cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13026/7r9r-7r24
title: DREAMT: Dataset for Real-time sleep stage EstimAtion using Multisensor wearable Technology

description: Sleep is an intrinsic part of human life, and recent advancements in wearable
technology and machine learning have promised continuous and non-invasive
methods of tracking sleep health and patterns, providing an important facet to
a more holistic understanding of well-being. However, it is still challenging
to achieve consistent and reliable real-time estimates of sleep stages using
only smartwatches. This is especially true for individuals with irregular
sleep patterns or sleep disorders. A major contributing factor is the distinct
lack of publicly accessible, large-scale datasets that allow researchers and
engineers to validate their wearable sleep staging algorithms against a
population with diverse sleep patterns. Here, we present DREAMT, _**D**_
ataset for _**R**_ eal-time sleep stage _**E**_ stim _ **A**_ tion using
_**M**_ ultisensor wearable _**T**_ echnology, a new dataset collected from
100 participants, which includes high-resolution signals from a smartwatch,
expert sleep technician-annotated sleep stage labels, and clinical metadata
related to sleep health and disorders.
DOI: 10.13026/dztc-dv77
title: DREAMT: Dataset for Real-time sleep stage EstimAtion using Multisensor wearable Technology

description: Sleep is an intrinsic part of human life, and recent advancements in wearable
technology and machine learning have promised continuous and non-invasive
methods of tracking sleep health and patterns, providing an important facet to
a more holistic understanding of well-being. However, it is still challenging
to achieve consistent and reliable real-time estimates of sleep stages using
only smartwatches. This is especially true for individuals with irregular
sleep patterns or sleep disorders. A major contributing factor is the distinct
lack of publicly accessible, large-scale datasets that allow researchers and
engineers to validate their wearable sleep staging algorithms against a
population with diverse sleep patterns. Here, we present DREAMT, _**D**_
ataset for _**R**_ eal-time sleep stage _**E**_ stim _ **A**_ tion using
_**M**_ ultisensor wearable _**T**_ echnology, a new dataset collected from
100 participants, which includes high-resolution signals from a smartwatch,
expert sleep technician-annotated sleep stage labels, and clinical metadata
related to sleep health and disorders.
DOI: 10.15468/dl.732txy
title: Occurrence Download

description: A dataset containing 866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lactarius indigo (Schwein.) Fr."
 ]
}

 The dataset includes 866 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008234-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2a7sy
title: Occurrence Download

description: A dataset containing 8147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Sthenelais limicola (Ehlers, 1864)"
 ]
}

 The dataset includes 8147 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008233-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5x26p
title: Occurrence Download

description: A dataset containing 44597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Littorina keenae Rosewater, 1978, Littorina littorea (Linnaeus, 1758), Littorina plena Gould, 1849, Littorina saxatilis (Olivi, 1792), Littorina scutulata Gould, 1849, Littorina sitkana R.A.Philippi, 1846, Littorina subrotundata (P.P.Carpenter, 1864))",
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 44597 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008230-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60594/w46k5c
title: A Physics-Based Model of Thermodynamically Varying Fuel Moisture Content for Fire Behavior Prediction

description: Fuel moisture content (FMC) is a critical parameter in fire and plume behaviors, showing diurnal and spatial variations influenced by local meteorological conditions, soil characteristics, and fuel properties. In low-intensity fires, small-scale FMC variations intensify, leading to an amplification of their effects on fire physics. In an effort to capture these variations, we developed a physics-based model that couples a thermodynamic-based FMC prediction model for dead fuels with the Fire Dynamics Simulator of the National Institute of Standards and Technology. The model accuracy is validated against several existing experimental datasets, showing improvements over the baseline model, which uses the kinetic-based Arrhenius drying approach. A case study of flame propagation in a small fuel bed is also presented, indicating the improved performance of the new model and its novel capabilities in capturing complex processes of fuel drying and moisture flux exchanges between the fuel and ambient atmosphere.The details of the model and its validation studies can be found in: "Dubey, R. R., & Yaghoobian, N. (2024). A physics-based model of thermodynamically varying fuel moisture content for fire behavior prediction. Environmental Modelling & Software, 179, 106111". The instructions on how to run the code can be found in the README file included in the dataset.These codes and data are identical to https://github.com/ritambhara1234/Physics-Based-Dynamic-FMC (commit 43f79df4298592d63c82f8c1d91196dc2e6f9900).
DOI: 10.15468/dl.8vm4z2
title: Occurrence Download

description: A dataset containing 511245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coccinella septempunctata Linnaeus, 1758"
 ]
}

 The dataset includes 511245 records from 2224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008196-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fzw-xtn-7pb
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5pt-hg1-qpx
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v4t-4we-l1l
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2rt-yel-1zy
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xaw-g2j-70r
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.qmyzfu
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cryptoheros chetumalensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 39 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065042-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2rb-sn9-d11
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vjf-m8n-vyx
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z5y-0ly-mlx
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/agf-wvn-078
title: Horminum pyrenaicum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jmb-wcx-gr0
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/02x-399-g0t
title: Primula auricula L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6sh-yxw-m6m
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f7b-4mm-tbc
title: Salix chevalieri Seemen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/see-32s-ek9
title: Salix rhamnifolia subsp. rhamnifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0s7-6k1-ve7
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9na-l7r-lsw
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6hq-eqj-npg
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lc8-3hv-wlp
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h0e-xr8-zx6
title: Salix rhamnifolia subsp. rhamnifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n04-tzf-zq5
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5br-wxw-fcm
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k6a-t83-w7j
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g7f-7xf-67n
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w02-hyh-w6j
title: Globularia cordifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/282-1j4-wk8
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/476-5b1-9v5
title: Veronica arvensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/atq-dan-wyw
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xje-jaf-688
title: Ranunculus montanus Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m5p-l41-mb0
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q8h-5p9-tz7
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mfl-gj8-nr3
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/846-gmm-5zn
title: Arabis bellidifolia Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xjl-pxy-nhk
title: Cerastium holosteoides Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e2y-7qj-jjs
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q9r-0e4-ad6
title: Cardamine flexuosa With.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ddm-8f2-sf5
title: Eriophorum angustifolium Honck.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k22-71z-7bc
title: Moehringia ciliata (Scop.) Dalla Torre

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.errtzk
title: Occurrence Download

description: A dataset containing 509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((115.63446 7.66129,129.03555 3.29954,126.7704 18.56155,119.11076 19.68104,117.95853 16.26201,116.78012 11.78407,115.63446 7.66129))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhabdophis"
 ]
}

 The dataset includes 509 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065043-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2yc-mjd-acp
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ks2-4xl-wk5
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zyx-jed-636
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7cz-a51-6fy
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/khg-gzs-bqs
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l7j-k3w-j4w
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kbv-7ba-4ca
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dml-ew9-ypk
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sgm-1js-7by
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tvh-gb6-fwf
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bvg-p0g-prh
title: Hornungia alpina subsp. alpina

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nrt-t0n-ys0
title: Selaginoides spinulosa (A. Braun ex Döll) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sgr-gpk-lhv
title: Primula clusiana Tausch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y78-8e3-x42
title: Salix lucida subsp. caudata (Nutt.) E. Murray

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3g8-7en-rmx
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cdk-jrh-hxd
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1dh-ayv-4aq
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qls-hb1-yqt
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5t3-dz6-bxj
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6pp-bnl-9n7
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2wz-qbs-j51
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4qr-skr-c55
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v22-h7r-rsr
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3da-veb-rnz
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n08-zek-g0e
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hxg-4sv-hd1
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hzz-dyt-x4c
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4z5-55n-zdb
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hy6-yhk-81f
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f21-fpb-nq6
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g32-0nm-n8m
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b6v-h05-7gm
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t0s-cq0-c2v
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cbx-fhg-hta
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ljp-mmz-9e7
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lbe-ket-bsb
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g62-el1-92h
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tp6-crr-sgj
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9vg-wam-y5k
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jbl-hs3-5f8
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pqn-t8f-mss
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wt0-z88-jy7
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yf7-gw3-m02
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5x7-09f-zgj
title: Corydalis solida (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dx5-mlf-31p
title: Alchemilla alpigena Buser

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ty9-2nk-b7b
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v6r-ap3-4qq
title: Salix caucasica Andersson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/088-rsr-rte
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zzs-5hh-a3y
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6p0-8gz-tgb
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/82m-l7h-zds
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9m5-d6w-qks
title: Salix caucasica Andersson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pzw-2gd-r8e
title: Salix lucida subsp. caudata (Nutt.) E. Murray

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f9k-7z7-24y
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zsr-vre-1pq
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mme-ycf-9jh
title: Salix cinerea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.17182/hepdata.137888.v1/t4
title: "Table 3 - Inclusive cross Sections" of "Inclusive and differential cross-sections for dilepton $t\bar{t}$ production measured in $\sqrt{s}=13\;$TeV $pp$ collisions with the ATLAS detector"

description: Breakdown of systematic uncertainties in the measured inclusive cross-section. The impact of the top-quark mass on the cross-section is included in the table and not counted in the total uncertainty entry in the paper.
description: Inclusive and differential cross-sections for dilepton $t\bar{t}$ production measured in $\sqrt{s}=13\;$TeV $pp$ collisions with the ATLAS detector

The analysis uses data collected in $pp$ collisions at $\sqrt{s} = 13$~TeV during the LHC Run 2 corresponding to an integrated luminosity of 140~fb$^{-1}$.
The final state consists of a $e\mu$ pair with opposite sign leptons and one or two $b$-tagged jets.
DOI: 10.17182/hepdata.137888.v1/t5
title: "Table 4 - Inclusive cross Sections (bootstrap)" of "Inclusive and differential cross-sections for dilepton $t\bar{t}$ production measured in $\sqrt{s}=13\;$TeV $pp$ collisions with the ATLAS detector"

description: Data bootstrap post unfolding for the inclusive cross-section. The replicas are obtained by reweighting each observed data event by a random integer generated according to Poisson statistics, using the BootstrapGenerator software package (https://gitlab.cern.ch/atlas-physics/sm/StandardModelTools_BootstrapGenerator/BootstrapGenerator), which implements a technique described in ATL-PHYS-PUB-2021-011 (https://cds.cern.ch/record/2759945). The ATLAS event number and run number of each event are used as seed to uniquely but reproducibly initialise the random number generator for each event. All the provided numbers originate from pseudo-data, including the 0th entry, and are in units of [fb].
description: Inclusive and differential cross-sections for dilepton $t\bar{t}$ production measured in $\sqrt{s}=13\;$TeV $pp$ collisions with the ATLAS detector

The analysis uses data collected in $pp$ collisions at $\sqrt{s} = 13$~TeV during the LHC Run 2 corresponding to an integrated luminosity of 140~fb$^{-1}$.
The final state consists of a $e\mu$ pair with opposite sign leptons and one or two $b$-tagged jets.
DOI: 10.17182/hepdata.137888.v1/t10
title: "Table 9 - Cov. Matrix Diff. XS $|\eta^{l}|$" of "Inclusive and differential cross-sections for dilepton $t\bar{t}$ production measured in $\sqrt{s}=13\;$TeV $pp$ collisions with the ATLAS detector"

description: Covariance Matrix (statistical uncertainties only) for the differential absolute cross-section for $|\eta^{l}|$.
description: Inclusive and differential cross-sections for dilepton $t\bar{t}$ production measured in $\sqrt{s}=13\;$TeV $pp$ collisions with the ATLAS detector

The analysis uses data collected in $pp$ collisions at $\sqrt{s} = 13$~TeV during the LHC Run 2 corresponding to an integrated luminosity of 140~fb$^{-1}$.
The final state consists of a $e\mu$ pair with opposite sign leptons and one or two $b$-tagged jets.