cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12680171
title: PDAC_Morpho-Biotype_Study

description: Reference files, count matrices, meta data tables and R objects from LMD-seq and single-cell RNA-seq data of PDAC human samples (Di Chiaro et al., Cancer Cell 2024; DOI: 10.1016/j.ccell.2024.02.017; Di Chiaro et al., GigaScience 2025; DOI: 10.1093/gigascience/giaf101).



Mapping and read counting using laser microdissetion (LMD) coupled to RNAseq data

Motif analysis using laser microdissetion (LMD) coupled to RNAseq data

Inference of gene regulatory networks using laser microdissetion (LMD) coupled to RNAseq data

single-cell RNA-seq data
DOI: 10.5281/zenodo.17198107
title: PDAC_Morpho-Biotype_Study

description: Reference files, count matrices, meta data tables and R objects from LMD-seq and single-cell RNA-seq data of PDAC human samples (Di Chiaro et al., Cancer Cell 2024; DOI: 10.1016/j.ccell.2024.02.017; Di Chiaro et al., GigaScience 2025; DOI: 10.1093/gigascience/giaf101).



Mapping and read counting using laser microdissetion (LMD) coupled to RNAseq data

Motif analysis using laser microdissetion (LMD) coupled to RNAseq data

Inference of gene regulatory networks using laser microdissetion (LMD) coupled to RNAseq data

single-cell RNA-seq data
DOI: 10.25346/s6eecgix/nzypvg
title: msXV_028v_15_06.jpg
DOI: 10.25346/s6eecgix/muilkr
title: msXV_028v_15_05.jpg
DOI: 10.25346/s6eecgix/nxvh6q
title: msXV_028v_15_04.jpg
DOI: 10.25346/s6eecgix/nddqij
title: msXV_028v_15_03.jpg
DOI: 10.15468/dl.zvps3m
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031010-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/ztlghp
title: msXV_028v_15_02.jpg
DOI: 10.25346/s6eecgix/vc3utd
title: msXV_028v_15_01.jpg
DOI: 10.25346/s6eecgix/aqbkgk
title: msXV_028v_0_ring.jpg
DOI: 10.25346/s6eecgix/7jkwwt
title: msXV_028v.jpg
DOI: 10.25346/s6eecgix/xj1udl
title: msXV_007v_65_49.tif
DOI: 10.25346/s6eecgix/dyqevu
title: msXV_007v_65_48.tif
DOI: 10.25346/s6eecgix/8atrug
title: msXV_007v_65_47.tif
DOI: 10.25346/s6eecgix/le8zhu
title: msXV_007v_65_46.tif
DOI: 10.25346/s6eecgix/kvs7cq
title: msXV_007v_65_45.tif
DOI: 10.25346/s6eecgix/tbporo
title: msXV_007v_65_44.tif
DOI: 10.25346/s6eecgix/uy1npu
title: msXV_007v_65_43.tif
DOI: 10.25346/s6eecgix/tnwv34
title: msXV_007v_65_42.tif
DOI: 10.25346/s6eecgix/fgusbm
title: msXV_007v_65_41.tif
DOI: 10.25346/s6eecgix/1tp3bq
title: msXV_007v_65_40.tif
DOI: 10.25346/s6eecgix/dpiz9o
title: msXV_007v_65_39.tif
DOI: 10.25346/s6eecgix/zmheie
title: msXV_007v_65_38.tif
DOI: 10.25346/s6eecgix/dtqlz1
title: msXV_007v_65_37.tif
DOI: 10.25346/s6eecgix/9gnvln
title: msXV_007v_47_36.tif
DOI: 10.25346/s6eecgix/mcfvpj
title: msXV_007v_47_35.tif
DOI: 10.25346/s6eecgix/kcp1ly
title: msXV_007v_47_34.tif
DOI: 10.15468/dl.pd3qrj
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Guinardia delicatula",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031026-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/dkqrnp
title: msXV_007v_47_33.tif
DOI: 10.25346/s6eecgix/kgmqzu
title: msXV_007v_47_32.tif
DOI: 10.25346/s6eecgix/zdcxqp
title: msXV_007v_47_31.tif
DOI: 10.25346/s6eecgix/xvrmhq
title: msXV_007v_47_30.tif
DOI: 10.25346/s6eecgix/gvip8m
title: msXV_007v_47_29.tif
DOI: 10.25346/s6eecgix/z4yjpb
title: msXV_007v_47_28.tif
DOI: 10.25346/s6eecgix/yey5xs
title: msXV_007v_47_27.tif
DOI: 10.15468/dl.22m6t6
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Napothera albostriata",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 283 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031025-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/omzdb4
title: msXV_007v_47_26.tif
DOI: 10.25346/s6eecgix/fz8geq
title: msXV_007v_47_25.tif
DOI: 10.25346/s6eecgix/xsdt1y
title: msXV_007v_31_23.tif
DOI: 10.25346/s6eecgix/gnlovi
title: msXV_007v_31_22.tif
DOI: 10.25346/s6eecgix/qlzwxb
title: msXV_007v_31_21.tif
DOI: 10.13012/b2idb-0016423_v1
title: OWD.2 TAG Expression

description: During the transformation of wild-type (WT) Arabidopsis thaliana, a T-DNA containing OLEOSIN-GFP (OLE1-GFP) was inserted by happenstance within the GBSS1 gene, resulting in significant reduction in amylose and increase in leaf oil content in the transgenic line (OG). The synergistic effect on oil accumulation of combining gbss1 with the expression of OLE1-GFP was confirmed by transforming an independent gbss1 mutant (GABI_914G01) with OLE1-GFP. The resulting OLE1-GFP/gbss1 transgenic lines showed higher leaf oil content than the individual OLE1-GFP/WT or single gbss1 mutant lines. Further stacking of the lipogenic factors WRINKLED1, Diacylglycerol O-Acyltransferase (DGAT1), and Cys-OLEOSIN1 (an engineered sesame OLEOSIN1) in OG significantly elevated its oil content in mature leaves to 2.3% of dry weight, which is 15 times higher than that in WT Arabidopsis. Inducible expression of the same lipogenic factors was shown to be an effective strategy for triacylglycerol (TAG) accumulation without incurring growth, development, and yield penalties.
DOI: 10.25346/s6eecgix/o35wvk
title: msXV_007v_31_20.tif
DOI: 10.25346/s6eecgix/hymbrj
title: msXV_007v_31_19.tif
DOI: 10.25346/s6eecgix/itu00q
title: msXV_007v_31_18.tif
DOI: 10.25346/s6eecgix/zdppq9
title: msXV_007v_31_17.tif
DOI: 10.5281/zenodo.17228752
title: Deep Learning-Guided Design of Optimal Sensor Networks for Accurate Pollutant Source Detection
DOI: 10.5281/zenodo.17228753
title: Deep Learning-Guided Design of Optimal Sensor Networks for Accurate Pollutant Source Detection
DOI: 10.25346/s6eecgix/pcvk85
title: msXV_007v_31_16.tif
DOI: 10.25346/s6eecgix/rrehab
title: msXV_007v_31_15.tif
DOI: 10.25346/s6eecgix/mnr0jq
title: msXV_007v_31_14.tif
DOI: 10.25346/s6eecgix/ynpyqt
title: msXV_007v_31_13.tif
DOI: 10.25346/s6eecgix/puk3sx
title: msXV_007v_15_12.tif
DOI: 10.25346/s6eecgix/um5ked
title: msXV_007v_15_11.tif
DOI: 10.15468/dl.zy8q36
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031027-250920141307145/datasets/export for details.
DOI: 10.25346/s6eecgix/gi6chn
title: msXV_007v_15_10.tif
DOI: 10.15468/dl.h67je8
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia prostrata",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031028-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/f0qfgq
title: msXV_007v_15_09.tif
DOI: 10.25346/s6eecgix/n2vsyq
title: msXV_007v_15_08.tif
DOI: 10.25346/s6eecgix/37mj4f
title: msXV_007v_15_07.tif
DOI: 10.25346/s6eecgix/kiccyb
title: msXV_007v_15_06.tif
DOI: 10.25346/s6eecgix/f1hpev
title: msXV_007v_15_05.tif
DOI: 10.25346/s6eecgix/yquqwj
title: msXV_007v_15_04.tif
DOI: 10.25346/s6eecgix/qezho9
title: msXV_007v_15_03.tif
DOI: 10.25346/s6eecgix/ijhfme
title: msXV_007v_15_02.tif
DOI: 10.25346/s6eecgix/u2dofv
title: msXV_007v_15_01.tif
DOI: 10.25346/s6eecgix/jhdxmn
title: msXV_007v_0_ring.tif
DOI: 10.25346/s6eecgix/sqncnm
title: msXV_007v.tif
DOI: 10.25346/s6eecgix/ustvif
title: plane_8.jpg
DOI: 10.25346/s6eecgix/zvanmb
title: plane_7.jpg
DOI: 10.25346/s6eecgix/iwpfzw
title: plane_6.jpg
DOI: 10.25346/s6eecgix/knvtfh
title: plane_5.jpg
DOI: 10.25346/s6eecgix/owbeim
title: plane_4.jpg
DOI: 10.25346/s6eecgix/9hsuyv
title: plane_3.jpg
DOI: 10.25346/s6eecgix/0s5hk7
title: plane_2.jpg
DOI: 10.25346/s6eecgix/nu9zqy
title: plane_1.jpg
DOI: 10.25346/s6eecgix/5tsadj
title: plane_0.jpg
DOI: 10.25346/s6eecgix/qltea5
title: info.json
DOI: 10.25346/s6eecgix/dwi4w6
title: plane_8.jpg
DOI: 10.25346/s6eecgix/o0dbxg
title: plane_7.jpg
DOI: 10.25346/s6eecgix/fjdwca
title: plane_6.jpg
DOI: 10.25346/s6eecgix/nsuter
title: plane_5.jpg
DOI: 10.34740/kaggle/dsv/13210880
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.25346/s6eecgix/vrpdzp
title: plane_4.jpg
DOI: 10.25346/s6eecgix/rrtcjf
title: plane_3.jpg
DOI: 10.25346/s6eecgix/di0blo
title: plane_2.jpg
DOI: 10.25346/s6eecgix/zl9ged
title: plane_1.jpg
DOI: 10.25346/s6eecgix/q9t2am
title: plane_0.jpg
DOI: 10.25346/s6eecgix/s4skya
title: materials.png
DOI: 10.25346/s6eecgix/7jigqz
title: info.json
DOI: 10.25346/s6eecgix/y8vzer
title: msXV_007v.relight
DOI: 10.25346/s6eecgix/vjahhf
title: msXV_007v_65_49.jpg
DOI: 10.25346/s6eecgix/hx0who
title: msXV_007v_65_48.jpg
DOI: 10.25346/s6eecgix/l4kwae
title: msXV_007v_65_47.jpg
DOI: 10.25346/s6eecgix/epvub7
title: msXV_007v_65_46.jpg
DOI: 10.25346/s6eecgix/sbxkdm
title: msXV_007v_65_45.jpg
DOI: 10.25346/s6eecgix/p20eco
title: msXV_007v_65_44.jpg
DOI: 10.25346/s6eecgix/vkngrr
title: msXV_007v_65_43.jpg
DOI: 10.25346/s6eecgix/ss1epf
title: msXV_007v_65_42.jpg
DOI: 10.25346/s6eecgix/mxlzbo
title: msXV_007v_65_41.jpg
DOI: 10.15468/dl.zcvhsz
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Guinardia flaccida",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031029-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/vwvrs2
title: msXV_007v_65_40.jpg
DOI: 10.25346/s6eecgix/u38uit
title: msXV_007v_65_39.jpg
DOI: 10.25346/s6eecgix/gywmdz
title: msXV_007v_65_38.jpg
DOI: 10.25346/s6eecgix/bs7mp5
title: msXV_007v_65_37.jpg
DOI: 10.25346/s6eecgix/5tjfiq
title: msXV_007v_47_36.jpg
DOI: 10.25346/s6eecgix/1wc61y
title: msXV_007v_47_35.jpg
DOI: 10.25346/s6eecgix/o6xhbp
title: msXV_007v_47_34.jpg
DOI: 10.25346/s6eecgix/gfqtv6
title: msXV_007v_47_33.jpg
DOI: 10.25346/s6eecgix/h2mz6q
title: msXV_007v_47_32.jpg
DOI: 10.25346/s6eecgix/juhgbk
title: msXV_007v_47_31.jpg
DOI: 10.15468/dl.a9wj3r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Napothera pasquieri",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031030-250920141307145/datasets/export for details.
DOI: 10.25346/s6eecgix/owndch
title: msXV_007v_47_30.jpg
DOI: 10.25346/s6eecgix/arqfye
title: msXV_007v_47_29.jpg
DOI: 10.25346/s6eecgix/sietpm
title: msXV_007v_47_28.jpg
DOI: 10.25346/s6eecgix/ftw4vv
title: msXV_007v_47_27.jpg
DOI: 10.25346/s6eecgix/bhbdz0
title: msXV_007v_47_26.jpg
DOI: 10.25346/s6eecgix/wkwwyl
title: msXV_007v_47_25.jpg
DOI: 10.15468/dl.upkwem
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhipsalis ewaldiana"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031031-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/msbmcj
title: msXV_007v_31_23.jpg
DOI: 10.25346/s6eecgix/rnzd3x
title: msXV_007v_31_22.jpg
DOI: 10.25346/s6eecgix/6npzxq
title: msXV_007v_31_21.jpg
DOI: 10.25346/s6eecgix/4wudj3
title: msXV_007v_31_20.jpg
DOI: 10.25346/s6eecgix/5h2gfy
title: msXV_007v_31_19.jpg
DOI: 10.25346/s6eecgix/tftsg3
title: msXV_007v_31_18.jpg
DOI: 10.25346/s6eecgix/ow22mm
title: msXV_007v_31_17.jpg
DOI: 10.25346/s6eecgix/rssvuw
title: msXV_007v_31_16.jpg
DOI: 10.25346/s6eecgix/pceu6u
title: msXV_007v_31_15.jpg
DOI: 10.25346/s6eecgix/pk7vhs
title: msXV_007v_31_14.jpg
DOI: 10.25346/s6eecgix/n3gk6l
title: msXV_007v_31_13.jpg
DOI: 10.25346/s6eecgix/aftp1d
title: msXV_007v_15_12.jpg
DOI: 10.15468/dl.sapbpb
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031032-250920141307145/datasets/export for details.
DOI: 10.15468/dl.62tsk6
title: Occurrence Download

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

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031033-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/w9tztl
title: msXV_007v_15_11.jpg
DOI: 10.25346/s6eecgix/kcrfur
title: msXV_007v_15_10.jpg
DOI: 10.15468/dl.9pxk6x
title: Occurrence Download

description: A dataset containing 2433163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Somateria mollissima)",
 "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 2433163 records from 430 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030977-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/vdwthk
title: msXV_007v_15_09.jpg
DOI: 10.25346/s6eecgix/aajvft
title: msXV_007v_15_08.jpg
DOI: 10.25346/s6eecgix/iefsck
title: msXV_007v_15_07.jpg
DOI: 10.25346/s6eecgix/pzfh9a
title: msXV_007v_15_06.jpg
DOI: 10.25346/s6eecgix/zd5zqm
title: msXV_007v_15_05.jpg
DOI: 10.25346/s6eecgix/eb4qql
title: msXV_007v_15_04.jpg
DOI: 10.25346/s6eecgix/vldtg6
title: msXV_007v_15_03.jpg
DOI: 10.25346/s6eecgix/9c0wpc
title: msXV_007v_15_02.jpg
DOI: 10.25346/s6eecgix/za7eq5
title: msXV_007v_15_01.jpg
DOI: 10.25346/s6eecgix/ahndvb
title: msXV_007v_0_ring.jpg
DOI: 10.25346/s6eecgix/r0jwqh
title: msXV_007v.jpg
DOI: 10.25346/s6eecgix/cygemn
title: msXL_344v_65_48.tif
DOI: 10.15468/dl.7hfdjm
title: Occurrence Download

description: A dataset containing 664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Leopardus wiedii"
 ]
}

 The dataset includes 664 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031034-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/hugnjn
title: msXL_344v_65_47.tif
DOI: 10.25346/s6eecgix/7kzkf3
title: msXL_344v_65_46.tif
DOI: 10.25346/s6eecgix/nagml3
title: msXL_344v_65_45.tif
DOI: 10.25346/s6eecgix/t6h9x8
title: msXL_344v_65_44.tif
DOI: 10.25346/s6eecgix/ze9ow0
title: msXL_344v_65_43.tif
DOI: 10.25346/s6eecgix/usku39
title: msXL_344v_65_42.tif
DOI: 10.25346/s6eecgix/mbdf3q
title: msXL_344v_65_41.tif
DOI: 10.25346/s6eecgix/gpq36o
title: msXL_344v_65_40.tif
DOI: 10.25346/s6eecgix/nftcpo
title: msXL_344v_65_39.tif
DOI: 10.25346/s6eecgix/uetuti
title: msXL_344v_65_38.tif
DOI: 10.25346/s6eecgix/3y9bqk
title: msXL_344v_65_37.tif
DOI: 10.25346/s6eecgix/0lk3rf
title: msXL_344v_46_36.tif
DOI: 10.15468/dl.d7jrjb
title: Occurrence Download

description: A dataset containing 513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Chamaecrista fagonioides macrocalyx"
 ]
}

 The dataset includes 513 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031035-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/jfjab4
title: msXL_344v_46_35.tif
DOI: 10.25346/s6eecgix/mytdzg
title: msXL_344v_46_34.tif
DOI: 10.25346/s6eecgix/uxjl3x
title: msXL_344v_46_33.tif
DOI: 10.25346/s6eecgix/nrs5c4
title: msXL_344v_46_32.tif
DOI: 10.25346/s6eecgix/ozjmif
title: msXL_344v_46_31.tif
DOI: 10.25346/s6eecgix/l9bppf
title: msXL_344v_46_30.tif
DOI: 10.25346/s6eecgix/jekfei
title: msXL_344v_46_29.tif
DOI: 10.25346/s6eecgix/c4qvsw
title: msXL_344v_46_28.tif
DOI: 10.25346/s6eecgix/uq16co
title: msXL_344v_46_27.tif
DOI: 10.25346/s6eecgix/s32k56
title: msXL_344v_46_26.tif
DOI: 10.15468/dl.rbwn4m
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Podocarpaceae)",
 "HasCoordinate is true",
 "Geometry POLYGON((-35 -4.5, -38.5 -4.5, -38.5 -7, -35 -7, -35 -4.5))"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031036-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15743190
title: Dataset for "Gender and Positional Biases in LLM-Based Hiring Decisions: Evidence from Comparative CV/Résumé Evaluations"

description: This study examines the behavior of Large Language Models (LLMs) when evaluating professional candidates based on their résumés or curricula vitae (CVs). In an experiment involving 22 leading LLMs, each model was systematically given one job description along with a pair of profession-matched CVs—one bearing a male first name, the other a female first name—and asked to select the more suitable candidate for the job. Each CV pair was presented twice, with names swapped to ensure that any observed preferences in candidate selection stemmed from gendered names cues. Despite identical professional qualifications across genders, all LLMs consistently favored female-named candidates across 70 different professions. Adding an explicit gender field (male/female) to the CVs further increased the preference for female applicants.  When gendered names were replaced with gender-neutral identifiers "Candidate A" and "Candidate B", several models displayed a preference to select "Candidate A". Counterbalancing gender assignment between these gender-neutral identifiers resulted in gender parity in candidate selection. When asked to rate CVs in isolation rather than compare pairs, LLMs assigned slightly higher average scores to female CVs overall, but the effect size was negligible. Including preferred pronouns (he/him or she/her) next to a candidate’s name slightly increased the odds of the candidate being selected regardless of gender. Finally, most models exhibited a substantial positional bias to select the candidate listed first in the prompt. These findings underscore the need for caution when deploying LLMs in high-stakes autonomous decision-making contexts and raise doubts about whether LLMs consistently apply principled reasoning.The dataset here contains the prompts used to elicit LLMs to choose/rate a CV and the LLMs' responses, as well as all the synthetic LLM-generated CVs and job descriptions used in the analysis.
DOI: 10.15468/dl.rn4nvu
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Quercus canariensis Willd."
 ]
}

 The dataset includes 659 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022307-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnke9h
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ITA.1_1, ITA.8_1, ITA.11_1, ITA.12_1, ITA.18_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Boloria euphrosyne (Linnaeus, 1758)"
 ]
}

 The dataset includes 48 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022309-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpkwqy
title: Occurrence Download

description: A dataset containing 13103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Rosa canina L."
 ]
}

 The dataset includes 13103 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022310-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cfwq2
title: Occurrence Download

description: A dataset containing 63165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.24942 36.97355,-6.40186 36.77611,-6.38734 36.584,-6.24216 36.56651,-6.2349 36.39725,-6.05342 36.23934,-5.96632 36.15733,-5.53078 35.96368,-5.32027 36.2042,-5.0662 36.44982,-5.06219 36.52102,-4.91888 36.57958,-4.8194 36.79356,-5.02991 37.00833,-5.34204 37.1936,-5.71951 37.20516,-6.24942 36.97355))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 63165 records from 332 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022311-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28379396
title: Data in "The Evolution of Hydrodynamic Intensities and Sediment Erosion along Submerged Aquatic Vegetation"

description: The data from Figure 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 15, 16, 17, and 18 in "The Evolution of Hydrodynamic Intensities and Sediment Erosion along Submerged Aquatic Vegetation" are uploaded. Figure 1, 2, 10, and 14 are sketches of experimental setup or gray-scale images and can be found in the paper directly.