cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.j8z74z
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cinnagrostis deserticola (Phil.) P.M.Peterson, Soreng, Romasch. & Barberá"
 ]
}

 The dataset includes 245 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153036-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7hf87
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Chile",
 "TaxonKey is Falco peregrinus Tunstall, 1771"
 ]
}

 The dataset includes 88 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219368-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y23yfc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is one of (Sacatepequez, Sacatep_quez, Sacatepaquez, Sacatepeque, Sacatepequea, Sacatepeques, Sacatepequez Department, Sacatepequez Dept., Sacatepequez Province, Sacatepequez gca)",
 "TaxonKey is Rhadinella godmani (Günther, 1865)",
 "Year 1990-2024"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084049-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esvbuo
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((16.89963 48.60703,16.981 48.60703,16.981 48.63141,16.89963 48.63141,16.89963 48.60703))"
 ]
}

 The dataset includes 233 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003355-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c956s6
title: Occurrence Download

description: A dataset containing 171074 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arabidopsis thaliana (L.) Heynh.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 171074 records from 841 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027720-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7g5juh
title: Occurrence Download

description: A dataset containing 9733 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus humboldtii Bonpl."
 ]
}

 The dataset includes 9733 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019019-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzse7d
title: Occurrence Download

description: A dataset containing 4863 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parkinsonia aculeata L."
 ]
}

 The dataset includes 4863 records from 255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012945-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-02.1945831/2362850
title: Data for EMSL Project 50076 from February 2020
DOI: 10.15468/dl.zq7spt
title: Occurrence Download

description: A dataset containing 3171728 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orobanchaceae"
 ]
}

 The dataset includes 3171728 records from 3546 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007758-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/20844
title: Chandra X-ray Observatory ObsId 20844

description: Chandra/HETG Observations of NGC1275
DOI: 10.25574/49602
title: Chandra X-ray Observatory ObsId 49602
DOI: 10.25574/49595
title: Chandra X-ray Observatory ObsId 49595
DOI: 10.25574/49596
title: Chandra X-ray Observatory ObsId 49596
DOI: 10.25574/49589
title: Chandra X-ray Observatory ObsId 49589
DOI: 10.25574/49588
title: Chandra X-ray Observatory ObsId 49588
DOI: 10.5281/zenodo.10453918
title: Dataset Cntnap2 - SxP

description: Electrophysiology data from EAr implanted KO and C57 mice while they performed sex preference task. These raw data was further analyzed using DeepPhenotyping codes shared in 10.5281/zenodo.10232645.
DOI: 10.5281/zenodo.10453919
title: Dataset Cntnap2 - SxP

description: Electrophysiology data from EAr implanted KO and C57 mice while they performed sex preference task. These raw data was further analyzed using DeepPhenotyping codes shared in 10.5281/zenodo.10232645.
DOI: 10.25574/20730
title: Chandra X-ray Observatory ObsId 20730

description: HETG Spectroscopy of the Ultra-Luminous X-ray Source NGC 1313 X-1
DOI: 10.25574/20885
title: Chandra X-ray Observatory ObsId 20885

description: HETG Spectroscopy of the Ultra-Luminous X-ray Source NGC 1313 X-1
DOI: 10.25574/49582
title: Chandra X-ray Observatory ObsId 49582
DOI: 10.25574/49578
title: Chandra X-ray Observatory ObsId 49578
DOI: 10.25574/49581
title: Chandra X-ray Observatory ObsId 49581
DOI: 10.25574/49573
title: Chandra X-ray Observatory ObsId 49573
DOI: 10.25574/49577
title: Chandra X-ray Observatory ObsId 49577
DOI: 10.1594/pangaea.771160
title: (Table 4) Relative abundances of benthic foraminifera in ODP Hole 128-799B

description: Percentages were not calculated for samples containing less than 10 specimens (#1 = occurrence of the taxon in these samples).
DOI: 10.25574/20886
title: Chandra X-ray Observatory ObsId 20886

description: HETG Spectroscopy of the Ultra-Luminous X-ray Source NGC 1313 X-1
DOI: 10.25574/19933
title: Chandra X-ray Observatory ObsId 19933

description: HETG Spectroscopy of the Ultra-Luminous X-ray Source NGC 1313 X-1
DOI: 10.25574/49567
title: Chandra X-ray Observatory ObsId 49567
DOI: 10.25574/49571
title: Chandra X-ray Observatory ObsId 49571
DOI: 10.25574/20624
title: Chandra X-ray Observatory ObsId 20624

description: Probing the accretion flow and emission-line regions of M81, the nearest broad-lined low-luminosity AGN
DOI: 10.25574/49560
title: Chandra X-ray Observatory ObsId 49560
DOI: 10.25574/49566
title: Chandra X-ray Observatory ObsId 49566
DOI: 10.25574/49553
title: Chandra X-ray Observatory ObsId 49553
DOI: 10.25574/49558
title: Chandra X-ray Observatory ObsId 49558
DOI: 10.1594/pangaea.75808
title: Total foraminifera counts of multinet M42/3_MSN1364
DOI: 10.25574/49543
title: Chandra X-ray Observatory ObsId 49543
DOI: 10.25574/49550
title: Chandra X-ray Observatory ObsId 49550
DOI: 10.25574/49541
title: Chandra X-ray Observatory ObsId 49541
DOI: 10.25574/19782
title: Chandra X-ray Observatory ObsId 19782

description: The Narrow Fe K Line in 4U 1626-67
DOI: 10.25574/49536
title: Chandra X-ray Observatory ObsId 49536
DOI: 10.25574/49534
title: Chandra X-ray Observatory ObsId 49534
DOI: 10.25574/49517
title: Chandra X-ray Observatory ObsId 49517
DOI: 10.25574/20909
title: Chandra X-ray Observatory ObsId 20909

description: The Narrow Fe K Line in 4U 1626-67
DOI: 10.1594/pangaea.71237
title: Total foraminifera counts from multinet M31/2_MSN894
DOI: 10.25574/49515
title: Chandra X-ray Observatory ObsId 49515
DOI: 10.25574/49508
title: Chandra X-ray Observatory ObsId 49508
DOI: 10.25574/49501
title: Chandra X-ray Observatory ObsId 49501
DOI: 10.25574/49506
title: Chandra X-ray Observatory ObsId 49506
DOI: 10.25574/49500
title: Chandra X-ray Observatory ObsId 49500
DOI: 10.25574/49494
title: Chandra X-ray Observatory ObsId 49494
DOI: 10.25574/49495
title: Chandra X-ray Observatory ObsId 49495
DOI: 10.25574/49491
title: Chandra X-ray Observatory ObsId 49491
DOI: 10.25574/49484
title: Chandra X-ray Observatory ObsId 49484
DOI: 10.25574/49489
title: Chandra X-ray Observatory ObsId 49489
DOI: 10.25574/49482
title: Chandra X-ray Observatory ObsId 49482
DOI: 10.25574/49475
title: Chandra X-ray Observatory ObsId 49475
DOI: 10.25574/49467
title: Chandra X-ray Observatory ObsId 49467
DOI: 10.25574/49474
title: Chandra X-ray Observatory ObsId 49474
DOI: 10.25574/49466
title: Chandra X-ray Observatory ObsId 49466
DOI: 10.25574/49460
title: Chandra X-ray Observatory ObsId 49460
DOI: 10.25574/49455
title: Chandra X-ray Observatory ObsId 49455
DOI: 10.25574/49459
title: Chandra X-ray Observatory ObsId 49459
DOI: 10.25574/49450
title: Chandra X-ray Observatory ObsId 49450
DOI: 10.25574/49454
title: Chandra X-ray Observatory ObsId 49454
DOI: 10.25574/49449
title: Chandra X-ray Observatory ObsId 49449
DOI: 10.25574/49447
title: Chandra X-ray Observatory ObsId 49447
DOI: 10.25574/49441
title: Chandra X-ray Observatory ObsId 49441
DOI: 10.25574/49446
title: Chandra X-ray Observatory ObsId 49446
DOI: 10.25574/49438
title: Chandra X-ray Observatory ObsId 49438
DOI: 10.25574/49440
title: Chandra X-ray Observatory ObsId 49440
DOI: 10.25574/49437
title: Chandra X-ray Observatory ObsId 49437
DOI: 10.25574/49431
title: Chandra X-ray Observatory ObsId 49431
DOI: 10.1594/pangaea.55689
title: Dinoflagellate cysts of sediments core IOW211660-6
DOI: 10.25574/49430
title: Chandra X-ray Observatory ObsId 49430
DOI: 10.1594/pangaea.131511
title: Nano and microzooplankton abundance and biomass at station NBP96-04A-06-2
DOI: 10.25574/49426
title: Chandra X-ray Observatory ObsId 49426
DOI: 10.25574/49421
title: Chandra X-ray Observatory ObsId 49421
DOI: 10.25574/49425
title: Chandra X-ray Observatory ObsId 49425
DOI: 10.25574/19930
title: Chandra X-ray Observatory ObsId 19930

description: HETG Spectroscopy of the Ultra-Luminous X-ray Source NGC 1313 X-1
DOI: 10.25574/49415
title: Chandra X-ray Observatory ObsId 49415
DOI: 10.25574/49420
title: Chandra X-ray Observatory ObsId 49420
DOI: 10.25574/49411
title: Chandra X-ray Observatory ObsId 49411
DOI: 10.25574/49414
title: Chandra X-ray Observatory ObsId 49414
DOI: 10.25574/20982
title: Chandra X-ray Observatory ObsId 20982

description: AO-19 Big Dither Observation of Mkn421
DOI: 10.25574/49410
title: Chandra X-ray Observatory ObsId 49410
DOI: 10.25574/49407
title: Chandra X-ray Observatory ObsId 49407
DOI: 10.25574/49403
title: Chandra X-ray Observatory ObsId 49403
DOI: 10.25574/49406
title: Chandra X-ray Observatory ObsId 49406
DOI: 10.1594/pangaea.704583
title: Phytoplankton abundance and species composition in the Gulf of Naples in March 1999 at Station MCSSI-phyto57-65

description: Samples were collected with use of Niskin bottles and immediately fixed with formaldehyde (0.8-1.6% final concentration) for species identification and counts.
DOI: 10.25574/20719
title: Chandra X-ray Observatory ObsId 20719

description: AO-19 Big Dither Observation of Mkn421
DOI: 10.25574/20983
title: Chandra X-ray Observatory ObsId 20983

description: AO-19 Big Dither Observation of Mkn421
DOI: 10.25574/20720
title: Chandra X-ray Observatory ObsId 20720

description: AO-19 Big Dither Observation of Mkn421
DOI: 10.25574/49398
title: Chandra X-ray Observatory ObsId 49398
DOI: 10.25574/49402
title: Chandra X-ray Observatory ObsId 49402
DOI: 10.25574/20721
title: Chandra X-ray Observatory ObsId 20721

description: AO-19 Big Dither Observation of Mkn421
DOI: 10.25574/20984
title: Chandra X-ray Observatory ObsId 20984

description: AO-19 Big Dither Observation of Mkn421
DOI: 10.25574/49392
title: Chandra X-ray Observatory ObsId 49392
DOI: 10.25574/20985
title: Chandra X-ray Observatory ObsId 20985

description: AO-19 Big Dither Observation of Mkn421
DOI: 10.1594/pangaea.57775
title: Planktic foraminifera counts of sediment core PS2644-5
DOI: 10.25574/49388
title: Chandra X-ray Observatory ObsId 49388
DOI: 10.25574/49391
title: Chandra X-ray Observatory ObsId 49391
DOI: 10.25574/49384
title: Chandra X-ray Observatory ObsId 49384
DOI: 10.25574/49387
title: Chandra X-ray Observatory ObsId 49387
DOI: 10.25574/49382
title: Chandra X-ray Observatory ObsId 49382
DOI: 10.25574/49383
title: Chandra X-ray Observatory ObsId 49383
DOI: 10.25574/49381
title: Chandra X-ray Observatory ObsId 49381
DOI: 10.25574/49378
title: Chandra X-ray Observatory ObsId 49378
DOI: 10.25574/49374
title: Chandra X-ray Observatory ObsId 49374
DOI: 10.25574/49377
title: Chandra X-ray Observatory ObsId 49377
DOI: 10.25574/49370
title: Chandra X-ray Observatory ObsId 49370
DOI: 10.25574/49373
title: Chandra X-ray Observatory ObsId 49373
DOI: 10.25574/49366
title: Chandra X-ray Observatory ObsId 49366
DOI: 10.25574/49369
title: Chandra X-ray Observatory ObsId 49369
DOI: 10.25574/49365
title: Chandra X-ray Observatory ObsId 49365
DOI: 10.25574/49361
title: Chandra X-ray Observatory ObsId 49361
DOI: 10.25574/49357
title: Chandra X-ray Observatory ObsId 49357
DOI: 10.25574/49360
title: Chandra X-ray Observatory ObsId 49360
DOI: 10.25574/49353
title: Chandra X-ray Observatory ObsId 49353
DOI: 10.25574/49356
title: Chandra X-ray Observatory ObsId 49356
DOI: 10.25574/49352
title: Chandra X-ray Observatory ObsId 49352
DOI: 10.25574/49351
title: Chandra X-ray Observatory ObsId 49351
DOI: 10.25574/49348
title: Chandra X-ray Observatory ObsId 49348
DOI: 10.25574/49350
title: Chandra X-ray Observatory ObsId 49350
DOI: 10.15468/iyct8p
title: Données naturalistes (Rhopalocères et Zygènes) de François FOURNIER (indépendant)
DOI: 10.25574/49343
title: Chandra X-ray Observatory ObsId 49343
DOI: 10.25574/49347
title: Chandra X-ray Observatory ObsId 49347
DOI: 10.25574/49338
title: Chandra X-ray Observatory ObsId 49338
DOI: 10.25574/49331
title: Chandra X-ray Observatory ObsId 49331
DOI: 10.25574/49308
title: Chandra X-ray Observatory ObsId 49308
DOI: 10.15468/dl.uh74b5
title: Occurrence Download

description: A dataset containing 853713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is December",
 "Year 2023-2024"
 ]
}

 The dataset includes 853713 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034901-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/49300
title: Chandra X-ray Observatory ObsId 49300
DOI: 10.25574/49307
title: Chandra X-ray Observatory ObsId 49307
DOI: 10.25574/49295
title: Chandra X-ray Observatory ObsId 49295
DOI: 10.25574/49299
title: Chandra X-ray Observatory ObsId 49299
DOI: 10.1594/pangaea.58094
title: Spores and dinoflagellates of Site 175-1075
DOI: 10.25574/49291
title: Chandra X-ray Observatory ObsId 49291
DOI: 10.25574/49294
title: Chandra X-ray Observatory ObsId 49294
DOI: 10.15468/dl.mjljms
title: Occurrence Download

description: A dataset containing 5611496 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Year 1960-2019",
 "HasCoordinate is true",
 "TaxonKey is Cyperaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5611496 records from 1372 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003294-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/49286
title: Chandra X-ray Observatory ObsId 49286
DOI: 10.25574/49290
title: Chandra X-ray Observatory ObsId 49290
DOI: 10.25574/49284
title: Chandra X-ray Observatory ObsId 49284
DOI: 10.25574/49281
title: Chandra X-ray Observatory ObsId 49281
DOI: 10.25574/21083
title: Chandra X-ray Observatory ObsId 21083

description: Wind energetic and dust scattering halo in Swift J1658.2-4242
DOI: 10.25574/49277
title: Chandra X-ray Observatory ObsId 49277
DOI: 10.25574/49280
title: Chandra X-ray Observatory ObsId 49280
DOI: 10.25574/49273
title: Chandra X-ray Observatory ObsId 49273
DOI: 10.25574/49275
title: Chandra X-ray Observatory ObsId 49275
DOI: 10.25574/49267
title: Chandra X-ray Observatory ObsId 49267
DOI: 10.25574/49271
title: Chandra X-ray Observatory ObsId 49271
DOI: 10.25574/49266
title: Chandra X-ray Observatory ObsId 49266
DOI: 10.25574/49263
title: Chandra X-ray Observatory ObsId 49263
DOI: 10.15468/dl.nxnemg
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Year 1961-2019",
 "Geometry POLYGON((53 -90,180 -90,180 90,53 90,53 -90))",
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Platycarya strobilacea var. kawakamii Hayata",
 "TaxonKey is Platycarya strobilacea f. coreana (Miq.) W.T.Lee",
 "TaxonKey is Platycarya strobilacea var. coreana Miq.",
 "TaxonKey is Platycarya strobilacea Siebold & Zucc."
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 368 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003302-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/49258
title: Chandra X-ray Observatory ObsId 49258
DOI: 10.25574/49262
title: Chandra X-ray Observatory ObsId 49262
DOI: 10.25574/20191
title: Chandra X-ray Observatory ObsId 20191

description: Winds and jets in GX 13+1: a multi-wavelength campaign
DOI: 10.25574/49257
title: Chandra X-ray Observatory ObsId 49257
DOI: 10.25574/49254
title: Chandra X-ray Observatory ObsId 49254
DOI: 10.25574/49249
title: Chandra X-ray Observatory ObsId 49249
DOI: 10.25574/49253
title: Chandra X-ray Observatory ObsId 49253
DOI: 10.25574/49245
title: Chandra X-ray Observatory ObsId 49245
DOI: 10.25574/49248
title: Chandra X-ray Observatory ObsId 49248
DOI: 10.25574/49241
title: Chandra X-ray Observatory ObsId 49241
DOI: 10.25574/49244
title: Chandra X-ray Observatory ObsId 49244
DOI: 10.25574/49237
title: Chandra X-ray Observatory ObsId 49237
DOI: 10.25574/49240
title: Chandra X-ray Observatory ObsId 49240
DOI: 10.25574/49236
title: Chandra X-ray Observatory ObsId 49236
DOI: 10.25574/20192
title: Chandra X-ray Observatory ObsId 20192

description: Winds and jets in GX 13+1: a multi-wavelength campaign
DOI: 10.25574/49232
title: Chandra X-ray Observatory ObsId 49232
DOI: 10.25574/49224
title: Chandra X-ray Observatory ObsId 49224
DOI: 10.25574/49230
title: Chandra X-ray Observatory ObsId 49230
DOI: 10.25574/20791
title: Chandra X-ray Observatory ObsId 20791

description: Measure Si K and Fe L edges in 4U 1636-53
DOI: 10.25574/49219
title: Chandra X-ray Observatory ObsId 49219
DOI: 10.25574/49223
title: Chandra X-ray Observatory ObsId 49223
DOI: 10.25574/21099
title: Chandra X-ray Observatory ObsId 21099

description: Measure Si K and Fe L edges in 4U 1636-53
DOI: 10.25574/21100
title: Chandra X-ray Observatory ObsId 21100

description: Measure Si K and Fe L edges in 4U 1636-53
DOI: 10.25574/49215
title: Chandra X-ray Observatory ObsId 49215
DOI: 10.25574/49218
title: Chandra X-ray Observatory ObsId 49218
DOI: 10.25574/49211
title: Chandra X-ray Observatory ObsId 49211
DOI: 10.25574/49214
title: Chandra X-ray Observatory ObsId 49214
DOI: 10.25574/49206
title: Chandra X-ray Observatory ObsId 49206
DOI: 10.25574/49210
title: Chandra X-ray Observatory ObsId 49210
DOI: 10.15468/dl.cu3poj
title: Occurrence Download

description: A dataset containing 13054 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Year 1961-2019",
 "HasCoordinate is true",
 "TaxonKey is Lygodium Sw.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13054 records from 239 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003303-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14708999
title: MOSTPLAS: A Self-correction Multi-label Learning Model for Plasmid Host Range Prediction

description: Plasmids play an essential role in horizontal gene transfer, aiding their host bacteria in acquiring beneficial traits like antibiotic and metal resistance. There exists some plasmids that can transfer, replicate or persist in multiple organisms. Identifying the relatively complete host range of these plasmids provides insights into how plasmids promote bacterial evolution. To achieve this, we can apply multi-label learning models for plasmid host range prediction. However, there are no databases providing the detailed and complete host labels of these broad-host-range (BHR) plasmids. Without adequate well-annotated training samples, learning models can fail to extract discriminative feature representations for plasmid host prediction.

 

To address this problem, we propose a self-correction multi-label learning model called MOSTPLAS. We design a pseudo label learning algorithm and a self-correction asymmetric loss to facilitate the training of multi-label learning model with samples containing some unknown missing labels. We conducted a series of experiments on NCBI RefSeq plasmid database, plasmids with experimentally determined host labels, Hi-C dataset and DoriC dataset. The benchmark results against other plasmid host range prediction tools demonstrated that MOSTPLAS recognized more host labels while keeping a high precision.
DOI: 10.5281/zenodo.14695969
title: MOSTPLAS: A Self-correction Multi-label Learning Model for Plasmid Host Range Prediction

description: Plasmids play an essential role in horizontal gene transfer, aiding their host bacteria in acquiring beneficial traits like antibiotic and metal resistance. There exists some plasmids that can transfer, replicate or persist in multiple organisms. Identifying the relatively complete host range of these plasmids provides insights into how plasmids promote bacterial evolution. To achieve this, we can apply multi-label learning models for plasmid host range prediction. However, there are no databases providing the detailed and complete host labels of these broad-host-range (BHR) plasmids. Without adequate well-annotated training samples, learning models can fail to extract discriminative feature representations for plasmid host prediction.

 

To address this problem, we propose a self-correction multi-label learning model called MOSTPLAS. We design a pseudo label learning algorithm and a self-correction asymmetric loss to facilitate the training of multi-label learning model with samples containing some unknown missing labels. We conducted a series of experiments on NCBI RefSeq plasmid database, plasmids with experimentally determined host labels, Hi-C dataset and DoriC dataset. The benchmark results against other plasmid host range prediction tools demonstrated that MOSTPLAS recognized more host labels while keeping a high precision.
DOI: 10.15468/dl.rux3je
title: Occurrence Download

description: A dataset containing 4407 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Excoecaria agallocha L."
 ]
}

 The dataset includes 4407 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005394-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.