cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/56m-eve-tmn
title: Atlanta peronii Lesueur, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gj5-d31-76m
title: Scaphopoda Bronn, 1862

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7jz-0jd-wpb
title: Scaphander sibogae Schepman, 1913

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9wx-pa7-7d4
title: Cochlicella acuta (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ft4-c4t-hs1
title: Mendicula ferruginosa (Forbes, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m0t-zxk-e5f
title: Cerion uva (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lcc-hmm-tqh
title: Cyclopecten A. E. Verrill, 1897

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7e1-3yq-87d
title: Macroptychia africana (Melvill & Ponsonby, 1899)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c4j-ekj-5c3
title: Pecten jacobaeus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/faa-zs7-1c3
title: Talochlamys multistriata (Poli, 1795)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/spe-n38-25h
title: Rumina saharica Pallary, 1901

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2qv-rp9-klf
title: Monacha messenica (Blanc, 1879)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x22-te4-pmn
title: Goodallia pusilla (Forbes, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2vt-1nf-bzr
title: Gulella subframesi Connolly, 1929

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b94-2sb-bwk
title: Cepaea hortensis (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dhz-pmf-pva
title: Mytilidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qc9-bxb-ys4
title: Cirsonella Angas, 1877

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rs5-z31-7vq
title: Nassarius Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/az8-k0q-qkb
title: Arcidae Lamarck, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wal-p2f-4rk
title: Bulimina truncana Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bdw-362-8k0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r4q-4em-z3h
title: †Neithea regularis (Schlotheim, 1813)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0tn-fd8-lvv
title: †Athyris M'Coy, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/smy-ee3-rlv
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/978-brj-gmw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gw5-bs8-qw8
title: Guttulina communis (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ytz-vcz-1wq
title: †Cibicides polyrraphes (Reuss, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6y9-1qc-f8f
title: †Cladiscites beyrichi Welter, 1914

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l5w-wen-vlf
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0af-f0z-3zy
title: Atractides C. L. Koch, 1837

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mfx-zac-9c0
title: Brachycythere (Brachycythere) Alexander, 1933

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qzk-501-kgs
title: Myodes Pallas, 1811

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/98n-xwn-8ww
title: Bolivina albatrossi Cushman, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hfv-rt3-v6c
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hx0-4d2-la1
title: Bivalvia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/prh-dyz-860
title: †Echinocorys scutata Leske, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k9d-1vq-1e4
title: †Siderolites calcitrapoides Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/64k-r5e-z5x
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n35-awb-90t
title: †Gavelinella pertusa (Marsson, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2vh-h41-1zy
title: Gobius

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9gb-mm4-ejh
title: Guttulina communis (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b5f-nyz-w2a
title: †Pararotalia tuberculifera (Reuss, 1862)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z5k-91v-vnm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l36-5qj-xef
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dd3-zy2-3zq
title: †Vaginulina trilobata (d'Orbigny, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kja-30d-cqt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16904145
title: Influence of mesoscale eddies on barrier layer thickness in the tropical oceans

description: Codes and dataset information supporting our paper "Influence of mesoscale eddies on barrier layer thickness in the tropical oceans".
DOI: 10.3535/jew-ewf-2wf
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xr5-qsk-yaq
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ph4-3ba-cq0
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9yd-z27-r9c
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h7k-sre-445
title: Capra Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hq5-6p8-w15
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zzn-yrr-qnq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9xa-cy1-5sj
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fy8-34g-r92
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e4v-1tx-ke0
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lcw-ee5-4sy
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/56d-ws5-2p5
title: Leptodermella Rhumbler, 1935

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wmx-njk-xkm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.zequ6x
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001830-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6s85u
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is one of (Tamilnadu, Kerala)",
 "TaxonKey is Macaranga peltata"
 ]
}

 The dataset includes 88 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028753-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rehnmb
title: Occurrence Download

description: A dataset containing 79897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2010-2020",
 "HasCoordinate is true",
 "TaxonKey is Lycopodiaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 79897 records from 457 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048524-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnaahg
title: Occurrence Download

description: A dataset containing 89661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1962-2018",
 "HasCoordinate is true",
 "TaxonKey is Cyatheaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 89661 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026039-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2j27x
title: Occurrence Download

description: A dataset containing 5258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gyrostemonaceae"
 ]
}

 The dataset includes 5258 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036162-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4j7yx
title: Occurrence Download

description: A dataset containing 72880 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2011-2020",
 "TaxonKey is Polygalaceae"
 ]
}

 The dataset includes 72880 records from 645 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048572-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wemcqh
title: Occurrence Download

description: A dataset containing 2194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xylomelum Sm.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2194 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094271-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6zd6s
title: Occurrence Download

description: A dataset containing 23582 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Nothofagus truncata (Colenso) Cockayne",
 "TaxonKey is Nothofagus fusca (Hook.f.) Oerst.",
 "TaxonKey is Nothofagus alessandrii Espinosa",
 "TaxonKey is Nothofagus gunnii (Hook.f.) Oerst.",
 "TaxonKey is Nothofagus solandri (Hook.f.) Oerst."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23582 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015010-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xuzxlu
title: Occurrence Download

description: A dataset containing 12259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Santalum L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12259 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094319-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxuhwi
title: Occurrence Download

description: A dataset containing 63180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Restionaceae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 63180 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091024-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.youogc
title: Occurrence Download

description: A dataset containing 11124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysoxylum Blume",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11124 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014999-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2f97r2
title: Occurrence Download

description: A dataset containing 311 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratophrys cranwelli Barrio, 1980"
 ]
}

 The dataset includes 311 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080414-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rn6uz
title: Occurrence Download

description: A dataset containing 5434 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campephilus leucopogon (Valenciennes, 1826)"
 ]
}

 The dataset includes 5434 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080451-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc8rk5
title: Occurrence Download

description: A dataset containing 5145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Akodon azarae (Fischer, 1829)"
 ]
}

 The dataset includes 5145 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000170-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15276583
title: Data and Codes for the paper "Global Warming–Driven Decline in Phytoplankton Biomass in the Tropical Pacific Identified from Satellite Records"

description: This dataset includes the primary Data and Codes for the paper "Global Warming–Driven Decline in Phytoplankton Biomass in the Tropical Pacific Identified from Satellite Records" by Lei Lin et al. (2025) in JGR-Biogeosciences.
DOI: 10.5281/zenodo.15276584
title: Data and Codes for the paper "Global Warming–Driven Decline in Phytoplankton Biomass in the Tropical Pacific Identified from Satellite Records"

description: This dataset includes the primary Data and Codes for the paper "Global Warming–Driven Decline in Phytoplankton Biomass in the Tropical Pacific Identified from Satellite Records" by Lei Lin et al. (2025) in JGR-Biogeosciences.
DOI: 10.15468/dl.gez2b9
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cucurbita ecuadorensis Cutler & Whitaker"
 ]
}

 The dataset includes 37 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000171-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muqkqd
title: Occurrence Download

description: A dataset containing 801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Houttuynia cordata",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 801 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085294-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9t765
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castanopsis rufotomentosa Hu"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027442-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3uvv8
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Noctilionidae"
 ]
}

 The dataset includes 105 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027441-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycurv2
title: Occurrence Download

description: A dataset containing 440740 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 Numenius americanus Bechstein, 1812",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 440740 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027431-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/xgzb-6s98
title: "REH-MI: EEG Motor Imagery Dataset from the Same Limb for Rehabilitation Applications"

description: "The REH-MI dataset is an EEG motor imagery (MI) dataset developed for rehabilitation-oriented research. It comprises 9,180 trials recorded using a 32-channel Emotiv EPOC Flex headset from 18 healthy, right-handed male participants across two sessions. Each trial corresponds to one of four right-hand conditions: imagined finger movement, wrist movement, elbow flexion, or rest, totaling 510 trials per subject. The data collection protocol incorporated signal quality checks, including impedance monitoring and electrode placement verification, followed by bad-trial flagging and classification-based validity checks after recording. REH-MI addresses the scarcity of same-limb MI datasets aimed at post-stroke rehabilitation and is expected to support studies in BCI-driven neurorehabilitation, assistive technology, and motor-function decoding."
DOI: 10.7266/n75q4t2j
title: Hydrocarbons and the concentrations of dissolved carbon and nutrients for microcosms
DOI: 10.15468/dl.evu653
title: Occurrence Download

description: A dataset containing 7823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Geometry POLYGON((-79.30255 -1.69599,-78.93444 -2.69206,-77.56206 -2.28724,-76.93148 -1.86922,-77.51613 -0.98142,-78.62046 -1.06804,-79.30255 -1.69599))",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 7823 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027443-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3pdhs
title: Occurrence Download

description: A dataset containing 146611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2025-2025"
 ]
}

 The dataset includes 146611 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027440-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15392849
title: Characteristics of emotional and life satisfaction of depressed groups in the Chinese cultural context: a machine learning based study

description: All the data in this article, including the results of word frequency analysis and happiness prediction of the control and experimental groups
DOI: 10.5281/zenodo.15392850
title: Characteristics of emotional and life satisfaction of depressed groups in the Chinese cultural context: a machine learning based study

description: All the data in this article, including the results of word frequency analysis and happiness prediction of the control and experimental groups