cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wgm4g4
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alopoglossus bicolor (Werner, 1916)"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099456-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/bt9-8wn-3ve
title: Globia algae Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ymn-qtb-vap
title: Archanara Walker, 1866

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gyk-971-gfl
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nv6-ahy-ygq
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vjf-csp-kxs
title: Coenobia rufa Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dkv-2gh-9pl
title: Phlogophora meticulosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kv7-b7s-ev8
title: Apamea (Apamea) Ochsenheimer, 1816

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/71r-ww9-0ww
title: Apamea (Apamea) unanimis (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q6q-sgf-gn0
title: Luperina testacea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0tz-pfk-tt6
title: Oligia strigilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fkz-v4k-pjx
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j4p-dpy-4re
title: Apamea (Apamea) remissa (Hübner)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j64-w6d-jx4
title: Photedes extrema Hübner

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/le4-ejn-5sg
title: Globia sparganii Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cks-0fg-1jc
title: Globia sparganii Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/grb-hh2-4m9
title: Apamea (Apamea) remissa (Hübner)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2eb-l0a-ykt
title: Photedes fluxa Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jjt-z3c-rpj
title: Denticucullus pygmina Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ncg-mnj-s6b
title: Apamea (Apamea) monoglypha (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9l1-p4s-fhc
title: Calamia tridens Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wfq-wme-xx3
title: Agrochola (Agrochola) lychnidis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ra2-hg4-dwx
title: Apamea (Apamea) monoglypha (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sqx-vt4-rkw
title: Celaena haworthii Curtis, 1829

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rnh-l43-vsq
title: Xanthia (Cirrhia) icteritia Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wjv-1xb-fhx
title: Dypterygia scabriuscula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/29q-zzc-lla
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y49-48z-gs3
title: Euplexia lucipara (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ml-fwn-v9d
title: Denticucullus pygmina Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bz6-8vm-86v
title: Archanara dissoluta Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x5v-bwk-gge
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f46-l2k-ame
title: Rhizedra lutosa Hübner, 1803

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vsv-fya-qel
title: Photedes fluxa Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gtr-nzh-9ws
title: Charanyca (Charanyca) trigrammica (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vhj-e6g-za2
title: Photedes Lederer, 1857

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a9w-svl-t8x
title: Apamea (Apamea) sordens (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/89t-3xj-8rn
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9k3-jed-l3m
title: Apamea (Apamea) monoglypha (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1p4-neb-g4r
title: Amphipoea lucens Freyer, 1845

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w98-ftf-3an
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p0m-wjx-s3g
title: Oligia fasciuncula (Haworth, 1809)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q6d-1wz-v5l
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8a8-cj6-nlh
title: Apamea (Apamea) unanimis (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g4k-jb3-0ns
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kee-lpp-skn
title: Apamea (Apamea) monoglypha (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t9t-zm5-4n8
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wfr-bmy-d43
title: Apamea (Apamea) lateritia (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cps-qyh-4sx
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwv-rgw-l5h
title: Globia sparganii Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tk8-1r0-qm0
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wq9-bnm-0b6
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ga-n3e-h0g
title: Apamea (Apamea) lithoxylaea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/27g-a2c-klq
title: Phlogophora meticulosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/03h-deb-5ef
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1nr-x17-mg4
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/51r-51w-1mk
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gc0-m2k-21w
title: Apamea (Apamea) sordens (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zgh-n0t-m87
title: Xanthia (Cirrhia) icteritia Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gpz-91l-gal
title: Apamea (Apamea) crenata (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q16-6g7-gl7
title: Coenobia rufa Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ej-yc7-3qw
title: Nonagria typhae Thunberg, 1794

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xjd-58h-51p
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.12598820
title: Supplementary data to: Integrative description of a new species of the millipede genus Siphonorhinus Pocock, 1894 (Siphonorhinidae) and the first record of the family Siphonophoridae from India (Diplopoda, Siphonophorida)
title: Siphonorhinus parambikulam

description: Supplementary data to: P. Avinipully Anilkumar, T. Wesener, L. Moritz (2024) Integrative description of a new species of the millipede genus Siphonorhinus Pocock, 1894 (Siphonorhinidae) and the first record of the family Siphonophoridae from India (Diplopoda, Siphonophorida). Integrative Systematics 7(2): 1–21; published online 31.XII.2024; DOI: 10.18476/2024.533955

The supplementary data include SEM images and micro-computed tomography (µCT) data of the male holotype of Siphonorhinus parambikulam Anilkumar, Wesener & Moritz, 2024 (ZFMK-MYR9076), deposited at the Zoological Survey of India (Calicut, Kerala, India) and a p-distance table based on COI sequences of materials included the study

Material:

ZFMK-MYR 9076, India, Province Kerala, Palakkad-Thrissur District, Parambikulam Tiger Reserve, Evergreen Forest, Underside of a rotting log, Hand collection, 10º23'42.3"N 76º39'07.2"E, 555 m, 2.XII.2019, leg. A. A. POOJA, P. P. SUDHIN, R. S. ABHIJITH.

Data:

The data is provided in two zip folders and a table:



ZFMK-MYR09076_microCT

ZFMK-MYR09076_SEM

Table S1 (p-distances)


ZFMK-MYR09076_microCT

µCT: µCT data of the specimen obtained with a a SKYSCAN 1272 (Bruker micro-CT, Kontich, Belgium) at the ZFMK. The specimen was scanned in 96% ethanol. Thermal-drift correction, ring artifact reduction, and digital section reconstruction was done in NRecon 1.7 (Bruker micro-CT, Kontich, Belgium). For scanning and reconstruction parameters see the inlcuded log-file (Siphonorhinidae_sp_MYR09076_14032022_.txt). Grey values and orientation of the image stacks were adjusted in Fiji (ImageJ) version 1.53t (SCHINDELIN et al. 2012). The reconstructed image stack is provided as 8bit-TIFF-files of the sagittal plane, numberd subsequently from right to left. 

ZFMK-MYR09076_SEM

SEM: After µCT, the specimen was dissected, dried using a Leica EM CPD 300 critical point dryer, and mounted with conductive tape on aluminum stubs and coated with gold (ca. 35 nm) in a Cressington sputter coater 108auto for 240 seconds. SEM Images were taken with a Zeiss Gemini Sigma 300 VP scanning electron microscop. Images are provided as TIFF-files.

 

Table S1:

p-distances based on COI sequences:
DOI: 10.5281/zenodo.12598821
title: Supplementary data to: Integrative description of a new species of the millipede genus Siphonorhinus Pocock, 1894 (Siphonorhinidae) and the first record of the family Siphonophoridae from India (Diplopoda, Siphonophorida)
title: Siphonorhinus parambikulam

description: Supplementary data to: P. Avinipully Anilkumar, T. Wesener, L. Moritz (2024) Integrative description of a new species of the millipede genus Siphonorhinus Pocock, 1894 (Siphonorhinidae) and the first record of the family Siphonophoridae from India (Diplopoda, Siphonophorida). Integrative Systematics 7(2): 1–21; published online 31.XII.2024; DOI: 10.18476/2024.533955

The supplementary data include SEM images and micro-computed tomography (µCT) data of the male holotype of Siphonorhinus parambikulam Anilkumar, Wesener & Moritz, 2024 (ZFMK-MYR9076), deposited at the Zoological Survey of India (Calicut, Kerala, India) and a p-distance table based on COI sequences of materials included the study

Material:

ZFMK-MYR 9076, India, Province Kerala, Palakkad-Thrissur District, Parambikulam Tiger Reserve, Evergreen Forest, Underside of a rotting log, Hand collection, 10º23'42.3"N 76º39'07.2"E, 555 m, 2.XII.2019, leg. A. A. POOJA, P. P. SUDHIN, R. S. ABHIJITH.

Data:

The data is provided in two zip folders and a table:



ZFMK-MYR09076_microCT

ZFMK-MYR09076_SEM

Table S1 (p-distances)


ZFMK-MYR09076_microCT

µCT: µCT data of the specimen obtained with a a SKYSCAN 1272 (Bruker micro-CT, Kontich, Belgium) at the ZFMK. The specimen was scanned in 96% ethanol. Thermal-drift correction, ring artifact reduction, and digital section reconstruction was done in NRecon 1.7 (Bruker micro-CT, Kontich, Belgium). For scanning and reconstruction parameters see the inlcuded log-file (Siphonorhinidae_sp_MYR09076_14032022_.txt). Grey values and orientation of the image stacks were adjusted in Fiji (ImageJ) version 1.53t (SCHINDELIN et al. 2012). The reconstructed image stack is provided as 8bit-TIFF-files of the sagittal plane, numberd subsequently from right to left. 

ZFMK-MYR09076_SEM

SEM: After µCT, the specimen was dissected, dried using a Leica EM CPD 300 critical point dryer, and mounted with conductive tape on aluminum stubs and coated with gold (ca. 35 nm) in a Cressington sputter coater 108auto for 240 seconds. SEM Images were taken with a Zeiss Gemini Sigma 300 VP scanning electron microscop. Images are provided as TIFF-files.

 

Table S1:

p-distances based on COI sequences:
DOI: 10.5281/zenodo.13118978
title: Paper information in the topic of large language models

description: This dataset supports the findings in the preprint 'Academic collaboration on large language model studies increases overall but varies across disciplines.' The study aims to explore the application of large language models (LLMs) in scientific disciplines and their implications for interdisciplinary collaboration.

The two files below contain works downloaded from OpenAlex using key search terms related to LLMs:



works-2018-2022.csv

works-2023-2024.csv


The following file is a cleaned dataset derived from the original files, used to support the analysis and findings in the paper:



cleaned_papers.csv


The file below contains author affiliation information (including departmental discipline) extracted by GPT-4 to support the departmental analysis in the paper:



author_affiliations.json


If you have any additional questions, please feel free to contact lingyaol@umich.edu or lydinh@usf.edu.
DOI: 10.17632/ryg6zgf26j
title: Data for: Characterization of Crustal Xenoliths from the Bearpaw Mountains, Montana (USA), using U-Pb Geochronology, Whole-Rock Geochemistry and Thermobarometry, with Implications for Lower Crustal Processes and Evolution of the Wyoming Craton

description: Data used for publication entitled "Characterization of Crustal Xenoliths from the Bearpaw Mountains, Montana (USA), using U-Pb Geochronology, Whole-Rock Geochemistry and Thermobarometry, with Implications for Lower Crustal Processes and Evolution of the Wyoming Craton"
DOI: 10.26036/cnp0003708
title: the genome sequencing of Peanut Worm

description: the genome and transcriptome sequencing of Peanut Worm (Sipunculus nudus).
DOI: 10.15468/dl.98wezs
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton uribei Croizat"
 ]
}

 The dataset's 1 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051738-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2nzen
title: Occurrence Download

description: A dataset containing 1512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.19303 -36.05791,-25.7128 -36.05791,-25.7128 17.40358,-85.19303 17.40358,-85.19303 -36.05791))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Penaeus monodon Fabricius, 1798"
 ]
}

 The dataset includes 1512 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051739-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26036/cnp0004536
title: Steno_bredanensis and Stenella_attenuata

description: The genome of Steno_bredanensis and Stenella_attenuata
DOI: 10.17632/bj2mjrncnm
title: Smoke Test (WithoutVPN) 24Jul2019 unaelslivecustomer (Dataset-1)
DOI: 10.15468/dl.srt664
title: Occurrence Download

description: A dataset containing 8064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Country is United States of America",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 8064 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051741-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkbqhk
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-90.14972 -39.96162,-27.57157 -39.96162,-27.57157 15.62158,-90.14972 15.62158,-90.14972 -39.96162))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Penaeus vannamei Boone, 1931"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051742-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcaw4y
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia simplex (A.Nelson) Sòn.Garcia, Garnatje, Mc Arthur, Pellicer, S.C.Sand. & Vallès-Xirau"
 ]
}

 The dataset includes 40 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051744-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvc9mq
title: Occurrence Download

description: A dataset containing 556 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia spiciformis Osterh."
 ]
}

 The dataset includes 556 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051743-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swwajd
title: Occurrence Download

description: A dataset containing 1372 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia santonicum L."
 ]
}

 The dataset includes 1372 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051745-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13118977
title: Paper information in the topic of large language models

description: This dataset supports the findings in the preprint 'Academic collaboration on large language model studies increases overall but varies across disciplines.' The study aims to explore the application of large language models (LLMs) in scientific disciplines and their implications for interdisciplinary collaboration.

To build LLM paper group, we start with a broad search using general terms related to LLMs and popular models based on the MMLU benchmark spanning from October 2018 to September 2024. We apply this search to the title and abstract to avoid excessive noise in the dataset and then undergo a series of filtering stepsto enhance relevance and remove duplicates. The resulting dataset contains 59,293 papers.

In addition to the paper group in the topic of LLMs, we establish two control groups. The first control group focuses on machine learning (ML) papers. We select ML as a control because it is a well-established field from which LLM emerged as a subfield. To construct this group, we collect a random sampling of 70,945 papers containing the phrase ''machine learning'' in either their title or abstract. To provide an even broader perspective beyond AI-related fields, we create a second control group consisting of a random sample of 73,110 papers from all other research categories---specifically, papers that belong neither to the ML nor LLM categories. 

The three files below contain the cleaned samples collected from OpenAlex, which are derived from the original files. 



LLM: llm-cleaned-samples.csv

ML: ml-cleaned-samples.csv

Non-LLM/ML: non-llm-cleaned-samples.csv


The three zip files below contain author affiliation information (including departmental discipline) extracted by GPT-4o-mini to support the departmental analysis in the paper:



LLM: llm-author-affiliations.zip

ML: ml-author-affiliations.zip

Non-LLM/ML: non-llm-author-affiliations.zip


The three files below contain the paper information used to support all the analysis in our paper:



LLM: llm-information-entropy.csv

ML: ml-information-entropy.csv

Non-LLM/ML: non-llm-information-entropy.csv


If you have any additional questions, please feel free to contact lingyaol@umich.edu or lydinh@usf.edu.