

 The dataset includes 2553822286 records from 54736 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013777-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hljlj9
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Billbergia stenopetala Harms"
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011519-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrksr3
title: Occurrence Download

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chicoreus ramosus (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 705 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046010-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8q24kh
title: Occurrence Download

description: A dataset containing 31008295 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is South Africa"
 ]
}

 The dataset includes 31008295 records from 1634 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044276-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2ncp2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stenoporpia separataria (Grote, 1883)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Switzerland",
 "Country is Switzerland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0396414-210914110416597/datasets/export for details.
DOI: 10.15468/dl.vh2nng
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Urtica lobatifolia S.S.Ying"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201040-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99m77t
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saxifraga arnoglossa Greene ex C.F.Baker, 1902"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115702-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.au9fqt
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mycosphaerella aquatica (Cooke) J.H.Mill.",
 {
 "or" : [
 "Country is United States",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125823-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2zrvm
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Nephrodesmus Schindl."
 ]
}

 The dataset includes 230 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0387311-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwc6kx
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peniophora subsulphurea (P.Karst.) Höhn. & Litsch.",
 {
 "or" : [
 "Country is United States",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125836-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfb7yr
title: Occurrence Download

description: A dataset containing 750 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tomopteris planktonis Apstein, 1900"
 ]
}

 The dataset includes 750 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132182-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3ejaz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gloeosporium divergens Peck",
 {
 "or" : [
 "Country is United States",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125822-210914110416597/datasets/export for details.
DOI: 10.15468/dl.9t6ugp
title: Occurrence Download

description: A dataset containing 2638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Podilymbus podiceps (Linnaeus, 1758)"
 ]
}

 The dataset includes 2638 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0429956-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4gy2u
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tomopteris mariana Greeff, 1885"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132181-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdj73y
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ravenelia australis Dietel & Neger",
 {
 "or" : [
 "Country is United States",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125826-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tbcc2
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eriocnemis nigrivestis (Bourcier & Mulsant, 1852)"
 ]
}

 The dataset includes 165 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0429952-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ye5x7h
title: Occurrence Download

description: A dataset containing 2206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Grapholita funebrana (Treitschke, 1835)"
 ]
}

 The dataset includes 2206 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011918-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ftw39
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriogonum allenii S.Watson"
 ]
}

 The dataset includes 207 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0417088-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hgbxv
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scilla litardierei Breistr.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062588-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kq2r7y
title: Occurrence Download

description: A dataset containing 21871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (United States of America, Mexico, Canada)",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Engraulis mordax Girard, 1854"
 ]
}

 The dataset includes 21871 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092541-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2sncrj
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum tenellum DC."
 ]
}

 The dataset includes 19 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062563-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bd6x66
title: Occurrence Download

description: A dataset containing 1936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Podiceps grisegena (Boddaert, 1783)"
 ]
}

 The dataset includes 1936 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0429972-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3gck8
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bellis cordifolia (Kunze) Willk."
 ]
}

 The dataset includes 26 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092575-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3a52wp
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnosporangium tremelloides R.Hartig",
 {
 "or" : [
 "Country is United States",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 57 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125832-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vq7utv
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.36182 -47.63916,-76.0669 -53.93799,-67.66113 -57.48535,-56.48682 -53.10791,-47.75208 -26.48499,-49.37653 -24.21051,-49.5221 -22.99378,-51.0846 -22.70081,-53.39173 -22.40784,-54.27063 -23.86047,-55.11963 -23.66455,-55.44068 -22.03735,-57.78443 -21.9397,-57.61353 -20.81665,-58.04932 -19.51416,-60.1001 -18.78174,-61.90003 -19.50256,-62.81372 -21.30493,-64.49829 -22.18384,-66.52466 -21.67114,-67.35474 -22.55005,-67.88147 -21.67542,-67.96692 -19.99085,-69.11255 -17.52075,-69.91455 -17.41455,-70.45166 -18.39111,-78.36182 -47.63916))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Prosopanche de Bary"
 ]
}

 The dataset includes 110 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081615-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cq9h92
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea esquirolii Prain & Burkill"
 ]
}

 The dataset includes 49 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092546-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.