cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2crsk7
title: Occurrence Download

description: A dataset containing 2372 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Patiriella regularis (Verrill, 1867), Asterina regularis Verrill, 1867)"
 ]
}

 The dataset includes 2372 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009927-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-11138
title: Put' = Voie = [The way], no. 21 (April 1930)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.qya5w4
title: Occurrence Download

description: A dataset containing 1590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sarea difformis (Fr.) Fr., Satureja hortensis L.)",
 "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 1590 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252379-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fganzw
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontodon hispidus"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024826-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17050748
title: Tai nguyen giao dục mở
title: NGUYEN TAT THANH
DOI: 10.5281/zenodo.17050749
title: Tai nguyen giao dục mở
title: NGUYEN TAT THANH
DOI: 10.57760/sciencedb.27417
title: 16S rRNA and ITS amplicon sequencing data of soil and plant microbiomes from a maize-soybean intercropping system in Changtu County
title: 辽宁省昌图县玉米-大豆间作系统中土壤和植物微生物组的16S rRNA和ITS扩增子测序数据

description: This dataset comprises 16S rRNA (bacterial) and ITS (fungal) amplicon sequencing data of soil and plant-associated microbial communities under maize-soybean intercropping patterns in Changtu County, Liaoning Province.
description: This dataset comprises 16S rRNA (bacterial) and ITS (fungal) amplicon sequencing data of soil and plant-associated microbial communities under maize-soybean intercropping patterns in Changtu County, Liaoning Province.
DOI: 10.57760/sciencedb.27127
title: Dual-Teacher Multimodal Fusion for Depression Detection
title: Dual-Teacher Multimodal Fusion for Depression Detection

description: Depression affects over 264 million people worldwide and is a leading cause of disability. Existing machine learning approaches for analyzing behavioral data—including electronic health records, wearable devices, and social media—remain constrained by unimodal paradigms. Language models often ignore paralinguistic biomarkers such as speech prosody, while audio-based methods overlook semantic context, leaving critical cross-modal interactions unexploited. Here, we introduce a Teacher-Student Architecture-based Multimodal Fusion Network (TSA-MFN) that fundamentally advances depression classification. Dual specialized teacher models extract high-confidence text semantics and audio biomarkers, which are integrated by a student network through multi-head attention mechanisms. Fusion weights are dynamically computed via learnable similarity matrices, and a hybrid loss function balances knowledge transfer with classification optimization, enabling phased teacher-student synergy during training. TSA-MFN achieves a 99.1% F1-score on the DAIC-WOZ dataset, surpassing unimodal baselines by 18.7% and conventional fusion models by 12.4%, with ablation studies confirming the contribution of each component. By combining dual-teacher guidance with adaptive similarity-based fusion, this framework establishes a new paradigm for interpretable and balanced multimodal learning in mental health analytics.
description: Depression affects over 264 million people worldwide and is a leading cause of disability. Existing machine learning approaches for analyzing behavioral data—including electronic health records, wearable devices, and social media—remain constrained by unimodal paradigms. Language models often ignore paralinguistic biomarkers such as speech prosody, while audio-based methods overlook semantic context, leaving critical cross-modal interactions unexploited. Here, we introduce a Teacher-Student Architecture-based Multimodal Fusion Network (TSA-MFN) that fundamentally advances depression classification. Dual specialized teacher models extract high-confidence text semantics and audio biomarkers, which are integrated by a student network through multi-head attention mechanisms. Fusion weights are dynamically computed via learnable similarity matrices, and a hybrid loss function balances knowledge transfer with classification optimization, enabling phased teacher-student synergy during training. TSA-MFN achieves a 99.1% F1-score on the DAIC-WOZ dataset, surpassing unimodal baselines by 18.7% and conventional fusion models by 12.4%, with ablation studies confirming the contribution of each component. By combining dual-teacher guidance with adaptive similarity-based fusion, this framework establishes a new paradigm for interpretable and balanced multimodal learning in mental health analytics.
DOI: 10.57760/sciencedb.27416
title: Drought-induced plant dominance shift amplifies functional niche differentiation in steppe communities
title: Drought-induced plant dominance shift amplifies functional niche differentiation in steppe communities

description: Trait-based studies on community assembly under environmental change often overlook intraspecific trait variation (ITV), though it matters considerably in modulating community dynamics. By simulating extreme droughts in a temperate steppe, we integrated ITV and interspecific trait variation to examine how drought alters functional niche structure and underlying mechanisms. Drought shifted communities toward conservative resource-use strategies and reduced total trait space and interspecific trait overlap, while ITV remained stable. These changes were driven primarily by species loss and increases in dominance of fewer species, with negligible effects of intraspecific trait plasticity or species turnover. Communities with fewer but more dominant species exhibited smaller trait overlap. Our findings challenge the paradigm of trait convergence under environmental filtering. Instead, drought-induced diversity loss amplifies functional niche differentiation, underscoring the critical role of species reorganization—through non-random species losses and dominance shifts—rather than intraspecific trait plasticity, in mediating community assembly under climate extremes.
description: Trait-based studies on community assembly under environmental change often overlook intraspecific trait variation (ITV), though it matters considerably in modulating community dynamics. By simulating extreme droughts in a temperate steppe, we integrated ITV and interspecific trait variation to examine how drought alters functional niche structure and underlying mechanisms. Drought shifted communities toward conservative resource-use strategies and reduced total trait space and interspecific trait overlap, while ITV remained stable. These changes were driven primarily by species loss and increases in dominance of fewer species, with negligible effects of intraspecific trait plasticity or species turnover. Communities with fewer but more dominant species exhibited smaller trait overlap. Our findings challenge the paradigm of trait convergence under environmental filtering. Instead, drought-induced diversity loss amplifies functional niche differentiation, underscoring the critical role of species reorganization—through non-random species losses and dominance shifts—rather than intraspecific trait plasticity, in mediating community assembly under climate extremes.
DOI: 10.15468/dl.weh8sw
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia hyssopifolia",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024827-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrehak
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Rhodnius prolixus"
 ]
}

 The dataset includes 347 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024829-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6jd6r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia hyssopifolia",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024828-250827131500795/datasets/export for details.
DOI: 10.15468/dl.knhmjf
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-30 81, 50 81, 50 12, -30 12, -30 81))",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)",
 "TaxonKey is one of (Escharella labiosa)"
 ]
}

 The dataset includes 40 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024830-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbnu7z
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia hyssopifolia",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024831-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sk67z3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus microphyllus"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024832-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.354nak
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemiancistrus votouro)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024833-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkv2u7
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-30 81, 50 81, 50 12, -30 12, -30 81))",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)",
 "TaxonKey is one of (Eudendrium arbuscula)"
 ]
}

 The dataset includes 115 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024834-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tb7sea
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia hyssopifolia",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024835-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vc8fcg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia hyssopifolia",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024836-250827131500795/datasets/export for details.
DOI: 10.15468/dl.vj79x5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia hyssopifolia",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024837-250827131500795/datasets/export for details.
DOI: 10.15468/dl.wa89tc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosa multiflora"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024838-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ayab7x
title: Occurrence Download

description: A dataset containing 92629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus",
 "Geometry POLYGON ((-17.62504 -34.81917, 51.13387 -34.81917, 51.13387 37.34999, -17.62504 37.34999, -17.62504 -34.81917))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 92629 records from 383 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024786-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzjx59
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia hyssopifolia",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024841-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ws65ax
title: Occurrence Download

description: A dataset containing 1308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia hyssopifolia",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1308 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024842-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96xghc
title: Occurrence Download

description: A dataset containing 2710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-30 81, 50 81, 50 12, -30 12, -30 81))",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)",
 "TaxonKey is one of (Eulalia viridis)"
 ]
}

 The dataset includes 2710 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024839-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w25xe8
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nothobranchius ivanovae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024844-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25232t
title: Occurrence Download

description: A dataset containing 23926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Sabulina verna verna"
 ]
}

 The dataset includes 23926 records from 284 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024840-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwjt7w
title: Occurrence Download

description: A dataset containing 11582 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Paracalanus parvus"
 ]
}

 The dataset includes 11582 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024845-250827131500795/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/12956119
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.j22pp3
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((139.03182 -39.80912,151.02681 -39.80912,151.02681 -37.05549,139.03182 -37.05549,139.03182 -39.80912))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eubalaena australis",
 "Year 2020-2024"
 ]
}

 The dataset includes 299 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024847-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdpf89
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pycreus elegantulus",
 "Geometry POLYGON ((-17.62504 -34.81917, 51.13387 -34.81917, 51.13387 37.34999, -17.62504 37.34999, -17.62504 -34.81917))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 101 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024848-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn3uht
title: Occurrence Download

description: A dataset containing 6176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-30 81, 50 81, 50 12, -30 12, -30 81))",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)",
 "TaxonKey is one of (Eumida sanguinea)"
 ]
}

 The dataset includes 6176 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024849-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4n6c8
title: Occurrence Download

description: A dataset containing 32084 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Margaritifera"
 ]
}

 The dataset includes 32084 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024846-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2y4uh
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Australia",
 "Geometry POLYGON((138.59086 -39.37711,151.08974 -39.37711,151.08974 -37.16727,138.59086 -37.16727,138.59086 -39.37711))",
 "TaxonKey is Arctocephalus pusillus",
 "Year 2020-2024"
 ]
}

 The dataset includes 225 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024850-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckwcyn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blitum spathulatum",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024851-250827131500795/datasets/export for details.
DOI: 10.15468/dl.3hcxgf
title: Occurrence Download

description: A dataset containing 752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schoenoplectus corymbosus",
 "Geometry POLYGON ((-17.62504 -34.81917, 51.13387 -34.81917, 51.13387 37.34999, -17.62504 37.34999, -17.62504 -34.81917))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 752 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024852-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.