cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5uw65f
title: Occurrence Download

description: A dataset containing 20592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyas araneus"
 ]
}

 The dataset includes 20592 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014415-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30527468
title: College Algebra Exam Scores 2019 - 2024

description: Grounded in opportunity theory and research on academic integrity in online assessment in mathematics, this study examines how instructional shifts initially forced by the COVID-19 lockdown have influenced both assessment design and student performance in college algebra. The rapid move to remote instruction prompted the replacement of traditional symbolic math exams with an effort to focus on problem-solving, interpretation, and concept-based assessments intended to reduce opportunities for misconduct while emphasizing authentic mathematical reasoning. Using data from more than 5,000 students across ten semesters (Fall 2019–Fall 2024), term and final exam scores were compared across online unmonitored (OU), online monitored (OM), and in-person (IP) formats. Descriptive statistics indicated consistent performance across semesters, and nonparametric analyses (Wilcoxon Signed-Rank, Mann–Whitney U, and Spearman’s Rank Correlation tests) revealed statistically significant but small differences. Strong positive correlations showed that students who performed well on term exams tended to perform well on the final exam, regardless of modality. These results suggest that increased opportunity for misconduct during online testing did not produce academic advantage. Additionally, it demonstrates that conceptually focused assessment design can preserve rigor and integrity across delivery modes—even as artificial intelligence continues to transform the assessment landscape.
DOI: 10.6084/m9.figshare.30527468.v1
title: College Algebra Exam Scores 2019 - 2024

description: Grounded in opportunity theory and research on academic integrity in online assessment in mathematics, this study examines how instructional shifts initially forced by the COVID-19 lockdown have influenced both assessment design and student performance in college algebra. The rapid move to remote instruction prompted the replacement of traditional symbolic math exams with an effort to focus on problem-solving, interpretation, and concept-based assessments intended to reduce opportunities for misconduct while emphasizing authentic mathematical reasoning. Using data from more than 5,000 students across ten semesters (Fall 2019–Fall 2024), term and final exam scores were compared across online unmonitored (OU), online monitored (OM), and in-person (IP) formats. Descriptive statistics indicated consistent performance across semesters, and nonparametric analyses (Wilcoxon Signed-Rank, Mann–Whitney U, and Spearman’s Rank Correlation tests) revealed statistically significant but small differences. Strong positive correlations showed that students who performed well on term exams tended to perform well on the final exam, regardless of modality. These results suggest that increased opportunity for misconduct during online testing did not produce academic advantage. Additionally, it demonstrates that conceptually focused assessment design can preserve rigor and integrity across delivery modes—even as artificial intelligence continues to transform the assessment landscape.
DOI: 10.5281/zenodo.17519015
title: Supplementary material for PESGM paper
DOI: 10.5281/zenodo.17519016
title: Supplementary material for PESGM paper
DOI: 10.15468/dl.r5t75e
title: Occurrence Download

description: A dataset containing 15590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursus americanus",
 "Country is United States of America",
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "License is one of (CC-BY 4.0, CC-BY-NC 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "Year is greater than or equal to 2008",
 "Year is less than or equal to 2022"
 ]
}

 The dataset includes 15590 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014416-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/snmbkw
title: ASEAN Fish Occurrences Literature

description: A collection of Fish Occurrence Literature in the ASEAN Region
DOI: 10.15468/dl.vgp8cf
title: Occurrence Download

description: A dataset containing 15927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tamias amoenus"
 ]
}

 The dataset includes 15927 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014419-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13605214
title: Daily Market Prices of Commodity India (2001-2025)
DOI: 10.6084/m9.figshare.30527586.v1
title: Bayesian estimation analysis of partially linear varying coefficient skew-normal spatial autoregression models

description: This paper presents a novel partially linear varying coefficient skew-normal spatial autoregression model for accommodating actual data that exhibit skewed tail behaviour, which may not be well modelled by normally distributed errors. We first utilize Bayesian P-splines to effectively approximate the nonparametric components of the model. Along with the Metropolis importance sampling algorithm for the nonparametric components of the model, we propose an effective Markov Chain Monte Carlo algorithm that integrates Gibbs sampling and the Metropolis-Hastings algorithm to generate posterior samples from the joint posterior distribution, thus facilitating statistical inference. We carry out extensive simulation studies to investigate the finite sample performance of the proposed method. Numerical results show that the proposed method is capable of effectively addressing the characteristics of skewed data and yielding conclusions that align well with the simulations under consideration. Finally, a real-data application is provided for illustrative purposes.
DOI: 10.6084/m9.figshare.30527586
title: Bayesian estimation analysis of partially linear varying coefficient skew-normal spatial autoregression models

description: This paper presents a novel partially linear varying coefficient skew-normal spatial autoregression model for accommodating actual data that exhibit skewed tail behaviour, which may not be well modelled by normally distributed errors. We first utilize Bayesian P-splines to effectively approximate the nonparametric components of the model. Along with the Metropolis importance sampling algorithm for the nonparametric components of the model, we propose an effective Markov Chain Monte Carlo algorithm that integrates Gibbs sampling and the Metropolis-Hastings algorithm to generate posterior samples from the joint posterior distribution, thus facilitating statistical inference. We carry out extensive simulation studies to investigate the finite sample performance of the proposed method. Numerical results show that the proposed method is capable of effectively addressing the characteristics of skewed data and yielding conclusions that align well with the simulations under consideration. Finally, a real-data application is provided for illustrative purposes.
DOI: 10.15468/dl.j9rrms
title: Occurrence Download

description: A dataset containing 488 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon stormi"
 ]
}

 The dataset includes 488 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014421-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17374609
title: Validated HL7 FHIR R5 Bundle for Hematology Report (Mapped from Scanned Laboratory Record)

description: This file contains a validated HL7 FHIR R5 bundle representing a hematology laboratory report extracted from a scanned medical record. The bundle includes standardized FHIR resources—Composition, Patient, Organization, DiagnosticReport, and Observations—with LOINC and UCUM-coded laboratory results such as hemoglobin, hematocrit, red and white blood cell counts, and platelet count. The file was validated through the official HL7 FHIR validator to ensure syntactic and semantic compliance.
DOI: 10.15468/dl.tu7x73
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea paxiana"
 ]
}

 The dataset includes 80 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014424-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqmwe7
title: Occurrence Download

description: A dataset containing 4630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydractinia echinata"
 ]
}

 The dataset includes 4630 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014422-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4h8h9
title: Occurrence Download

description: A dataset containing 3341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon elongatus"
 ]
}

 The dataset includes 3341 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014423-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17337995
title: Validated HL7 FHIR R5 Bundle for Hematology Report (Mapped from Scanned Laboratory Record)

description: This file contains a validated HL7 FHIR R5 bundle representing a hematology laboratory report extracted from a scanned medical record. The bundle includes standardized FHIR resources—Composition, Patient, Organization, DiagnosticReport, and Observations—with LOINC and UCUM-coded laboratory results such as hemoglobin, hematocrit, red and white blood cell counts, and platelet count. The file was validated through the official HL7 FHIR validator to ensure syntactic and semantic compliance.
DOI: 10.5281/zenodo.17519028
title: Validated HL7 FHIR R5 Bundle for Hematology Report (Mapped from Scanned Laboratory Record)

description: This file contains a validated HL7 FHIR R5 bundle representing a hematology laboratory report extracted from a scanned medical record. The bundle includes standardized FHIR resources—Composition, Patient, Organization, DiagnosticReport, and Observations—with LOINC and UCUM-coded laboratory results such as hemoglobin, hematocrit, red and white blood cell counts, and platelet count. The file was validated through the official HL7 FHIR validator to ensure syntactic and semantic compliance.
DOI: 10.15468/dl.yfswje
title: Occurrence Download

description: A dataset containing 6399 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicamptodon tenebrosus"
 ]
}

 The dataset includes 6399 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014425-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjqgby
title: Occurrence Download

description: A dataset containing 289481 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 2025-10-09",
 "EventDate is less than or equal to 2025-11-08",
 {
 "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)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 289481 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014412-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4r837
title: Occurrence Download

description: A dataset containing 2737 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhyacotriton variegatus"
 ]
}

 The dataset includes 2737 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014428-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3vmvr
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea quercifolia"
 ]
}

 The dataset includes 259 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014427-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5gjzc
title: Occurrence Download

description: A dataset containing 129846 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Vieraea laevigata, Periballia involucrata, Pityrodia ternifolia, Askidiosperma alticola, Sclerolaena parviflora, Gastrolobium effusum, Artemisia subsericea, Vachellia johnwoodii, Gastrolobium reticulatum, Narcissus albicans, Sclerolaena stylosa, Anthephora laevis, Potentilla brauneana, Crassula aquatica, Caesia contorta, Cirsium ciliolatum, Minuartia setacea, Condea tephrodes, Fimbristylis vahlii, Crassula tetramera, Serapicamptis rousii, Searsia undulata, Cuscuta gracillima, Pseudoroegneria sosnowskyi, Searsia longispina, Sanguisorba hybrida, Tiquilia plicata, Varronia linnaei, Potentilla paniculata, Lepturus repens, Searsia ciliata, Blechnum deltoides, Serapicamptis anatolica, Blechnum patersonii, Passerina comosa, Cyphanthera myosotidea, Minuartia cymifera, Searsia albida, Sida pedunculata, Asanthus thyrsiflorus, Commersonia parviflora, Xanthisma spinulosum, Vauquelinia californica, Lomatium utriculatum, Pentanema britannicum, Dactylorhiza kerneriorum, Smithiastrum prenanthoides, Senecio biserratus, Archontophoenix cunninghamiana, Gouinia virgata, Myriocephalus rhizocephalus, Calochortus monophyllus, Moraea tricuspidata, Scadoxus multiflorus, Boscia albitrunca, Dracomonticola virginea, Portulaca africana, Taraxacum paludosum, Limeum pterocarpum, Senecio gypsicola, Schoenus apogon, Glumicalyx apiculatus, Athanasia pubescens, Keckiella lemmonii, Bothriochloa bladhii, Roepera fruticulosa, Roepera microphylla, Meliosma dentata, Jurinea moschus, Eucryphia glutinosa, Muricaria prostrata, Bothriochloa torreyana, Leucopogon plumuliflorus, Roepera flava, Neotinea maculata, Anarthrophyllum gayanum, Keckiella corymbosa, Jacobaea maroccana, Carex poeppigii, Althenia patentifolia, Penaea ericifolia, Althenia australis, Stylidium decipiens, Carex alatauensis, Baeometra uniflora, Schenkia spicata, Penaea petraea, Hemiarrhena plantaginea, Conostomium natalense, Gamocarpha alpina, Encephalartos caffer, Dimorphotheca venusta, Mischocarpus pyriformis, Apteranthes burchardii, Encephalartos horridus, Jamesbrittenia adpressa, Oreoschimperella arabiae-felicis, Reichardia ligulata, Acacia epacantha)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 129846 records from 1043 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014409-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/jbpr-9518
title: "SDFC-Dataset"

description: "The dataset is used for SDFC network testing and training"
DOI: 10.15468/dl.w379f6
title: Occurrence Download

description: A dataset containing 3897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cupressus sempervirens",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3897 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059494-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ruqxb
title: Occurrence Download

description: A dataset containing 2822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laemostenus complanatus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2822 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059493-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ba7pa
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cupressus sempervirens",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059495-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwehjq
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera japonica",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 313 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059496-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xce67
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera japonica",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059497-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.336b5n
title: Occurrence Download

description: A dataset containing 238539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ixobrychus exilis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 238539 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059475-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99px7y
title: Occurrence Download

description: A dataset containing 3051 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera japonica",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3051 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059498-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25740/jp789mc0395
title: Mitchell_VWFA_methods_2025

description: Ventral Occipital Temporal Cortex (VOTC) is home to a mosaic of categorically-selective functional regions that respond to visual stimuli. Within left VOTC lies the Visual Word Form Area (VWFA) - a text-selective region that develops as an individual learns to read. While there is consistency in the general location of text-selective responses - within the posterior portion of the occipitotemporal sulcus (OTS) - there is also substantial variability across individuals in the size and precise anatomical location. Moreover, there is an ongoing debate over the extent to which the VWFA a) encodes the visual features of text, versus b) is driven by the task of reading. Using functional magnetic resonance imaging, we scanned adults and children as they completed two tasks while viewing text, pseudo fonts, faces, objects, limbs. Experimental tasks were: (1) a fixation task where they were instructed to ignore the stimuli while making psychophysical judgements on the fixation dot; (2) a one-back task where they were instructed to attend to the stimuli and detect repeats. We found that a consistent VWFA location could be identified on each individual’s cortical surface using either task. At the same time, the response to text during the one-back task evoked a larger territory of text-selective response (leading to a larger ROI) than the fixation task. However, when averaged in template space, text-selective cortex could not be identified due to variability in the relative locations of text-, face-, object-, and limb-selective cortex. Thus, for both children and adults, a text-selective region (i.e., VWFA) can be localized on the individual cortical surface. This resulting region consistently responds to text irrespective of cognitive task, but text-selective responses are masked when averaged in template space due to variability in the exact configuration of category-selective regions.
DOI: 10.15468/dl.bfxvpd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cupressus sempervirens",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059500-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yegfsk
title: Occurrence Download

description: A dataset containing 1795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cupressus sempervirens",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1795 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059501-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.