cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/adr-m6l-m3j
title: Synanthedon vespiformis (Linnaeus, [1760])

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qm1-j9v-3xb
title: Herminia tarsipennalis Treitschke, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/144-6kv-5zn
title: Agrotis ipsilon (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1v4-167-fxp
title: Euxoa (Euxoa) tritici Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xsb-l04-rz6
title: Euxoa (Euxoa) tritici Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m3c-dx7-rqa
title: Rhyacia simulans Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aw8-1cd-cgf
title: Bankesia conspurcatella (Zeller, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/smb-8vg-1fd
title: Paracolax tristalis (Fabricius, 1794)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/keg-nhm-z1m
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15827758
title: γδ T Cell Phenoscaping Reveals Multimodal Cytotoxicity Overcomes Cellular Therapy Immunomodulation

description: γδ T cells can kill cancer cells via antibody-independent cytotoxicity (AIC) and antibody-dependent cellular cytotoxicity (ADCC), but how these cytotoxic mechanisms are regulated by different cancer cells (inter-tumour heterogeneity (ITH)) and different T cell donors (inter-donor heterogeneity (IDH)) is unknown. To test the combinatorial interactions between T cell IDH, cancer cell ITH, and multimodal γδ T cell killing we performed a systematic single-cell phenoscaping analysis of >1,000 Vγ9Vδ2 T cell and colorectal cancer (CRC) patient-derived organoid (PDO) cultures. Phenoscaping analysis of post-translational modification (PTM) signalling, cell-cycle, apoptosis, and T cell immunophenotypes revealed that while unmodified γδ T cells have limited anti-tumour activity, IL-15Rα-IL-15 fusion protein (stIL15)-engineered γδ T cells can kill PDOs via AIC without exogenous cytokine support. However, when stIL15 γδ T cells only kill via AIC, cancer cells reciprocally re-wire γδ T cell PTM signal networks in an ITH-specific manner. stIL15 γδ T cells can overcome this cancer cell immunomodulation by also engaging B7-H3-targeted ADCC independent of B7-H3 checkpoint activity. Combined AIC and ADCC rescue γδ T cell PTM signalling flux and enables γδ T cells to kill chemorefactory revival colonic stem cells (revCSCs). These results demonstrate that multimodal γδ T cell cytotoxicity mechanisms can overcome ITH-specific immunomodulation to kill chemorefractory cancer cells.This repo contains the processed scRNA-seq Scanpy AnnData object generated from the study.
DOI: 10.5281/zenodo.15827759
title: γδ T Cell Phenoscaping Reveals Multimodal Cytotoxicity Overcomes Cellular Therapy Immunomodulation

description: γδ T cells can kill cancer cells via antibody-independent cytotoxicity (AIC) and antibody-dependent cellular cytotoxicity (ADCC), but how these cytotoxic mechanisms are regulated by different cancer cells (inter-tumour heterogeneity (ITH)) and different T cell donors (inter-donor heterogeneity (IDH)) is unknown. To test the combinatorial interactions between T cell IDH, cancer cell ITH, and multimodal γδ T cell killing we performed a systematic single-cell phenoscaping analysis of >1,000 Vγ9Vδ2 T cell and colorectal cancer (CRC) patient-derived organoid (PDO) cultures. Phenoscaping analysis of post-translational modification (PTM) signalling, cell-cycle, apoptosis, and T cell immunophenotypes revealed that while unmodified γδ T cells have limited anti-tumour activity, IL-15Rα-IL-15 fusion protein (stIL15)-engineered γδ T cells can kill PDOs via AIC without exogenous cytokine support. However, when stIL15 γδ T cells only kill via AIC, cancer cells reciprocally re-wire γδ T cell PTM signal networks in an ITH-specific manner. stIL15 γδ T cells can overcome this cancer cell immunomodulation by also engaging B7-H3-targeted ADCC independent of B7-H3 checkpoint activity. Combined AIC and ADCC rescue γδ T cell PTM signalling flux and enables γδ T cells to kill chemorefactory revival colonic stem cells (revCSCs). These results demonstrate that multimodal γδ T cell cytotoxicity mechanisms can overcome ITH-specific immunomodulation to kill chemorefractory cancer cells.This repo contains the processed scRNA-seq Scanpy AnnData object generated from the study.
DOI: 10.3535/9eb-5zv-rfb
title: Spilarctia lutea (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yee-ysn-d04
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cl9-cf4-0cc
title: Catocala nupta Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t1v-1mj-ewp
title: Dahlica (Dahlica) sauteri (Hättenschwiler, 1977)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6j2-aqj-25e
title: Herminia grisealis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9gt-ed4-wm2
title: Dahlica (Dahlica) sauteri (Hättenschwiler, 1977)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dj2-2ve-xle
title: Herminia tarsicrinalis (Knoch, 1782)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2jr-3s5-l85
title: Agrotis clavis Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9lx-9vy-xrx
title: Rivula sericealis (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/41p-j5a-37d
title: Pharmacis Hübner, [1820]

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5sa-pa3-0ey
title: Scoliopteryx libatrix (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8nc-m78-3gv
title: Chamaesphecia (Chamaesphecia) Spuler, 1910

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/djq-cyj-yhc
title: Noctua pronuba Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j31-5kl-srz
title: Hepialus humuli (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eed-lw4-48r
title: Noctua pronuba Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w0h-ns9-4l0
title: Synanthedon tipuliformis (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ctp-hvl-p4t
title: Euclidia (Callistege) mi Clerck, 1759

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kap-ze2-wzg
title: Euclidia (Euclidia) glyphica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r2m-pra-qhq
title: Cossus cossus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qs0-0zy-stk
title: Euclidia (Euclidia) glyphica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wcd-dth-jvt
title: Taleporia tubulosa (Retzius, 1783)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5vb-8l5-x1b
title: Pseudoips prasinana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ncn-ms9-7f4
title: Hypena proboscidalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r3e-d1f-39h
title: Zygaena (Zygaena) filipendulae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fms-lrl-95g
title: Euxoa (Euxoa) tritici Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/seb-har-hex
title: Agrotis cinerea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0b2-f1j-63l
title: Agrotis segetum [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bj0-4pl-sw2
title: Ochropleura plecta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p03-cw8-6sw
title: Arctia (Arctia) caja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sps-a8v-m4n
title: Hypena rostralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s65-35m-h8r
title: Laspeyria flexula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15829039
title: data and code for "Beyond Human Gold Standards: A Multi-Model Framework for Automated Abstract Classification and Information Extraction" article

description: This is the public repository for the article "Beyond Human Gold Standards: A Multi-Model Framework for Automated Abstract Classification and Information Extraction" by Delphine S. Courvoisier, Diana Buitrago Garcia, Nils Burgisser, Clément P. Buclin, Michele Iudici, and Denis Mongin.


The uptodate repository can be found here: https://gitlab.unige.ch/trial_integrity/llm_majority_public



The structure of the repository is as follows:


- The folder [LLM_inference](./LLM_inference) contains the LLM inferences for the two tasks performed on the abstracts list of the [abstract csv file](./LLM_inference/abstract.csv) by the list of LLMs described in the [model_list.csv](./LLM_inference/model_list.csv) file. The two tasks are the task for the classification of the intervention (folder [abstract_classification](./LLM_inference/abstract_classification)) and the task for the extraction of the number of participants  ([participant_numbers](./LLM_inference/participant_numbers) folder). The initial list of abstract conatined 1080 abstract, some of which were not considered in our final analysis because they were protocols, and not randomized.

  - both folders contain the python script used for the inference using the prompt in the `prompt` folder, the two bash scripts used to run it on the university HPC.

  - All inference results are une the `results` folder, which contains the log files, and one csv file per model

  - The file gold.csv contains, for the final list of 1020 abstracts, the tasks performed by each reviewers, the human gold standard, and the platine stndard, with a 0/1 variable `platine_check` indicating which gold results were re-checked

- The folder [R_analysis](./R_analysis) contains the R files allowing to perform the analysis, produce the tables and the figures:

  - the file [analysis.R](./R_analysis/analysis.R) contains the code to read the LLM inferences results, and calculate the accuracy for the different model combinations. It output a file in the [results](./R_analysis/results) folder

  - the file [figure_tables.R](./R_analysis/figure_tables.R) contains the R code using the result of the analysis.R code to produce the tables and figures of the article. The figures and tables are created in the [figures_tables](./R_analysis/figures_tables) folder. The file [trial_publication_info.csv](./R_analysis/trial_publication_info.csv) contains the information about the RCT used for this analysis, coming from the data of the study doi.org/10.1016/j.jclinepi.2024.111586 .

  - the file [help_func.R](./R_analysis/help_func.R) contains the functions used to format the table results, and is loaded in `figure_tables.R`.
DOI: 10.5281/zenodo.15829040
title: data and code for "Beyond Human Gold Standards: A Multi-Model Framework for Automated Abstract Classification and Information Extraction" article

description: This is the public repository for the article "Beyond Human Gold Standards: A Multi-Model Framework for Automated Abstract Classification and Information Extraction" by Delphine S. Courvoisier, Diana Buitrago Garcia, Nils Burgisser, Clément P. Buclin, Michele Iudici, and Denis Mongin.


The uptodate repository can be found here: https://gitlab.unige.ch/trial_integrity/llm_majority_public



The structure of the repository is as follows:


- The folder [LLM_inference](./LLM_inference) contains the LLM inferences for the two tasks performed on the abstracts list of the [abstract csv file](./LLM_inference/abstract.csv) by the list of LLMs described in the [model_list.csv](./LLM_inference/model_list.csv) file. The two tasks are the task for the classification of the intervention (folder [abstract_classification](./LLM_inference/abstract_classification)) and the task for the extraction of the number of participants  ([participant_numbers](./LLM_inference/participant_numbers) folder). The initial list of abstract conatined 1080 abstract, some of which were not considered in our final analysis because they were protocols, and not randomized.

  - both folders contain the python script used for the inference using the prompt in the `prompt` folder, the two bash scripts used to run it on the university HPC.

  - All inference results are une the `results` folder, which contains the log files, and one csv file per model

  - The file gold.csv contains, for the final list of 1020 abstracts, the tasks performed by each reviewers, the human gold standard, and the platine stndard, with a 0/1 variable `platine_check` indicating which gold results were re-checked

- The folder [R_analysis](./R_analysis) contains the R files allowing to perform the analysis, produce the tables and the figures:

  - the file [analysis.R](./R_analysis/analysis.R) contains the code to read the LLM inferences results, and calculate the accuracy for the different model combinations. It output a file in the [results](./R_analysis/results) folder

  - the file [figure_tables.R](./R_analysis/figure_tables.R) contains the R code using the result of the analysis.R code to produce the tables and figures of the article. The figures and tables are created in the [figures_tables](./R_analysis/figures_tables) folder. The file [trial_publication_info.csv](./R_analysis/trial_publication_info.csv) contains the information about the RCT used for this analysis, coming from the data of the study doi.org/10.1016/j.jclinepi.2024.111586 .

  - the file [help_func.R](./R_analysis/help_func.R) contains the functions used to format the table results, and is loaded in `figure_tables.R`.
DOI: 10.3535/t1c-9b1-apc
title: Euxoa (Euxoa) tritici Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ttw-z6x-dlm
title: Dahlica (Siederia) Meier, 1957

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ggw-1p9-8k4
title: Sterrhopterix fusca (Haworth, 1809)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s8g-ahw-3af
title: Herminia grisealis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.tghaca
title: Occurrence Download

description: A dataset containing 58982 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.64384 -0.26267,7.74089 -0.26267,7.74089 0.57688,5.64384 0.57688,5.64384 -0.26267))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 58982 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102513-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0wf-xra-jcx
title: Pseudoips prasinana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2f1-b1n-779
title: Spilarctia lutea (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ql-mfn-lqs
title: Euxoa (Euxoa) nigricans Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eg9-0qc-kfh
title: Rhagades (Rhagades) pruni ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/343-hm3-t91
title: Herminia tarsicrinalis (Knoch, 1782)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vsk-q0b-76z
title: Euxoa (Euxoa) cursoria Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6w3-1mp-wzn
title: Catocala nupta Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bg5-h44-3yy
title: Taleporia tubulosa (Retzius, 1783)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3fp-xdl-59q
title: Pennisetia hylaeiformis (Laspeyres, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gjj-ymv-rzd
title: Euxoa (Euxoa) cursoria Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kdx-wgm-veh
title: Agrotis puta (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wb2-9nm-cls
title: Euxoa (Euxoa) nigricans Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xa6-vrr-zs6
title: Agrotis exclamationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvf-4jt-bsp
title: Agrotis puta (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ymz-dr9-b2n
title: Scoliopteryx libatrix (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3w2-s38-xqc
title: Scoliopteryx libatrix (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kxw-50k-kry
title: Euxoa (Euxoa) crypta Dadd, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r59-t5e-jka
title: Agrotis vestigialis Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t84-sra-4vs
title: Diaphora mendica (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/25n-0wa-92p
title: Pseudoips prasinana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nmx-xqb-gtd
title: Agrotis ipsilon (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/98s-vbs-0e4
title: Agrotis cinerea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nr1-g1n-yk3
title: Catocala nupta Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/704-bfd-mqm
title: Agrotis segetum [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ftv-b1v-7g9
title: Triodia sylvina (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0yr-r4v-873
title: Synanthedon formicaeformis (Esper, [1783])

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/317-jpr-52l
title: Ochropleura plecta Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h53-f72-r53
title: Lygephila (Lygephila) pastinum Treitschke, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mth-r4z-g2s
title: Psyche casta (Pallas, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yme-w9l-d62
title: Hypena rostralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6fh-wdt-e4k
title: Taleporia tubulosa (Retzius, 1783)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9gk-4w5-f16
title: Phragmataecia castaneae Hübner, 1790

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r4f-42n-f1q
title: Phytometra viridaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s8h-zmd-cn5
title: Catocala nupta Linnaeus, 1767

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yjn-7ml-6vg
title: Pseudoips prasinana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15829341
title: catopsis_juncifolia_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.15829342
title: catopsis_juncifolia_zanfona_1.fasta.gz
DOI: 10.3535/1gb-n4j-xq8
title: Agrotis segetum [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nmj-ayw-nhp
title: Agrotis clavis Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0bx-kdl-jt1
title: Dahlica (Dahlica) sauteri (Hättenschwiler, 1977)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a4l-5h6-x0x
title: Agrotis ripae Hübner, 1823

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/snv-zdp-f0n
title: Noctua pronuba Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vqx-k6m-f7h
title: Agrotis exclamationis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xmh-whg-evv
title: Euxoa (Euxoa) obelisca [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.