cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25402/bmm.21878496.v1
title: Supplemental Table 3 v 10-28-22.docxGender differences contribute to variability of serum lipid biomarkers for Alzheimer’s disease -

description: Background: Alzheimer’s disease (AD) cannot currently be diagnosed by a blood test. One reason may be gender differences. Another may be the statistical methods used. The authors evaluate these possibilities. Objective: The authors applied serum lipidomics to find AD biomarkers in men and women. They hypothesized that AD biomarkers would differ between genders and that machine-learning algorithms would improve diagnostic performance. Methods: Serum lipids were analyzed by mass spectrometry for a training set of AD cases and controls and in a blinded test set. Statistical analyses considered gender differences. Results: Lipids best classifying AD subjects differed significantly between men and women. Robust statistical algorithms did not improve diagnostic performance. Conclusion: Poor performance of AD biomarkers appears to be due primarily to inherent variability in AD patients.
<br>
Plain language summary: Alzheimer’s disease (AD) cannot be diagnosed by a blood test or radiologic study. Newer laboratorymethods usingmass spectrometers have successfully identified molecules in blood that mark the presence of other diseases, but such approaches have failed to find diagnostic biomarkers for AD. Often, initial studies of serum from AD cases and controls have provided promising diagnostic biomarkers, but follow-up studies have not confirmed their usefulness. This study attempts to clarify why this is so by carrying out a serum lipid (fatty molecule) analysis using mass spectrometry (MS) in both an initial serum set of AD cases and matched controls and applying those results to AD diagnosis in a second, independent set of specimens. Sources of variability that could prevent the discovery of useful markers using MS analyses of serum include specimen integrity, variable MS results, problems with statistical methods that analyze MS data and inherent AD patient variability reflected in their sera.
DOI: 10.25402/bmm.21878502.v1
title: Gender differences contribute to variability of serum lipid biomarkers for Alzheimer’s disease - Supplemental Table 1

description: Background: Alzheimer’s disease (AD) cannot currently be diagnosed by a blood test. One reason may be gender differences. Another may be the statistical methods used. The authors evaluate these possibilities. Objective: The authors applied serum lipidomics to find AD biomarkers in men and women. They hypothesized that AD biomarkers would differ between genders and that machine-learning algorithms would improve diagnostic performance. Methods: Serum lipids were analyzed by mass spectrometry for a training set of AD cases and controls and in a blinded test set. Statistical analyses considered gender differences. Results: Lipids best classifying AD subjects differed significantly between men and women. Robust statistical algorithms did not improve diagnostic performance. Conclusion: Poor performance of AD biomarkers appears to be due primarily to inherent variability in AD patients.
<br>
Plain language summary: Alzheimer’s disease (AD) cannot be diagnosed by a blood test or radiologic study. Newer laboratorymethods usingmass spectrometers have successfully identified molecules in blood that mark the presence of other diseases, but such approaches have failed to find diagnostic biomarkers for AD. Often, initial studies of serum from AD cases and controls have provided promising diagnostic biomarkers, but follow-up studies have not confirmed their usefulness. This study attempts to clarify why this is so by carrying out a serum lipid (fatty molecule) analysis using mass spectrometry (MS) in both an initial serum set of AD cases and matched controls and applying those results to AD diagnosis in a second, independent set of specimens. Sources of variability that could prevent the discovery of useful markers using MS analyses of serum include specimen integrity, variable MS results, problems with statistical methods that analyze MS data and inherent AD patient variability reflected in their sera.
DOI: 10.25402/bmm.21878508.v1
title: Gender differences contribute to variability of serum lipid biomarkers for Alzheimer’s disease - Supplemental Table 4

description: Background: Alzheimer’s disease (AD) cannot currently be diagnosed by a blood test. One reason may be gender differences. Another may be the statistical methods used. The authors evaluate these possibilities. Objective: The authors applied serum lipidomics to find AD biomarkers in men and women. They hypothesized that AD biomarkers would differ between genders and that machine-learning algorithms would improve diagnostic performance. Methods: Serum lipids were analyzed by mass spectrometry for a training set of AD cases and controls and in a blinded test set. Statistical analyses considered gender differences. Results: Lipids best classifying AD subjects differed significantly between men and women. Robust statistical algorithms did not improve diagnostic performance. Conclusion: Poor performance of AD biomarkers appears to be due primarily to inherent variability in AD patients.
<br>
Plain language summary: Alzheimer’s disease (AD) cannot be diagnosed by a blood test or radiologic study. Newer laboratorymethods usingmass spectrometers have successfully identified molecules in blood that mark the presence of other diseases, but such approaches have failed to find diagnostic biomarkers for AD. Often, initial studies of serum from AD cases and controls have provided promising diagnostic biomarkers, but follow-up studies have not confirmed their usefulness. This study attempts to clarify why this is so by carrying out a serum lipid (fatty molecule) analysis using mass spectrometry (MS) in both an initial serum set of AD cases and matched controls and applying those results to AD diagnosis in a second, independent set of specimens. Sources of variability that could prevent the discovery of useful markers using MS analyses of serum include specimen integrity, variable MS results, problems with statistical methods that analyze MS data and inherent AD patient variability reflected in their sera.
DOI: 10.6084/m9.figshare.25846003.v2
title: IPHs

description: <b>haplotypes resolved genomes for phased potato pangenome graph</b>
DOI: 10.15468/dl.uuwapn
title: Occurrence Download

description: A dataset containing 87922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xema sabini (Sabine, 1819)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 87922 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021328-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nuf9n
title: Occurrence Download

description: A dataset containing 16017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Macaca leucogenys Li, Zhao & Fan, 2015, Macaca leonina (Blyth, 1863), Macaca cyclopis (Swinhoe, 1863), Macaca assamensis (McClelland, 1840), Macaca arctoides (I.Geoffroy Saint-Hilaire, 1831), Nycticebus bengalensis (Lacépède, 1800))"
 ]
}

 The dataset includes 16017 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021331-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/trj1-mn07
title: Graph Classification based on Trajectory Feature Graph and Self-attention Mechanism for Transportation Mode Recognition

description: Transportation mode recognition has always been an important task in trajectory data mining. Trajectories are essentially sequences of trajectory points, so many studies have chosen sequence structures for modeling trajectories. However, sequence models cannot capture the higher-order structural features in trajectory. In this context, we propose a novel graph model Trajectory Feature Graph (TF-Graph) for capturing trajectory features. Core words are usually extracted to express the main meaning of a sentence in the field of Natural Language Processing. Inspired by this, we define different types of nodes and edges in the TF-Graph. Combined with the multidimensional properties designed for nodes and edges, both the structural information and semantic information can be taken into account. Furthermore, we process the transportation mode recognition as a graph classification task. A feature encoding method incorporating the self-attention mechanism is used in the graph embedding. Finally, we conducted classification experiments using the trajectory dataset from the Microsoft Geo-Life project, focusing on seven transportation modes: walking, bike, bus, car, taxi, subway, and train. The classification average accuracy reached 84.29%. In addition, comparing with other transportation mode recognition methods, it is found that our method has higher classification accuracy and more prominent feature extraction ability.
DOI: 10.25549/pcra-c14-26615
title: Correspondence book No. 1 of Pentecostal Missionary Union [PMU], 1914-1920

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 61 pages of subject index; 2011 pages of PMU outgoing correspondence;
DOI: 10.15468/dl.vswtr5
title: Occurrence Download

description: A dataset containing 3570719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2023"
 ]
}

 The dataset includes 3570719 records from 2126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147317-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5a4n7s
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria axilliflora Baker f."
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152817-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4t3v7
title: Occurrence Download

description: A dataset containing 804662 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-180 -45,-70 -45,-70 45,-180 45,-180 -45))",
 "Geometry POLYGON((30 -45,180 -45,180 45,30 45,30 -45))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Blenniidae, Trichiuridae, Tetraodontidae, Terapontidae, Synodontidae, Stromateidae, Sphyraenidae, Sparidae, Soleidae, Sillaginidae, Siganidae)"
 ]
}

 The dataset includes 804662 records from 584 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033453-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aowqu8
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthodoras cataphractus (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 67 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005308-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2tmrk
title: Occurrence Download

description: A dataset containing 186352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diodon holocanthus, Diodon hystrix, Diodon liturosus, Diodon nicthemerus, Diplecogaster bimaculata, Diplecogaster ctenocrypta, Diplecogaster euxinica, Diplecogaster pectoralis, Diplecogaster tonstricula, Diplecogaster umutturali, Diplectrum bivittatum, Diplectrum conceptione, Diplectrum eumelum, Diplectrum euryplectrum, Diplectrum formosum, Diplectrum labarum, Diplectrum macropoma, Diplectrum maximum, Diplectrum pacificum, Diplectrum rostrum, Diplectrum sciurus, Diplocrepis puniceus, Diplodus argenteus, Diplodus bellottii, Diplodus capensis, Diplodus fasciatus, Diplodus levantinus, Diplodus noct, Diplodus omanensis, Diplodus prayensis, Diplodus vulgaris, Diplogrammus goramensis, Diplogrammus pauciradiatus, Diplogrammus xenicus, Diplophos australis, Diploprion bifasciatum, Diploprion drachi, Diproctacanthus xanthurus, Dipterygonotus balteatus, Dipulus caecus, Dipulus hutchinsi, Dipulus norfolkanus, Dischistodus chrysopoecilus, Dischistodus darwiniensis, Dischistodus fasciatus, Dischistodus melanotus, Dischistodus pseudochrysopoecilus, Discordipinna filamentosa, Discordipinna griessingeri, Discotrema crinophilum, Discotrema monogrammum, Discotrema zonatum, Doboatherina balabacensis, Dodekablennos fraseri, Doratonotus megalepis, Doryrhamphus aurolineatus, Doryrhamphus bicarinatus, Doryrhamphus excisus, Doryrhamphus janssi, Doryrhamphus japonicus, Doryrhamphus negrosensis, Dotalabrus alleni, Dotalabrus aurantiacus, Draculo shango, Drombus halei, Drombus palackyi, Dunckerocampus baldwini, Dunckerocampus boylei, Dunckerocampus chapmani, Dunckerocampus dactyliophorus, Dunckerocampus multiannulatus, Dunckerocampus naia, Dunckerocampus pessuliferus, Dussumieria albulina, Dussumieria elopsoides, Dysomma longirostrum, Dysomma melanurum, Dysomma opisthoproctus, Dysomma polycatodon, Ebinania brephocephala, Echeneis neucratoides, Echidna amblyodon, Echidna catenata, Echidna delicatula, Echidna nebulosa, Echidna nocturna, Echidna peli, Echidna polyzona, Echidna unicolor, Echinogobius hayashii, Echiodon anchipterus, Echiodon atopus, Echiodon coheni, Echiodon dawsoni, Echiodon exsilium, Echiodon rendahli, Echiophis brunneus, Echiophis intertinctus, Echiophis punctifer, Ecsenius aequalis)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 186352 records from 579 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042047-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xts8x7
title: Occurrence Download

description: A dataset containing 549307 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calystegia sepium"
 ]
}

 The dataset includes 549307 records from 2975 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041998-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5c8f7
title: Occurrence Download

description: A dataset containing 761311 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CSIC-Real Jardín Botánico-Colección de Plantas Vasculares (MA)"
 ]
}

 The dataset includes 761311 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008108-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ls2mik
title: Occurrence Download

description: A dataset containing 8272 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Données Protocole Papillons Gestionnaires (PROPAGE)"
 ]
}

 The dataset includes 8272 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023070-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/z53d5k83k2.1
title: Cognitive Process

description: Cognition refers to a range of mental processes relating to the acquisition, storage, manipulation, and retrieval of information.
It underpins many daily activities, in health and disease, across the age span.
Cognition can be separated into multiple distinct functions, dependent on particular brain circuits and neuromodulators.
DOI: 10.15468/dl.pdsfxu
title: Occurrence Download

description: A dataset containing 4452 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alnus acuminata Kunth"
 ]
}

 The dataset includes 4452 records from 194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132359-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q58sr5
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mooswald (Freiburg)"
 ]
}

 The dataset includes 398 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279914-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezvhks
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orbea hardyi (R.A.Dyer) Bruyns"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017461-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zvyu3
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liolaemus boulengeri Koslowsky, 1898"
 ]
}

 The dataset includes 344 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281443-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ac8ubb
title: Occurrence Download

description: A dataset containing 1984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is VNM",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 1984 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084223-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mq6k5z
title: Occurrence Download

description: A dataset containing 2624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heliozelidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 2624 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021944-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5h9a2n
title: Occurrence Download

description: A dataset containing 1011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Buceros bicornis Linnaeus, 1758"
 ]
}

 The dataset includes 1011 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273137-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7w3j5
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Benin",
 "TaxonKey is Acinonyx jubatus (Schreber, 1775)"
 ]
}

 The dataset includes 109 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083030-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynccht
title: Occurrence Download

description: A dataset containing 826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180.23149 -34.07843,-14.76851 -34.07843,-14.76851 32.07843,-180.23149 32.07843,-180.23149 -34.07843))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pourouma cecropiifolia Mart.",
 "Year 1856-2022"
 ]
}

 The dataset includes 826 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132362-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dmb3e
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphisbaena bahiana Vanzolini, 1964"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279908-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dk6dtw
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Données du Parc National de la Guadeloupe - Données Racoon sur le territoire de la Guadeloupe"
 ]
}

 The dataset includes 44 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023072-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hn4knx
title: Occurrence Download

description: A dataset containing 6935 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calidris ruficollis (Pallas, 1776)"
 ]
}

 The dataset includes 6935 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002596-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4p2yhp
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leposternon wuchereri (Peters, 1879)"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281451-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmvr7t
title: Occurrence Download

description: A dataset containing 1508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Araucaria heterophylla (Salisb.) Franco"
 ]
}

 The dataset includes 1508 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002587-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.