cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25680159.v1
title: Explaining crowdworker behaviour through computational rationality

description: Crowdsourcing has transformed whole industries by enabling the collection of human input at scale. Attracting high quality responses remains a challenge, however. Several factors affect which tasks a crowdworker chooses, how carefully they respond, and whether they cheat. In this work, we integrate many such factors into a simulation model of crowdworker behaviour rooted in the theory of computational rationality. The root assumption is that crowdworkers are rational and choose to behave in a way that maximises their expected subjective payoffs. The model captures two levels of decisions: (i) a worker's choice among multiple tasks and (ii) how much effort to put into a task. We formulate the worker's decision problem and use deep reinforcement learning to predict worker behaviour in realistic crowdworking scenarios. We examine predictions against empirical findings on the effects of task design and show that the model successfully predicts adaptive worker behaviour with regard to different aspects of task participation, cheating, and task-switching. To support explaining crowdworker actions and other choice behaviour, we make our model publicly available.
DOI: 10.6084/m9.figshare.25680159
title: Explaining crowdworker behaviour through computational rationality

description: Crowdsourcing has transformed whole industries by enabling the collection of human input at scale. Attracting high quality responses remains a challenge, however. Several factors affect which tasks a crowdworker chooses, how carefully they respond, and whether they cheat. In this work, we integrate many such factors into a simulation model of crowdworker behaviour rooted in the theory of computational rationality. The root assumption is that crowdworkers are rational and choose to behave in a way that maximises their expected subjective payoffs. The model captures two levels of decisions: (i) a worker's choice among multiple tasks and (ii) how much effort to put into a task. We formulate the worker's decision problem and use deep reinforcement learning to predict worker behaviour in realistic crowdworking scenarios. We examine predictions against empirical findings on the effects of task design and show that the model successfully predicts adaptive worker behaviour with regard to different aspects of task participation, cheating, and task-switching. To support explaining crowdworker actions and other choice behaviour, we make our model publicly available.
DOI: 10.15468/dl.j4m3ww
title: Occurrence Download

description: A dataset containing 6712 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippopotamus amphibius Linnaeus, 1758"
 ]
}

 The dataset includes 6712 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0356813-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmcse7
title: Occurrence Download

description: A dataset containing 893 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Ovibos moschatus (Zimmermann, 1780)"
 ]
}

 The dataset includes 893 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204102-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7pgs2
title: Occurrence Download

description: A dataset containing 8224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brassica napus L.",
 "Year 2015-2022"
 ]
}

 The dataset includes 8224 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0266325-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uecuj
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "Country is Argentina",
 "OccurrenceStatus is Present",
 "TaxonKey is Tyto alba (Scopoli, 1769)",
 "Year 2008-2010"
 ]
}

 The dataset includes 106 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016128-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zj7puf
title: Occurrence Download

description: A dataset containing 1892 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xanthium sibiricum Patrin ex Widder"
 ]
}

 The dataset includes 1892 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204101-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qy7fr
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Hong Kong",
 "Country is Macao"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Styrax macrocarpus W.C.Cheng"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0354097-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmrjw9
title: Occurrence Download

description: A dataset containing 21679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Racomitrium canescens (Hedw.) Brid., Racomitrium elongatum Ehrh. ex Frisvoll, Racomitrium aciculare (Hedw.) Brid.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 21679 records from 212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0325869-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4d2hu
title: Occurrence Download

description: A dataset containing 541 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum schroeterianum Hand.-Mazz."
 ]
}

 The dataset includes 541 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015881-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewnvy6
title: Occurrence Download

description: A dataset containing 2115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Podarcis vaucheri (Boulenger, 1905)"
 ]
}

 The dataset includes 2115 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281080-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubtuxr
title: Occurrence Download

description: A dataset containing 4463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Herbertia lahue (Molina) Goldblatt"
 ]
}

 The dataset includes 4463 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000645-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyxjzw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Specimen)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eleutherodactylus colimotl Grünwald, Reyes-Velasco, Franz-Chávez, Morales-Flores, Ahumada-Carrillo, Jones & Boissinot, 2018"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015878-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn7sqv
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turnera trigona Urb."
 ]
}

 The dataset includes 177 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024743-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j28v8p
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lerista borealis Storr, 1971"
 ]
}

 The dataset includes 160 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281083-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nb3th
title: Occurrence Download

description: A dataset containing 5047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Empidonax virescens (Vieillot, 1818)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 5047 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278519-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tw42tx
title: Occurrence Download

description: A dataset listing the 354 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Cyprus",
 "OccurrenceStatus is Present",
 "TaxonKey is Hemiptera"
 ]
}

 The dataset's 354 records were derived from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003349-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rm3bmz
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tympanocryptis diabolicus Doughty, Kealley, Shoo & Melville, 2015"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281081-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es5jp9
title: Occurrence Download

description: A dataset containing 746763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2023-08-22",
 "EventDate is less than or equal to 2023-09-21",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 746763 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016212-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9m5q9b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cryptophyceae",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212739-210914110416597/datasets/export for details.
DOI: 10.15468/dl.mjdmsw
title: Occurrence Download

description: A dataset containing 3463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Myrmeleon formicarius Linnaeus, 1767"
 ]
}

 The dataset includes 3463 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013266-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bph8q3
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum fontanicola Soest"
 ]
}

 The dataset includes 76 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015882-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxv2nc
title: Occurrence Download

description: A dataset containing 4805 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus ruber Cope, 1892"
 ]
}

 The dataset includes 4805 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281090-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.766b86
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Morphologische Daten von Natrix"
 ]
}

 The dataset includes 48 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036797-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cb5rne
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dictyochophyceae",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212742-210914110416597/datasets/export for details.
DOI: 10.15468/dl.pcsa6s
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alatiglossum macropetalum (Lindl.) Baptista"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024723-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf2z38
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is Mammals Specimens",
 "Geometry POLYGON((-135.33564 60.05535,-139.56194 58.67106,-134.12812 54.02773,-129.90183 54.73098,-129.66032 56.30311,-135.33564 60.05535))",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0427027-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyr52u
title: Occurrence Download

description: A dataset containing 3780 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-184.26248 -20.29941,-178.64219 -20.29941,-178.64219 -15.27196,-184.26248 -15.27196,-184.26248 -20.29941))",
 "Geometry POLYGON((-185.26325 -21.73512,-177.74919 -21.73512,-177.74919 -14.01392,-185.26325 -14.01392,-185.26325 -21.73512))"
 ]
 },
 "HasGeospatialIssue is false",
 "TaxonKey is Malacostraca"
 ]
}

 The dataset includes 3780 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003345-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8v633c
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((72 25,105 25,105 40,72 40,72 25))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Columba punicea Blyth, 1842"
 ]
}

 The dataset includes 172 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0423352-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbz5j9
title: Occurrence Download

description: A dataset containing 3601 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassariscus astutus (Lichtenstein, 1830)",
 "Year 1993-2023"
 ]
}

 The dataset includes 3601 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000647-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pktybb
title: Occurrence Download

description: A dataset containing 2121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Antilocapra americana (Ord, 1815)"
 ]
}

 The dataset includes 2121 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212809-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xy7p27
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eustigmatophyceae",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212752-210914110416597/datasets/export for details.
DOI: 10.15468/dl.w9q4re
title: Occurrence Download

description: A dataset containing 307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Epilachna tredecimnotata (Latreille, 1833)"
 ]
}

 The dataset includes 307 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008231-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38yp5d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Klebsormidiophyceae",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212756-210914110416597/datasets/export for details.
DOI: 10.15468/dl.q2zd9a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microsporea",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212762-210914110416597/datasets/export for details.
DOI: 10.15468/dl.uzgg76
title: Occurrence Download

description: A dataset containing 16370 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pomatoschistus minutus (Pallas, 1770)"
 ]
}

 The dataset includes 16370 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036808-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dv6jd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microsporea",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212763-210914110416597/datasets/export for details.
DOI: 10.15468/dl.nmzegz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Klebsormidiophyceae",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212759-210914110416597/datasets/export for details.
DOI: 10.15468/dl.u5mpjf
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turrita brassicaeformis (Wallr.) Bubani"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024750-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.