cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60586/snt996.wqvx.589
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.60586/snt272.ldbc.678
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.25574/13445
title: Chandra X-ray Observatory ObsId 13445

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt449.tqpr.265
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.60586/snt258.fxkc.475
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.25574/13446
title: Chandra X-ray Observatory ObsId 13446

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt455.fjsq.829
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.60586/snt385.cwzl.955
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.25574/13447
title: Chandra X-ray Observatory ObsId 13447

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt448.rhwh.567
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.21233/qkgf-x103
title: Kirkkosaari pollen trap dataset

description: Raw data for the Kirkkosaari pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.60586/snt225.nxjg.774
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 male mouse
DOI: 10.25574/13448
title: Chandra X-ray Observatory ObsId 13448

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt484.kfqq.255
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 male mouse
DOI: 10.60586/snt225.sxrg.657
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.25574/13449
title: Chandra X-ray Observatory ObsId 13449

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt337.kztp.755
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.60586/snt452.xdmh.728
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.25574/13450
title: Chandra X-ray Observatory ObsId 13450

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt365.wnwk.359
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.60586/snt566.kqhl.259
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.25574/13451
title: Chandra X-ray Observatory ObsId 13451

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt472.qwbl.456
title: RNAseq data from the liver of a (FVB x C57Bl/6)F1 female mouse
DOI: 10.60586/snt339.dqdb.424
title: RNAseq data from the lung (left) of a 56.0-year-old black or african american female
DOI: 10.21233/ayjq-ys20
title: Kevo pollen trap dataset

description: Raw data for the Kevo pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.25574/13452
title: Chandra X-ray Observatory ObsId 13452

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt493.tkjd.678
title: RNAseq data from the lung (left) of a 56.0-year-old black or african american female
DOI: 10.60586/snt432.bqvb.669
title: RNAseq data from the lung (left) of a 56.0-year-old black or african american female
DOI: 10.25574/13453
title: Chandra X-ray Observatory ObsId 13453

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt397.spgw.436
title: RNAseq data from the lung (left) of a 56.0-year-old black or african american female
DOI: 10.60586/snt757.bgfn.798
title: RNAseq data from the lung (left) of a 73.0-year-old white male
DOI: 10.25574/13454
title: Chandra X-ray Observatory ObsId 13454

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt627.qhcp.732
title: RNAseq data from the lung (left) of a 73.0-year-old white male
DOI: 10.60586/snt372.nmww.264
title: RNAseq data from the lung (left) of a 73.0-year-old white male
DOI: 10.25574/13455
title: Chandra X-ray Observatory ObsId 13455

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt835.gvzp.228
title: RNAseq data from the lung (left) of a 73.0-year-old white male
DOI: 10.21223/p3/x96ipm
title: Dataset for: Monitoring potato variety observations in Kenya (2020–2024) from VarScout

description: This dataset contains Excel files exported from the VarScout web application, with anonymized varietal observation records for Kenya (2020–2024). The main data table includes varietal identifiers and names, location and user identifiers, country, observation date and year, geospatial coordinates (latitude/longitude), estimated planted area (with units), yield, effort, public flag, and free-text observation notes. The anonymized dataset also includes additional demographic/farm fields (e.g., farmer_id, sex, birth_year, full_farm_area). A companion data dictionary file describes each field, its data type, null/unique counts, and example values.
DOI: 10.25574/13456
title: Chandra X-ray Observatory ObsId 13456

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt657.stxr.948
title: RNAseq data from the lung (left) of a 21.0-year-old white male
DOI: 10.21233/j8z3-ds24
title: Ropinsalmi pollen trap dataset

description: Raw data for the Ropinsalmi pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.60586/snt536.tgbm.294
title: RNAseq data from the lung (left) of a 21.0-year-old white male
DOI: 10.25574/13457
title: Chandra X-ray Observatory ObsId 13457

description: CHANDRA EXPLORATION OF THE COSMIC MELTING POT IN THE VIRIALIZATION REGION OF A RICH GALAXY CLUSTER
DOI: 10.60586/snt829.bmnr.662
title: RNAseq data from the lung (left) of a 36.0-year-old black or african american male
DOI: 10.60586/snt493.rskl.732
title: RNAseq data from the lung (left) of a 36.0-year-old black or african american male
DOI: 10.60586/snt983.fmrg.925
title: RNAseq data from the lung (left) of a 36.0-year-old black or african american male
DOI: 10.25574/13458
title: Chandra X-ray Observatory ObsId 13458

description: Abell 115: It Takes Two to Tango - The interaction of Relativistic and Thermal Plasma in a Merging Subcluster
DOI: 10.60586/snt792.kvkq.344
title: RNAseq data from the lung (left) of a 36.0-year-old black or african american male
DOI: 10.60586/snt549.cttr.899
title: Visium (no probes) data from the brain of a 40.0-year-old unknown female
DOI: 10.25574/13459
title: Chandra X-ray Observatory ObsId 13459

description: Abell 115: It Takes Two to Tango - The interaction of Relativistic and Thermal Plasma in a Merging Subcluster
DOI: 10.60586/snt656.tckx.886
title: Visium (no probes) data from the brain of a 45.0-year-old unknown male
DOI: 10.60586/snt762.hqmj.574
title: Visium (no probes) data from the brain of a 57 year-old unknown male
DOI: 10.25574/13462
title: Chandra X-ray Observatory ObsId 13462

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt679.jbvw.868
title: Visium (no probes) data from the brain of a 53 year-old unknown male
DOI: 10.21233/j5ph-tr56
title: Kautokeino pollen trap dataset

description: Raw data for the Kautokeino pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.60586/snt983.sshq.685
title: Visium (no probes) data from the brain of a 53 year-old unknown male
DOI: 10.25574/13463
title: Chandra X-ray Observatory ObsId 13463

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt359.xzzh.237
title: Visium (no probes) data from the brain of a 53 year-old unknown male
DOI: 10.60586/snt569.mtwj.697
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13464
title: Chandra X-ray Observatory ObsId 13464

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt356.ztzq.964
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt265.cdxv.879
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13465
title: Chandra X-ray Observatory ObsId 13465

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.57967/hf/7272
title: Hawaii-beetles
DOI: 10.57967/hf/6015
title: Hawaii-beetles
DOI: 10.60586/snt458.fxwh.782
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt354.xjrq.688
title: Visium (no probes) data from the brain of a 51-year-old unknown male
DOI: 10.25574/13466
title: Chandra X-ray Observatory ObsId 13466

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt794.tzkr.474
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt446.zvnx.798
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.17026/ar/srdvhz
title: PAN-00006365 - coin/coin-related, Theodosius' dynastie (379-455), aes IV

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00006365&lt;/p&gt;
description: Modified: 2025-05-26T08:33:52+02:00
DOI: 10.21233/yfjq-gq14
title: Nellim pollen trap dataset

description: Raw data for the Nellim pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.25574/13467
title: Chandra X-ray Observatory ObsId 13467

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt685.phxl.457
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt957.knrr.964
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13468
title: Chandra X-ray Observatory ObsId 13468

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt688.zmvc.726
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt743.hrps.356
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13469
title: Chandra X-ray Observatory ObsId 13469

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt565.swds.572
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt386.zkcn.927
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13470
title: Chandra X-ray Observatory ObsId 13470

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt226.ktpx.378
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt948.ctdr.784
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13471
title: Chandra X-ray Observatory ObsId 13471

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt845.npws.928
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.21233/2bgp-9t53
title: Oulanka pollen trap dataset

description: Raw data for the Oulanka pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.60586/snt437.tdfp.998
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13472
title: Chandra X-ray Observatory ObsId 13472

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt274.dcnw.758
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt482.wncq.642
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13473
title: Chandra X-ray Observatory ObsId 13473

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt684.bjtk.255
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt372.rqvg.698
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13474
title: Chandra X-ray Observatory ObsId 13474

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt979.dnll.946
title: Visium (no probes) data from the brain of a 51-year-old unknown male
DOI: 10.21233/0qxx-de15
title: Oulanka pollen trap dataset

description: Raw data for the Oulanka pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.60586/snt755.xszx.249
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13475
title: Chandra X-ray Observatory ObsId 13475

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt494.jvlq.943
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt936.zrnj.782
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13476
title: Chandra X-ray Observatory ObsId 13476

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt645.lslm.285
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt822.fvtv.458
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13477
title: Chandra X-ray Observatory ObsId 13477

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt484.glbm.845
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt923.rkfq.778
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.25574/13478
title: Chandra X-ray Observatory ObsId 13478

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt673.rzcx.562
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.21233/p6p4-f289
title: Pallas pollen trap dataset

description: Raw data for the Pallas pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.25574/13479
title: Chandra X-ray Observatory ObsId 13479

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt278.dcqr.267
title: LC-MS data from the skin of a FVB.Tg(Col1a2-cre/ERT2);FVB.(Rosa)26Sor<LSL-Cdkn1b,-eGFP> male mouse
DOI: 10.60586/snt463.zdnl.425
title: Visium (no probes) data from the brain of a 47-year-old unknown unknown
DOI: 10.60586/snt793.plmg.493
title: Histology data from the pancreas of a 59.0-year-old white female
DOI: 10.25574/13480
title: Chandra X-ray Observatory ObsId 13480

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt228.xbsk.467
title: PhenoCycler data from the lymph node of a 22.0-year-old unknown female
DOI: 10.60586/snt832.rkfv.643
title: PhenoCycler data from the lymph node of a 86.0-year-old white male
DOI: 10.25574/13481
title: Chandra X-ray Observatory ObsId 13481

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt584.cwsk.568
title: PhenoCycler data from the lymph node of a 25.0-year-old unknown female
DOI: 10.60586/snt222.dnbf.782
title: PhenoCycler data from the lymph node of a 50.0-year-old white male
DOI: 10.25574/13482
title: Chandra X-ray Observatory ObsId 13482

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt325.jrsj.469
title: PhenoCycler data from the lymph node of a 65.0-year-old white male
DOI: 10.60586/snt625.xdtn.459
title: PhenoCycler data from the lymph node of a 55.0-year-old white female
DOI: 10.25574/13483
title: Chandra X-ray Observatory ObsId 13483

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey
DOI: 10.60586/snt546.tjbs.438
title: Visium (no probes) data from the brain of a 47 year-old unknown male
DOI: 10.21233/7z5t-r708
title: Palomaa pollen trap dataset

description: Raw data for the Palomaa pollen trap dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.3886/icpsr39624
title: How Well Do Clinical Prediction Models (CPMs) Validate? A Large-Scale Evaluation of Cardiovascular Clinical Prediction Models [Methods Study], United States, 2016-2021
title: Archival Version

description: Clinical prediction models, or CPMs, are statistical models that can predict a patient's risk for a specific event, such as a health problem, adverse effect, or even death. To create a CPM, researchers use a single data set, such as data from a clinical trial. To find out whether the CPM accurately predicts risks for patients who weren't part of the original data, researchers can test the CPM with other data sets. This testing can help researchers know if the CPM is accurate for patients from different backgrounds and whether it can be used to make health decisions. But few CPMs have been tested with other data sets.
In this study, the research team used other data sets to look at how well CPMs for heart disease predict patients' risks. They also looked at how to improve CPMs.
 To access the software and methods, please visit the Tufts Race CPM Registry.
description: (1) To understand how well cardiovascular Clinical prediction models (CPMs) perform using data from external cohorts; (2) To test the effectiveness of updating procedures to improve risk predictions from CPMs
description: The research team first conducted a systematic review of 1,382 Clinical prediction models (CPMs) to assess how frequently CPMs are validated, and performance variation across external cohorts. Then the team used 36 clinical data sets to validate 108 CPMs for three health conditions: acute coronary syndrome, heart failure, and incident cardiovascular disease. To test CPM performance, the team used three metrics:

Discrimination, or how well a CPM separates patients with the outcome from those without the outcome.
Calibration error, or the difference between the observed outcome rate and the estimated probabilities.
Net benefit, or a measure of whether basing clinical decisions on the CPM would do more good than harm at different risk thresholds. The risk thresholds were the observed rate of an outcome, twice the observed rate, and half the observed rate.
The research team tested three statistical updating procedures to improve CPM predictions.

With input from a stakeholder panel that included researchers, clinicians, industry experts, and patient advocates, the research team created a website with a comprehensive database of each CPM's performance.
description: Datasets: 
DS1: How Well Do Clinical Prediction Models (CPMs) Validate? A Large-Scale Evaluation of Cardiovascular Clinical Prediction Models [Methods Study], United States, 2016-2021
DOI: 10.60586/snt378.rzms.765
title: Visium (no probes) data from the brain of a 47 year-old unknown male
DOI: 10.25574/13484
title: Chandra X-ray Observatory ObsId 13484

description: Cosmology and Cluster Evolution from the 80 Most Massive Clusters in 2000 deg^2 from the South Pole Telescope Survey