cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25736878.v1
title: Statistical methods to control for confounders in rare disease settings that use external control

description: In the drug development for rare disease, the number of treated subjects in the clinical trial is often very small, whereas the number of external controls can be relatively large. There is no clear guidance on choosing an appropriate statistical method to control baseline confounding in this situation. To fill this gap, we conduct extensive simulations to evaluate the performance of commonly used matching and weighting methods as well as the more recently developed targeted maximum likelihood estimation (TMLE) and cardinality matching in small sample settings, mimicking the motivating data from a pediatric rare disease. Among the methods examined, the performance of coarsened exact matching (CEM) and TMLE are relatively robust under various model specifications. CEM is only feasible when the number of controls far exceeds the number of treated, whereas TMLE has better performance with less extreme treatment allocation ratios. Our simulations suggest bootstrap is useful for variance estimation in small samples after matching.
DOI: 10.6084/m9.figshare.25673445
title: An adaptive seamless 2-in-1 design with biomarker-driven subgroup enrichment

description: Adaptive seamless phase 2/3 subgroup enrichment design plays a pivotal role in streamlining efficient drug development within a competitive landscape, while also enhancing patient access to promising treatments. This design approach identifies biomarker subgroups with the highest potential to benefit from investigational regimens. The seamless integration of Phase 2 and Phase 3 ensures a timely confirmation of clinical benefits. One significant challenge in adaptive enrichment decisions is determining the optimal timing and maturity of the primary endpoint. In this paper, we propose an adaptive seamless 2-in-1 biomarker-driven subgroup enrichment design that addresses this challenge by allowing subgroup selection using an early intermediate endpoint that predicts clinical benefits (i.e. a surrogate endpoint). The proposed design initiates with a Phase 2 stage involving all participants and can potentially expand into a Phase 3 study focused on the subgroup demonstrating the most favorable clinical outcomes. We will show that, under certain correlation assumptions, the overall type I error may not be inflated at the end of the study. In scenarios where the assumptions may not hold, we present a general framework to control the multiplicity. The flexibility and efficacy of the proposed design are highlighted through an extensive simulation study and illustrated in a case study in multiple myeloma.
DOI: 10.6084/m9.figshare.25673445.v1
title: An adaptive seamless 2-in-1 design with biomarker-driven subgroup enrichment

description: Adaptive seamless phase 2/3 subgroup enrichment design plays a pivotal role in streamlining efficient drug development within a competitive landscape, while also enhancing patient access to promising treatments. This design approach identifies biomarker subgroups with the highest potential to benefit from investigational regimens. The seamless integration of Phase 2 and Phase 3 ensures a timely confirmation of clinical benefits. One significant challenge in adaptive enrichment decisions is determining the optimal timing and maturity of the primary endpoint. In this paper, we propose an adaptive seamless 2-in-1 biomarker-driven subgroup enrichment design that addresses this challenge by allowing subgroup selection using an early intermediate endpoint that predicts clinical benefits (i.e. a surrogate endpoint). The proposed design initiates with a Phase 2 stage involving all participants and can potentially expand into a Phase 3 study focused on the subgroup demonstrating the most favorable clinical outcomes. We will show that, under certain correlation assumptions, the overall type I error may not be inflated at the end of the study. In scenarios where the assumptions may not hold, we present a general framework to control the multiplicity. The flexibility and efficacy of the proposed design are highlighted through an extensive simulation study and illustrated in a case study in multiple myeloma.
DOI: 10.5281/zenodo.15698079
title: LISA SGWB Dataset (noise-4a)

description: This repository contains a dataset to help develop, test, and benchmark stochastic gravitational-wave background (SGWB) search methods.

This is a noise-only dataset with LDC Spritz noise curves. No orbit files are used, but instead constant equal light travel times are used for inter-spacecraft laser beam propagation and TDI computation (8.3 s). Using second-generation Michelson variables.

The contents of this entry are:



nohup.out – Job standard output, reporting progress when executing the notebook and any errors,

noise-4.ipynb – Notebook executed to generate the dataset,

requirements.txt – Version of all dependent Python packages used to execute the notebook,

tdi.h5 – Time-delay interferometry dataset (the main product).
DOI: 10.5281/zenodo.15698080
title: LISA SGWB Dataset (noise-4a)

description: This repository contains a dataset to help develop, test, and benchmark stochastic gravitational-wave background (SGWB) search methods.

This is a noise-only dataset with LDC Spritz noise curves. No orbit files are used, but instead constant equal light travel times are used for inter-spacecraft laser beam propagation and TDI computation (8.3 s). Using second-generation Michelson variables.

The contents of this entry are:



nohup.out – Job standard output, reporting progress when executing the notebook and any errors,

noise-4.ipynb – Notebook executed to generate the dataset,

requirements.txt – Version of all dependent Python packages used to execute the notebook,

tdi.h5 – Time-delay interferometry dataset (the main product).
DOI: 10.15468/dl.h22axm
title: Occurrence Download

description: A dataset containing 596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lonicera japonica Thunb.",
 "Year 1980-2025"
 ]
}

 The dataset includes 596 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056902-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xd8cf
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is AGO.10.10_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hypoestes Sol. ex R.Br."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056904-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86m4f7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lethrinops mylodon Eccles & Lewis, 1979",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((40.2507 -7.283,40.3593 -6.9401,37.1382 -6.9401,37.1382 -15.9401,40.833 -15.9401,41.2799 -15.1437,41.3393 -14.5415,41.0746 -13.7303,41.0605 -13.1401,41.2083 -10.8702,40.8137 -10.0044,40.2891 -9.7011,40.0279 -8.7703,40.4084 -7.7006,40.2507 -7.283))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056905-250525065834625/datasets/export for details.
DOI: 10.15468/dl.upc3wj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is China"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056903-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ydzwvr
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Liolaemus lineomaculatus Boulenger, 1885"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056906-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15698209
title: Iron age sites in Iran

description: This is a list of Iron age site in Iran so far on the EAMENA database.
description: EAMENA data entry methodology
DOI: 10.5281/zenodo.15698208
title: Iron age sites in Iran

description: This is a list of Iron age site in Iran so far on the EAMENA database.
description: EAMENA data entry methodology
DOI: 10.15468/dl.aztq68
title: Occurrence Download

description: A dataset containing 7037 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "OccurrenceStatus is Present",
 "TaxonKey is Piper L."
 ]
}

 The dataset includes 7037 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056908-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smd945
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chroococcus Nägeli, 1849",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056909-250525065834625/datasets/export for details.
DOI: 10.15468/dl.qja4wu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lethrinops mylodon Eccles & Lewis, 1979",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((45.7252 -9.5538,46.1382 -10.1057,46.1382 -8.8989,45.8555 -9.026,45.7252 -9.5538))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056911-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xnfmyc
title: Occurrence Download

description: A dataset containing 18007 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((8.03025 44.31241,10.03709 44.44522,11.82095 44.92084,12.86154 45.83449,12.82437 46.29862,11.52364 46.55478,10.70604 46.14434,9.47964 46.14434,9.03367 45.78268,8.51338 45.78268,7.80727 45.44473,8.03025 44.31241))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 18007 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056910-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccw81fl
title: CCDC 812089: Experimental Crystal Structure Determination

description: Related Article: M.K.Grachev, I.A.Senyushkina, G.I.Kurochkina, K.A.Lyssenko, L.K.Vasyanina, E.E.Nifant'ev|2010|Zh.Org.Khim.|46|1501|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.uh64zm
title: Occurrence Download

description: A dataset containing 77075 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CABI Africa Invasive and Alien Species data"
 ]
}

 The dataset includes 77075 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056898-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68kncd
title: Occurrence Download

description: A dataset containing 593 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anabasis salsa (C.A.Mey.) Benth. ex Volkens"
 ]
}

 The dataset includes 593 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056912-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uget5f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chroococcus Nägeli, 1849",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056913-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ctvph9
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meles meles (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Austria",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2000"
 ]
}

 The dataset includes 80 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056914-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7m7dk9
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Liolaemus loboi Abdala, 2003"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056915-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhav3e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lethrinops mylodon Eccles & Lewis, 1979",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((45.5611 -26.0728,46.1382 -25.8059,46.1382 -24.9401,43.4152 -24.9401,43.6209 -25.3534,43.9532 -25.6605,44.5932 -25.8012,45.0156 -26.0824,45.5611 -26.0728))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056916-250525065834625/datasets/export for details.
DOI: 10.15468/dl.tmhx4m
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taraxacum mongolicum Hand.-Mazz.",
 "Year 1980-2025"
 ]
}

 The dataset includes 229 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056917-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15698131
title: Interview results on data center flexibility perspectives

description: This dataset contains anonymized responses from semi-structured interviews conducted in 2025 with experts in the field of data center energy flexibility. The Excel file includes open-ended questions and summarized answers used in the qualitative analysis of the related research paper on data center flexibility strategies.
DOI: 10.15468/dl.nxfgtc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chroococcus Nägeli, 1849",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056919-250525065834625/datasets/export for details.
DOI: 10.15468/dl.m9pudy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lethrinops mylodon Eccles & Lewis, 1979",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((37.1382 2.0599,28.1382 2.0599,28.1382 -6.9401,37.1382 -6.9401,37.1382 2.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056921-250525065834625/datasets/export for details.
DOI: 10.15468/dl.tvnkm3
title: Occurrence Download

description: A dataset containing 8005 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((8.091 44.59981,9.02375 44.5394,11.20016 44.80072,12.44383 45.4191,12.24597 46.03078,10.63486 45.45877,9.02375 45.73565,7.78008 45.51821,8.091 44.59981))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 8005 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056920-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15698239
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Willi Hennig, http://www.wikidata.org/entity/Q57999. 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/Q57999
DOI: 10.25574/42334
title: Chandra X-ray Observatory ObsId 42334
DOI: 10.25574/42337
title: Chandra X-ray Observatory ObsId 42337
DOI: 10.15468/dl.damx6v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is one of (Amphibia)",
 "HasCoordinate is one of (true)",
 "HasGeospatialIssue is one of (false)",
 "Geometry POLYGON ((113.815105733274 20.7394429445916, 122.96278986429 21.315491602024, 137.602351783633 48.8668091084391, 122.063901200207 55.882919856732, 107.595623141379 43.8652223084698, 93.1176299939743 46.2470474274548, 85.8761709117469 50.9328078053316, 70.8601004297865 39.0394295829551, 79.1484461005072 27.1675386694662, 102.245202097817 19.1168139846647, 109.880996804846 17.3430498246373, 113.815105733274 20.7394429445916))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056922-250525065834625/datasets/export for details.
DOI: 10.15468/dl.hnaekm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chroococcus Nägeli, 1849",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056923-250525065834625/datasets/export for details.
DOI: 10.15468/dl.9jgud3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lethrinops mylodon Eccles & Lewis, 1979",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((36.6773 -19.208,37.1382 -18.642,37.1382 -15.9401,28.1382 -15.9401,28.1382 -24.9401,35.4247 -24.9401,35.8709 -24.466,36.104 -22.9254,35.9928 -21.5082,35.6186 -21.0464,35.2681 -20.21,36.0896 -19.4412,36.6773 -19.208))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056924-250525065834625/datasets/export for details.