cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25844256
title: Risk of drug-induced delirium in older patients- a pharmacovigilance study of FDA adverse event reporting system database

description: Drug-induced delirium is known risk factors associated with increased morbidity and mortality in older patients. The objective was to evaluate the risk of drug-related delirium in older patients based on the FDA Adverse Event Reporting System (FAERS). Delirium reports in older patients (age ≥65) extracted from the FAERS database using Open Vigil 2.1. The reported odds ratio and the proportional reported ratio were calculated to detect the adverse reaction signal of delirium. Combined with published evidence, suspected drugs were categorized as known, possible, or new potential delirium-risk-increasing drugs. Of the 130,885 reports (including 28,850 delirium events and 1,857 drugs) analyzed for this study, 314 positive signal drugs were detected. Positive signal drugs are mainly concentrated on the drug of nervous system, cardiovascular system , alimentary tract and metabolism and anti-infectives for systemic use. Of the positive signal drugs, 26.11% (82/314) were known delirium-risk increasing drugs, 44.90% (141/314) were possible and 28.98% (91/314) were new potential. Drug-induced delirium risk is prevalent in older patients, according to the FAERS. The risk level of drug-induced delirium should be taken into account to optimize drug therapy in clinical practice.
DOI: 10.6084/m9.figshare.25745082
title: Development and validation of a machine learning model to improve precision prediction for irrational prescriptions in orthopedic perioperative patients

description: Our objective was to develop a machine learning model capable of predicting irrational medical prescriptions precisely within orthopedic perioperative patients. A dataset comprising 3047 instances of suspected irrational medication prescriptions was collected from a sample of 1318 orthopedic perioperative patients from April 2019 to March 2022. Four machine learning models were employed to forecast irrational prescriptions, following which, the performance of each model was meticulously assessed. Subsequently, a thorough variable importance analysis was conducted on the model that performed the best predictive capabilities. Thereafter, the efficacy of integrating this optimal model into the existing audit prescription process was rigorously evaluated. Of the models utilized in this study, the RF model yielded the highest AUC of 92%, whereas the NB model presented the lowest AUC of 68%. Also, the RF model boasted the most robust performance in terms of PPV, reaching 82.4%, and NPV, reaching 86.6%. The ANN and the XGBoost model were neck and neck, with the ANN slightly edging out with a higher PPV of 95.9%, while the XGBoost model boasted an impressive NPV of 98.2%. The RF model singled out the following five factors as the most influential in predicting irrational prescriptions: the type of drug, the type of surgery, the number of comorbidities, the date of surgery after hospitalization, as well as the associated hospital and drug costs. The RF model showcased significantly high level of proficiency in predicting irrational prescriptions among orthopedic perioperative patients, outperforming other models by a considerable margin. It effectively enhanced the efficiency of pharmacist interventions, displaying outstanding performance in assisting pharmacists to intervene with irrational prescriptions.
DOI: 10.6084/m9.figshare.25745082.v1
title: Development and validation of a machine learning model to improve precision prediction for irrational prescriptions in orthopedic perioperative patients

description: Our objective was to develop a machine learning model capable of predicting irrational medical prescriptions precisely within orthopedic perioperative patients. A dataset comprising 3047 instances of suspected irrational medication prescriptions was collected from a sample of 1318 orthopedic perioperative patients from April 2019 to March 2022. Four machine learning models were employed to forecast irrational prescriptions, following which, the performance of each model was meticulously assessed. Subsequently, a thorough variable importance analysis was conducted on the model that performed the best predictive capabilities. Thereafter, the efficacy of integrating this optimal model into the existing audit prescription process was rigorously evaluated. Of the models utilized in this study, the RF model yielded the highest AUC of 92%, whereas the NB model presented the lowest AUC of 68%. Also, the RF model boasted the most robust performance in terms of PPV, reaching 82.4%, and NPV, reaching 86.6%. The ANN and the XGBoost model were neck and neck, with the ANN slightly edging out with a higher PPV of 95.9%, while the XGBoost model boasted an impressive NPV of 98.2%. The RF model singled out the following five factors as the most influential in predicting irrational prescriptions: the type of drug, the type of surgery, the number of comorbidities, the date of surgery after hospitalization, as well as the associated hospital and drug costs. The RF model showcased significantly high level of proficiency in predicting irrational prescriptions among orthopedic perioperative patients, outperforming other models by a considerable margin. It effectively enhanced the efficiency of pharmacist interventions, displaying outstanding performance in assisting pharmacists to intervene with irrational prescriptions.
DOI: 10.15468/dl.bxuqga
title: Occurrence Download

description: A dataset containing 1613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myliobatis californica Gill, 1865",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1613 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053638-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/ds/4009801
title: 🇵🇭 PH Fintech Apps Google Daily Stats 2024
DOI: 10.15468/dl.hprcuf
title: Occurrence Download

description: A dataset containing 1605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myliobatis freminvillei Lesueur, 1824",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1605 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053639-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8x2yty
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Pyrrhopygopsis socrates (Ménétriés, 1885)"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053640-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jem5py
title: Occurrence Download

description: A dataset containing 13519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myoxocephalus quadricornis (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 13519 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053641-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.takk92
title: Occurrence Download

description: A dataset containing 928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myoxocephalus scorpioides (Fabricius, 1780)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 928 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053642-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2u5vg
title: Occurrence Download

description: A dataset containing 38351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myoxocephalus scorpius (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 38351 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053643-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4shpkf
title: Occurrence Download

description: A dataset containing 4146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myrophis punctatus Lütken, 1852",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 4146 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053644-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rr7f8e
title: Occurrence Download

description: A dataset containing 7856 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myxine glutinosa Linnaeus, 1758",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 7856 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053645-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mw9b28
title: Occurrence Download

description: A dataset containing 698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nannobrachium regale (Gilbert, 1892)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 698 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053646-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ugbwf
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nansenia candida Cohen, 1958",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 205 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053647-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.an7wkp
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nansenia groenlandica (Reinhardt, 1840)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 307 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053648-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2szred
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nansenia tenera Kawaguchi & Butler, 1984",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053649-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kz46hj
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Narcine brasiliensis (Olfers, 1831)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 575 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053650-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9288e9
title: Occurrence Download

description: A dataset containing 1055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Naucrates ductor (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1055 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053651-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdaj2g
title: Occurrence Download

description: A dataset containing 515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nautichthys oculofasciatus (Girard, 1858)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 515 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053652-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qerfc
title: Occurrence Download

description: A dataset containing 6437763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Magnoliopsida",
 "Year is 1980,2024",
 "Geometry POLYGON((-79.617211 -20.535150, -79.617211 10.059151, -45.830871 10.059151, -45.830871 -20.535150, -79.617211 -20.535150))"
 ]
}

 The dataset includes 6437763 records from 1335 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006630-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44jp5m
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Material sample, Specimen, Fossil)",
 "Geometry POLYGON((-122.64235 33.8933,-111.27859 -20.99749,-61.20589 -5.39639,-74.92021 36.4879,-122.64235 33.8933))",
 "OccurrenceStatus is Present",
 "TaxonKey is Caliothrips phaseoli (Hood, 1912)"
 ]
}

 The dataset includes 205 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005218-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urx9e9
title: Occurrence Download

description: A dataset containing 520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polysphaeria arbuscula K.Schum.",
 "Continent is Africa"
 ]
}

 The dataset includes 520 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005219-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive159421.20241212.9.2
title: Blastococcus sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159421.20251217.10
title: Blastococcus sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159422.20241212.9.2
title: Blastococcus sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159422.20251217.10
title: Blastococcus sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159423.20241212.9.2
title: Nocardiopsis umidischolae Peltola et al. 2002

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159423.20251217.10
title: Nocardiopsis umidischolae Peltola et al. 2002

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159424.20241212.9.2
title: Nocardiopsis umidischolae Peltola et al. 2002

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159424.20251217.10
title: Nocardiopsis umidischolae Peltola et al. 2002

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159425.20241212.9.2
title: Nocardiopsis xinjiangensis Li et al. 2003 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159425.20251217.10
title: Nocardiopsis xinjiangensis Li et al. 2003 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159426.20241212.9.2
title: Nocardiopsis xinjiangensis Li et al. 2003 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159426.20251217.10
title: Nocardiopsis xinjiangensis Li et al. 2003 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159427.20250331.9.3
title: Ramlibacter aquaticus Props et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159427.20251217.10
title: Ramlibacter aquaticus Props et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159428.20250331.9.3
title: Lactiplantibacillus garii Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.23729/fd-75f4f757-3eae-37c7-85df-1923c986796e
title: Identifying controls of extratropical cyclone intensity at genesis time and during intensification in the North Atlantic and Europe: Dataset

description: Data used in the analysis for the paper: "Identifying controls of extratropical cyclone intensity at genesis time and during intensification in the North Atlantic and Europe".

Cornér, J., Bouvier, C., and Sinclair, V. A.: Identifying controls of extratropical cyclone intensity at genesis time and during intensification in the North Atlantic and Europe, EGUsphere [preprint], https://doi.org/10.5194/egusphere-2025-6335, 2025.
DOI: 10.13145/bacdive159428.20251217.10
title: Lactiplantibacillus garii Zheng et al. 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159429.20241212.9.2
title: Streptomonospora sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159429.20251217.10
title: Streptomonospora sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159430.20241212.9.2
title: Sphingomonas aerolata Busse et al. 2003

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159430.20251217.10
title: Sphingomonas aerolata Busse et al. 2003

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159431.20250331.9.3
title: Victivallis vadensis Zoetendal et al. 2003

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159431.20251217.10
title: Victivallis vadensis Zoetendal et al. 2003

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159432.20241212.9.2
title: Microbacterium paraoxydans Laffineur et al. 2003 emend. Buczolits et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159432.20251217.10
title: Microbacterium paraoxydans Laffineur et al. 2003 emend. Buczolits et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159433.20250331.9.3
title: Photorhabdus laumondii (Fischer-Le Saux et al. 1999) Machado et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159433.20251217.10
title: Photorhabdus laumondii (Fischer-Le Saux et al. 1999) Machado et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive159434.20250331.9.3
title: Prevotella vespertina Buhl and Marschal 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.