cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25934/pr00011467
title: Interpretability analysis and external validation study on the efficacy inference of biologics in Ulcerative colitis (UC) patients

description: Ulcerative colitis (UC) is a long-term condition that causes ongoing inflammation in the colon, or large intestine. Inflammation is the body’s natural response to injury or infection, but in UC, the immune system mistakenly attacks healthy tissue in the colon. This leads to swelling, pain, and sores in the lining of the colon, causing symptoms like frequent diarrhea, stomach cramps, and fatigue. UC affects millions of people worldwide and can greatly interfere with daily life.

To help manage UC, many patients are treated with medicines called biologic therapies. Biologics are medications that come from living organisms, like proteins and genes. They can reduce inflammation and control symptoms in people with UC. However, people respond differently to these treatments, and doctors often cannot predict which biologic will work best for a given patient.

We will conduct research to create a tool that helps doctors choose the most effective treatment for each individual with UC. This tool will use machine learning, a type of computer-based method that can detect patterns in large amounts of information.

To build this tool, we will analyze data from previously conducted clinical trials of people with UC who have been treated with biologics. This data will include information such as age, symptoms, lab test results, and other health details. We will divide the data into two groups: one to train the tool, and one to test how well it works. We will assess the tool’s accuracy and examine which patient characteristics are most useful for predicting treatment response. We will also compare the new tool to a more traditional method called logistic regression, a commonly used method in medical research to predict the chances of a certain outcome, such as whether a patient will respond to treatment based on different personal characteristics. 

Our aim is to develop a reliable and easy-to-use prediction tool that supports personalized treatment decisions for people with UC. By helping doctors select the most suitable biologic therapy from the start, this research could improve patient outcomes, reduce trial-and-error in treatment, and lead to better quality of life.
DOI: 10.34740/kaggle/dsv/14425170
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.bb7u89
title: Occurrence Download

description: A dataset containing 21045 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Attalea butyracea"
 ]
}

 The dataset includes 21045 records from 209 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079780-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwy4qd
title: Occurrence Download

description: A dataset containing 2643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.58442 45.50631,-2.69332 42.82803,2.62864 41.64542,3.15978 41.43393,3.53831 41.63413,4.08191 41.88488,4.76391 42.19675,8.21477 43.53795,6.96119 45.9987,6.7574 46.14517,6.76377 46.41104,6.0953 46.08594,5.85808 46.14166,6.11599 46.36614,-1.58442 45.50631))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (da86174a-a605-43a4-a5e8-53d484152cd3, 2089ce96-4fb5-4a20-999c-3ccf45a27a4d, ab733144-7043-4e88-bd4f-fca7bf858880, 7c4f3b54-fc4b-42f3-a664-3ca93d12e10f, ada19a05-4216-44c7-aa4f-6e7177bcb0ac, 64ee55c9-570a-42af-b7da-3f13c6b4e5a9, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, e2e717bf-551a-4917-bdc9-4fa0f342c530, 1928bdf0-f5d2-11dc-8c12-b8a03c50a862)",
 "TaxonKey is Ludwigia grandiflora",
 "Year 2016-2026"
 ]
}

 The dataset includes 2643 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079776-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5nnhk
title: Occurrence Download

description: A dataset containing 14394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lepidium latifolium, Cardaria latifolia, Crucifera latifolia, Lepidium affine, Lepidium dioscaridis, Lepidium dioscorides, Lepidium dioscoridis, Lepidium latifolium pubescens, Lepidium latifolium affine, Lepidium latifolium eulatifolium, Lepidium latifolium sibiricum, Lepidium latifolium affine, Lepidium latifolium europaeum, Lepidium latifolium latifolium, Lepidium latifolium mongolicum, Lepidium sativum latifolium, Lepidium sibiricum, Nasturtiastrum latifolium, Nasturtium latifolium, Nasturtium latifolium)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 2024",
 "CoordinateUncertaintyInMeters is greater than or equal to 0",
 "CoordinateUncertaintyInMeters is less than or equal to 4500",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen, Material sample, Living Specimen)"
 ]
}

 The dataset includes 14394 records from 263 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079777-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4g27g
title: Occurrence Download

description: A dataset containing 2857 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schismus arabicus Nees"
 ]
}

 The dataset includes 2857 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038031-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3t5d3n
title: Occurrence Download

description: A dataset containing 1404 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cerrophidion godmani"
 ]
}

 The dataset includes 1404 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080452-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zta2ef
title: Occurrence Download

description: A dataset containing 889 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus moorei"
 ]
}

 The dataset includes 889 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080453-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18177082
title: Data project K

description: force_extension_data.npz is used to generate Figure 7 in report. force_extension_data_cumulative_average.npz is used to generate Figure 8.
DOI: 10.5281/zenodo.18177083
title: Data project K

description: force_extension_data.npz is used to generate Figure 7 in report. force_extension_data_cumulative_average.npz is used to generate Figure 8.
DOI: 10.15468/dl.rehuh9
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Observation.org, Nature data from around the World)",
 "Geometry POLYGON((5.75 44,17 44,17 48.3,5.75 48.3,5.75 44))",
 "LifeStage is Unknown",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Euplagia quadripunctaria",
 "Year 2009-2024"
 ]
}

 The dataset includes 88 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008082-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3qtfh
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cleome gynandra",
 "Year 2015-2025"
 ]
}

 The dataset includes 331 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008083-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trsnjy
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thesium viride A.W.Hill",
 "Continent is Africa"
 ]
}

 The dataset includes 197 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005782-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29a8jh
title: Occurrence Download

description: A dataset containing 2026 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba subcapitata Simmons"
 ]
}

 The dataset includes 2026 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156781-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.md7t7g
title: Occurrence Download

description: A dataset containing 6714 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callorhinchus milii Bory de Saint-Vincent, 1823"
 ]
}

 The dataset includes 6714 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072456-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsvw9u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-85.1981796000000031 42.3297315000000012, -85.1981796000000031 42.3301015400000011, -85.1981796000000031 42.3301632200000029, -85.1981796000000031 42.3301837799999987, -85.1981796000000031 42.3305538199999987, -85.1981796000000031 42.3307799600000010, -85.1981796000000031 42.3311294399999980, -85.1981796000000031 42.3311500000000009, -85.1981796000000031 42.3314583700000000, -85.1981796000000031 42.3315405999999967, -85.1981796000000031 42.3317873000000020, -85.1978920199999976 42.3317873000000020, -85.1975222899999949 42.3317873000000020, -85.1969882300000023 42.3317873000000020, -85.1966801199999964 42.3317873000000020, -85.1960844500000007 42.3317873000000020, -85.1956325600000071 42.3317873000000020, -85.1952422899999959 42.3317873000000020, -85.1947493199999997 42.3317873000000020, -85.1943795899999969 42.3317873000000020, -85.1938249899999960 42.3317873000000020, -85.1932909399999971 42.3317873000000020, -85.1927774300000067 42.3317873000000020, -85.1923255300000051 42.3317873000000020, -85.1920174300000070 42.3317873000000020, -85.1915039099999944 42.3317873000000020, -85.1909493200000014 42.3317873000000020, -85.1905179700000019 42.3317873000000020, -85.1900866000000008 42.3317873000000020, -85.1900866000000008 42.3317461800000032, -85.1900866000000008 42.3311500000000009, -85.1900866000000008 42.3305332600000028, -85.1900866000000008 42.3300193099999973, -85.1900866000000008 42.3297315000000012, -85.1905590500000045 42.3297315000000012, -85.1909082399999988 42.3297315000000012, -85.1912574299999932 42.3297315000000012, -85.1918736399999972 42.3297315000000012, -85.1923666200000014 42.3297315000000012, -85.1930033699999996 42.3297315000000012, -85.1933525599999939 42.3297315000000012, -85.1936812099999941 42.3297315000000012, -85.1941331000000019 42.3297315000000012, -85.1946055300000040 42.3297315000000012, -85.1950779600000061 42.3297315000000012, -85.1955504000000019 42.3297315000000012, -85.1960844500000007 42.3297315000000012, -85.1964541800000035 42.3297315000000012, -85.1969471499999997 42.3297315000000012, -85.1972963399999941 42.3297315000000012, -85.1977687699999962 42.3297315000000012, -85.1981796000000031 42.3297315000000012))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090624-220831081235567/datasets/export for details.
DOI: 10.15468/dl.ptwf7s
title: Occurrence Download

description: A dataset containing 8588 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Dumortieraceae)"
 ]
}

 The dataset includes 8588 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157818-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11530777
title: РОЛЬ ЦЕННОСТЕЙ В ЖИЗНИ ОБЩЕСТВА И ЧЕЛОВЕКА.
DOI: 10.5281/zenodo.11530778
title: РОЛЬ ЦЕННОСТЕЙ В ЖИЗНИ ОБЩЕСТВА И ЧЕЛОВЕКА.
DOI: 10.15468/dl.mtrp5x
title: Occurrence Download

description: A dataset containing 421 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callorhinchus capensis Duméril, 1865"
 ]
}

 The dataset includes 421 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072460-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ap7am
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Littoridinops tenuipes (Couper, 1844)"
 ]
}

 The dataset includes 224 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090614-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xh4mj8
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notodoris serenae Gosliner & Behrens, 1997"
 ]
}

 The dataset includes 53 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093771-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wywgh
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diplodonta nucleiformis (W.Wagner, 1840)"
 ]
}

 The dataset includes 163 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106060-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9epmqw
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odontarrhena corymbosoidea (Formánek) Španiel, Al-Shehbaz, D.A.German & Marhold"
 ]
}

 The dataset includes 58 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157874-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q5arme
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-76.6123199999999969 39.3197390999999996, -76.6123199999999969 39.3213189100000022, -76.6123199999999969 39.3224473499999974, -76.6123199999999969 39.3234253299999992, -76.6123199999999969 39.3247794600000020, -76.6123199999999969 39.3259831299999973, -76.6123199999999969 39.3268858799999990, -76.6123199999999969 39.3280143200000012, -76.6123199999999969 39.3289923000000030, -76.6105835000000042 39.3289923000000030, -76.6083184999999958 39.3289923000000030, -76.6066574999999972 39.3289923000000030, -76.6047700000000020 39.3289923000000030, -76.6047700000000020 39.3277886300000006, -76.6047700000000020 39.3258326699999969, -76.6047700000000020 39.3246290000000016, -76.6047700000000020 39.3231244199999992, -76.6047700000000020 39.3211684600000027, -76.6047700000000020 39.3197390999999996, -76.6060535000000016 39.3197390999999996, -76.6074124999999952 39.3197390999999996, -76.6084694999999982 39.3197390999999996, -76.6099794999999943 39.3197390999999996, -76.6123199999999969 39.3197390999999996))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 360 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090606-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5rbuf
title: Occurrence Download

description: A dataset containing 1355 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diplodonta rotundata (Montagu, 1803)"
 ]
}

 The dataset includes 1355 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106063-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q59fut
title: Occurrence Download

description: A dataset containing 3646 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Littorina fabalis (W.Turton, 1825)"
 ]
}

 The dataset includes 3646 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090626-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nc2h2h
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notodoris gardineri Eliot, 1906"
 ]
}

 The dataset includes 247 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093762-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uyvf3a
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Hyloscirtus phyllognathus (Melin, 1941)",
 "Year 1980-2022"
 ]
}

 The dataset includes 70 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072491-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.329xra
title: Occurrence Download

description: A dataset containing 423 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Littoridinops monroensis (Frauenfeld, 1863)"
 ]
}

 The dataset includes 423 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090609-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ms3efp
title: Occurrence Download

description: A dataset containing 2059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-77.5598746000000006 43.1738503999999992, -77.5598746000000006 43.1749973800000006, -77.5598746000000006 43.1764090400000029, -77.5598746000000006 43.1773795599999985, -77.5598746000000006 43.1787912200000008, -77.5598746000000006 43.1803793500000026, -77.5598746000000006 43.1826732999999976, -77.5575816199999934 43.1826732999999976, -77.5552004900000043 43.1826732999999976, -77.5528193600000009 43.1826732999999976, -77.5512319300000001 43.1826732999999976, -77.5490271799999960 43.1826732999999976, -77.5475279500000028 43.1826732999999976, -77.5451468199999994 43.1826732999999976, -77.5432066399999940 43.1826732999999976, -77.5418837900000000 43.1826732999999976, -77.5399436099999946 43.1826732999999976, -77.5386207500000069 43.1826732999999976, -77.5370333299999999 43.1826732999999976, -77.5352695299999937 43.1826732999999976, -77.5336821100000009 43.1826732999999976, -77.5316537000000068 43.1826732999999976, -77.5316537000000068 43.1809969500000008, -77.5316537000000068 43.1795852899999986, -77.5316537000000068 43.1784383099999971, -77.5316537000000068 43.1764972699999987, -77.5316537000000068 43.1752620600000014, -77.5316537000000068 43.1738503999999992, -77.5328884000000045 43.1738503999999992, -77.5345640099999969 43.1738503999999992, -77.5359750500000047 43.1738503999999992, -77.5380034199999955 43.1738503999999992, -77.5395908499999962 43.1738503999999992, -77.5412664600000028 43.1738503999999992, -77.5436475900000062 43.1738503999999992, -77.5461169099999950 43.1738503999999992, -77.5479689000000008 43.1738503999999992, -77.5499972700000058 43.1738503999999992, -77.5514964999999989 43.1738503999999992, -77.5530839299999997 43.1738503999999992, -77.5550241100000051 43.1738503999999992, -77.5563469599999991 43.1738503999999992, -77.5577580000000069 43.1738503999999992, -77.5598746000000006 43.1738503999999992))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 2059 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093772-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rktq5p
title: Occurrence Download

description: A dataset listing the 139 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "DatasetKey is one of (iNaturalist Research-grade Observations, MSU Mammalogy, Ornithology and Vertebrate Paleontology Collections, Base de datos de mamíferos de México depositados en colecciones de Estados Unidos y Canadá, CNMA/Colección Nacional de mamíferos)",
 "Geometry POLYGON((-101.94361 20.91214,-102.12116 20.83272,-102.06976 20.7346,-101.99968 20.59443,-102.07911 20.4496,-101.96697 20.36082,-101.92492 20.23,-101.68197 20.25804,-101.53713 20.33746,-101.41098 20.27205,-101.46238 20.10853,-101.1727 20.0618,-101.0045 19.99172,-100.64007 19.90295,-100.36908 19.97303,-100.34572 20.22066,-100.49056 20.51968,-100.56064 20.72058,-100.55597 20.8514,-100.3504 20.86075,-100.07006 20.97288,-99.82711 21.19715,-99.64957 21.29526,-99.89252 21.46346,-100.28498 21.69707,-100.3831 21.54756,-100.65409 21.57092,-101.19606 21.8092,-101.69599 21.43076,-101.94361 20.91214))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia"
 ]
}

 The dataset's 139 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072478-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.