cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.w4npds
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.778778 24.055399, 88.70187900000001 24.049822, 88.626892 24.03323, 88.555682 24.006035, 88.490016 23.968914, 88.43152000000001 23.922788, 88.381636 23.868802, 88.34159 23.808293, 88.312359 23.742761, 88.294648 23.673823, 88.288876 23.603182, 88.29516599999999 23.532578, 88.313344 23.463749, 88.342947 23.398384, 88.38323099999999 23.338088, 88.43319700000001 23.284336, 88.49161100000001 23.238445, 88.557039 23.201536, 88.627878 23.174509, 88.702397 23.158025, 88.778778 23.152485, 88.855159 23.158025, 88.929678 23.174509, 89.000517 23.201536, 89.065945 23.238445, 89.124359 23.284336, 89.174325 23.338088, 89.214609 23.398384, 89.244212 23.463749, 89.26239 23.532578, 89.26868 23.603182, 89.262908 23.673823, 89.245197 23.742761, 89.21596599999999 23.808293, 89.17592 23.868802, 89.126036 23.922788, 89.06753999999999 23.968914, 89.001874 24.006035, 88.93066399999999 24.03323, 88.855677 24.049822, 88.778778 24.055399))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007115-260120142942310/datasets/export for details.
DOI: 10.7284/166624
title: Gyrocompass data collected during research cruise SKQ202519S using a Kongsberg MGC R3 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166613
title: INS (Inertial Navigation System) data collected during research cruise SKQ202519S using a Kongsberg Seapath 380+ instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166627
title: INS (Inertial Navigation System) data collected during research cruise SKQ202519S using a Kongsberg Seapath 380+ instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166615
title: Meteorological Station data collected during research cruise SKQ202519S using a Paroscientific MET4A instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166937
title: Multibeam Echosounder data collected during research cruise SKQ202519S using a Kongsberg EM304 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166938
title: Multibeam Echosounder data collected during research cruise SKQ202519S using a Kongsberg EM304 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166607
title: Radiometer data collected during research cruise SKQ202519S using a Biospherical QSR-2150 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166620
title: Radiometer data collected during research cruise SKQ202519S using a KippZonen SMP21 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166621
title: Radiometer data collected during research cruise SKQ202519S using a KippZonen SGR4 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166630
title: Singlebeam Echosounder data collected during research cruise SKQ202519S using a Kongsberg TOPAS PS-18 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166631
title: Singlebeam Echosounder data collected during research cruise SKQ202519S using a Kongsberg TOPAS PS-18 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166629
title: Air Temperature data collected during research cruise SKQ202519S using a HEITRONICS CT09.85 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.60893/figshare.jor.30929630
title: Supplementary Material

description: The supplementary material provides additional information supporting the main text. It includes the optimum \alpha values obtained by minimizing the mean-squared error (MSE) for the linear fit for µ = ∞ (Fig. S1) and µ = 1 (Fig. S7). Additional plots of the order parameter and Pm,rig for other jammed cases encountered in the study are shown in Figs. S5 and S6. Rheological and order parameter data for µ = 1 are presented in Figs. S7 and S8. Fit parameters φm and k for all cases considered are tabulated in Tables S1 and S3.
DOI: 10.60893/figshare.jor.30929630.v1
title: Supplementary Material

description: The supplementary material provides additional information supporting the main text. It includes the optimum \alpha values obtained by minimizing the mean-squared error (MSE) for the linear fit for µ = ∞ (Fig. S1) and µ = 1 (Fig. S7). Additional plots of the order parameter and Pm,rig for other jammed cases encountered in the study are shown in Figs. S5 and S6. Rheological and order parameter data for µ = 1 are presented in Figs. S7 and S8. Fit parameters φm and k for all cases considered are tabulated in Tables S1 and S3.
DOI: 10.7284/166609
title: Water Temperature data collected during research cruise SKQ202519S using a HEITRONICS CT15.10 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166614
title: Water Temperature data collected during research cruise SKQ202519S using a SeaBird SBE-38 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.15468/dl.wc9vuu
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.02501599999999 23.344448, 88.948532 23.338871, 88.873949 23.322279, 88.803122 23.295085, 88.737808 23.257964, 88.67962199999999 23.211838, 88.63 23.157851, 88.59016200000001 23.097341, 88.56107900000001 23.031805, 88.543454 22.962863, 88.53770400000001 22.892216, 88.543952 22.821605, 88.562027 22.752768, 88.591466 22.687394, 88.631534 22.627089, 88.681234 22.573329, 88.739341 22.527429, 88.804427 22.490513, 88.874897 22.463481, 88.94902999999999 22.446993, 89.02501599999999 22.441452, 89.10100199999999 22.446993, 89.175135 22.463481, 89.245605 22.490513, 89.31069100000001 22.527429, 89.368798 22.573329, 89.418498 22.627089, 89.458566 22.687394, 89.488005 22.752768, 89.50608 22.821605, 89.512328 22.892216, 89.506578 22.962863, 89.488953 23.031805, 89.45987 23.097341, 89.42003200000001 23.157851, 89.37041000000001 23.211838, 89.312224 23.257964, 89.24691 23.295085, 89.17608300000001 23.322279, 89.1015 23.338871, 89.02501599999999 23.344448))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 48 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007116-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7284/166626
title: Water Temperature data collected during research cruise SKQ202519S using a SeaBird SBE-38 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166608
title: TSG (Thermosalinograph) data collected during research cruise SKQ202519S using a SeaBird SBE-45 instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166939
title: Wave Radar data collected during research cruise SKQ202519S using a OceanWaveS WaMoS instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166940
title: Wave Radar data collected during research cruise SKQ202519S using a OceanWaveS WaMoS instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5281/zenodo.18349277
title: TABLE 1 in A new species of Aphis Linnaeus, 1758 (Hemiptera: Aphididae) from northwestern Türkiye

description: TABLE 1. Metric characteristics of Aphis dardanelliensis sp. nov. Measurements are given in millimetres. Mean value in measurements are bolded.
CharacterApterous viviparous females (n=21)HolotypeBody length1.259–1.840 1.4261.408Body width0.674–1.110 0.8530.931Antenna length0.863–1.391 1.0661.088Antennal segment I length0.039–0.062 0.0510.057Antennal segment II length0.039–0.075 0.0570.068Antennal segment III length0.179–0.319 0.2270.232Maximal setal length on antennal0.030–0.0530.046segment III0.044Antennal segment IV length0.121–0.248 0.1610.156Antennal segment V length0.143–0.245 0.1790.179Base of antennal segment VI length0.084–0.128 0.1020.108Processus terminalis length0.247–0.330 0.2890.288Antennal segment VI length0.336–0.451 0.3930.395Head width0.383–0.495 0.4160.428Maximal setal length on frons0.056–0.074 0.0630.074Rostrum length0.600–0.864 0.6840.779Ultimate rostral segments IV and V length0.152–0.180 0.1650.158Posterior setal length on middle trochanter0.057–0.077 0.0670.074Posterior setal length on hind trochanter0.057–0.088 0.0720.086Hind femur length0.343–0.639 0.4420.476Maximum dorsal setal length on hind femur0.050–0.077 0.0670.072Maximum vental setal length on hind femur0.060–0.079 0.0710.079Hind tibia length0.641–1.223 0.8160.859Maximum dorsal setal length on hind tibia0.055–0.080 0.0690.069Maximum ventral setal length on hind tibia0.049–0.075 0.0620.070Second segment of hind tarsus length0.101–0.129 0.1110.113Maximal marginal setal length on abdominal tergite I0.031–0.060 0.0470.053Marginal tubercle length on abdominal tergite I0.026–0.042 0.0360.035Maximal marginal setal length on abdominal tergite III0.036–0.059 0.0450.046Maximal spinal setal length on abdominal tergite III0.008–0.021 0.0150.014Marginal tubercle diameter on abdominal tergite VII0.027–0.044 0.0360.044Maximal setal length on abdominal tergite VIII0.035–0.079 0.0510.046Siphunculus length0.153–0.343 0.2140.204Cauda length0.156–0.208 0.1740.176Cauda basal width0.096–0.150 0.1150.130
description: Published as part of Kök, Şahin & Barjadze, Shalva, 2025, A new species of Aphis Linnaeus, 1758 (Hemiptera: Aphididae) from northwestern Türkiye, pp. 493-494 in Zootaxa 5729 (3) on page 493, DOI: 10.11646/zootaxa.5729.3.8, http://zenodo.org/record/18018974
DOI: 10.7284/166941
title: Wave Radar data collected during research cruise SKQ202519S using a OceanWaveS WaMoS instrument system onboard the platform RV Sikuliaq

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166093
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise SP2535 using a SeaBird SBE-911+ instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5281/zenodo.18349278
title: TABLE 1 in A new species of Aphis Linnaeus, 1758 (Hemiptera: Aphididae) from northwestern Türkiye

description: TABLE 1. Metric characteristics of Aphis dardanelliensis sp. nov. Measurements are given in millimetres. Mean value in measurements are bolded.
CharacterApterous viviparous females (n=21)HolotypeBody length1.259–1.840 1.4261.408Body width0.674–1.110 0.8530.931Antenna length0.863–1.391 1.0661.088Antennal segment I length0.039–0.062 0.0510.057Antennal segment II length0.039–0.075 0.0570.068Antennal segment III length0.179–0.319 0.2270.232Maximal setal length on antennal0.030–0.0530.046segment III0.044Antennal segment IV length0.121–0.248 0.1610.156Antennal segment V length0.143–0.245 0.1790.179Base of antennal segment VI length0.084–0.128 0.1020.108Processus terminalis length0.247–0.330 0.2890.288Antennal segment VI length0.336–0.451 0.3930.395Head width0.383–0.495 0.4160.428Maximal setal length on frons0.056–0.074 0.0630.074Rostrum length0.600–0.864 0.6840.779Ultimate rostral segments IV and V length0.152–0.180 0.1650.158Posterior setal length on middle trochanter0.057–0.077 0.0670.074Posterior setal length on hind trochanter0.057–0.088 0.0720.086Hind femur length0.343–0.639 0.4420.476Maximum dorsal setal length on hind femur0.050–0.077 0.0670.072Maximum vental setal length on hind femur0.060–0.079 0.0710.079Hind tibia length0.641–1.223 0.8160.859Maximum dorsal setal length on hind tibia0.055–0.080 0.0690.069Maximum ventral setal length on hind tibia0.049–0.075 0.0620.070Second segment of hind tarsus length0.101–0.129 0.1110.113Maximal marginal setal length on abdominal tergite I0.031–0.060 0.0470.053Marginal tubercle length on abdominal tergite I0.026–0.042 0.0360.035Maximal marginal setal length on abdominal tergite III0.036–0.059 0.0450.046Maximal spinal setal length on abdominal tergite III0.008–0.021 0.0150.014Marginal tubercle diameter on abdominal tergite VII0.027–0.044 0.0360.044Maximal setal length on abdominal tergite VIII0.035–0.079 0.0510.046Siphunculus length0.153–0.343 0.2140.204Cauda length0.156–0.208 0.1740.176Cauda basal width0.096–0.150 0.1150.130
description: Published as part of Kök, Şahin & Barjadze, Shalva, 2025, A new species of Aphis Linnaeus, 1758 (Hemiptera: Aphididae) from northwestern Türkiye, pp. 493-494 in Zootaxa 5729 (3) on page 493, DOI: 10.11646/zootaxa.5729.3.8, http://zenodo.org/record/18018974
DOI: 10.7284/166561
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise SP2537 using a Hawaii UHDAS instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/166563
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP2537 using a Trimble BX992 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.15468/dl.c8v5gv
title: Occurrence Download

description: A dataset containing 1679207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1679207 records from 346 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134809-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7284/166562
title: Meteorological Station data collected during research cruise SP2537 using a SIO MET-System instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/167059
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise SP2539 using a Hawaii UHDAS instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5281/zenodo.18154147
title: Source Data for Main Figures 1-5 and Extended Data Figures 1-6. Gladstone et al. NatMicro. 2026

description: Fig1_source_data.xlsx



Count data for graph





Figure2_source data_carriage_BSI.csv



Input for the invasiveness model; K and lineage for each isolate in the UK carriage and BSI collections





Figure3A_source_data_trees.txt

Figure3AB_source_metadata.csv



ST131 and ST69 dated phylogenies

ST131 and ST69 metadata





Figure4A_source_data.xlsx



Recombination and MMD. O,H,K type and lineage designations per isolate. Statistical source data.





Figure5AB_source_data_trees.txt

Figure5AB_source_metadata.xlsx



G2 and G3 K-loci phylogenetic trees

G2 and G3 metadata and K-loci gene presence absence





EDF_1_2_3_source_data.xlsx



K-type counts by age and sex for graph





EDF_1_2_3_source_data.xlsx



K-type counts by age and sex for graph





EDF_1_2_3_source_data.xlsx



K-type counts by age and sex for graph





EDF4_source_data.csv



Atypical gggenes input file for figure





EDF5_source_data.xlsx



K4 gggenes input file for figure





EDF6_source_data.xlsx



K5 gggenes input file for figure
DOI: 10.5281/zenodo.18349577
title: Source Data for Main Figures 1-5 and Extended Data Figures 1-6. Gladstone et al. NatMicro. 2026

description: Fig1_source_data.xlsx



Count data for graph





Figure2_source data_carriage_BSI.csv



Input for the invasiveness model; K and lineage for each isolate in the UK carriage and BSI collections





Figure3A_source_data_trees.txt

Figure3AB_source_metadata.csv



ST131 and ST69 dated phylogenies

ST131 and ST69 metadata





Figure4A_source_data.xlsx



Recombination and MMD. O,H,K type and lineage designations per isolate. Statistical source data.





Figure5AB_source_data_trees.txt

Figure5AB_source_metadata.xlsx



G2 and G3 K-loci phylogenetic trees

G2 and G3 metadata and K-loci gene presence absence





EDF_1_2_3_source_data.xlsx



K-type counts by age and sex for graph





EDF_1_2_3_source_data.xlsx



K-type counts by age and sex for graph





EDF_1_2_3_source_data.xlsx



K-type counts by age and sex for graph





EDF4_source_data.csv



Atypical gggenes input file for figure





EDF5_source_data.xlsx



K4 gggenes input file for figure





EDF6_source_data.xlsx



K5 gggenes input file for figure
DOI: 10.7284/167061
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP2539 using a Trimble BX992 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/167060
title: Meteorological Station data collected during research cruise SP2539 using a SIO MET-System instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.4121/d17c84d4-4a17-418b-911b-5495ad7f61cb
title: Data supporting the publication: Fine-Tuning Universal Machine-Learned Interatomic Potentials for Applications in the Science of Steels

description: This dataset contains the supplemental data for the study "Fine-Tuning Universal Machine-Learned Interatomic Potentials for Applications in the Science of Steels". The primary research objective is to enhance the accuracy of foundational models—specifically CHGNet, MACE or SevenNet to better predict the properties of bcc Fe system. The dataset was generated using VASP and it was subsequently used to fine-tune these potentials. The archive includes the complete fine-tuning outputs, model checkpoint files (`*.pth.tar`), and validation results, offering a comprehensive benchmark for evaluating MLIP performance on iron-based materials.
DOI: 10.4121/d17c84d4-4a17-418b-911b-5495ad7f61cb.v1
title: Data supporting the publication: Fine-Tuning Universal Machine-Learned Interatomic Potentials for Applications in the Science of Steels

description: This dataset contains the supplemental data for the study "Fine-Tuning Universal Machine-Learned Interatomic Potentials for Applications in the Science of Steels". The primary research objective is to enhance the accuracy of foundational models—specifically CHGNet, MACE or SevenNet to better predict the properties of bcc Fe system. The dataset was generated using VASP and it was subsequently used to fine-tune these potentials. The archive includes the complete fine-tuning outputs, model checkpoint files (`*.pth.tar`), and validation results, offering a comprehensive benchmark for evaluating MLIP performance on iron-based materials.
DOI: 10.15468/dl.d7wbqc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.01501500000001 23.960696, 88.93817199999999 23.955119, 88.86324 23.938527, 88.79208199999999 23.911333, 88.72646400000001 23.874211, 88.668009 23.828085, 88.618161 23.774099, 88.578143 23.713591, 88.54893199999999 23.648057, 88.531232 23.579119, 88.525464 23.508478, 88.53174799999999 23.437873, 88.549913 23.369042, 88.579493 23.303676, 88.619748 23.243379, 88.669678 23.189626, 88.72805099999999 23.143734, 88.793432 23.106823, 88.864221 23.079796, 88.938687 23.063311, 89.01501500000001 23.057772, 89.09134299999999 23.063311, 89.165809 23.079796, 89.236598 23.106823, 89.301979 23.143734, 89.36035200000001 23.189626, 89.410282 23.243379, 89.450537 23.303676, 89.48011700000001 23.369042, 89.498282 23.437873, 89.504566 23.508478, 89.49879799999999 23.579119, 89.481098 23.648057, 89.451887 23.713591, 89.411869 23.774099, 89.362021 23.828085, 89.303566 23.874211, 89.237948 23.911333, 89.16679000000001 23.938527, 89.091858 23.955119, 89.01501500000001 23.960696))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007119-260120142942310/datasets/export for details.
DOI: 10.60893/figshare.pof.31009294
title: Thermodynamics of Rough Membrane Microfluidic Pumps: Entropy Generation and Bio-Thermal Transport of Casson Fluids

description: Explanations of numerical method used for validation and pressure difference
DOI: 10.60893/figshare.pof.31009294.v1
title: Thermodynamics of Rough Membrane Microfluidic Pumps: Entropy Generation and Bio-Thermal Transport of Casson Fluids

description: Explanations of numerical method used for validation and pressure difference