cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/rxd-nyj-wqk
title: Bryophila (Bryoleuca) raptricula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yas-rbt-628
title: Oligia Hübner, 1821

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7b6-k4d-5qy
title: Diarsia dahlii Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wjd-hlt-1vs
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kth-b7d-10k
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mzl-7nb-mzm
title: Diarsia dahlii Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hg1-vtp-2g3
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jtk-7jx-g5a
title: Zanclognatha lunalis (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k35-pej-637
title: Cerapteryx graminis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yev-cq9-cd3
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bx-fkm-nay
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1qq-8jx-vv9
title: Furcula furcula (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hdg-eab-nlz
title: Lithophane (Lithophane) furcifera Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8e4-qwy-t1g
title: Pyrgus malvae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/prr-ft6-l05
title: Polymixis (Polymixis) polymita Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f2v-fjf-1py
title: Boloria selene ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hpr-q1w-zvc
title: Pyrgus malvae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x6r-3z7-211
title: Furcula furcula (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y8v-0eb-alv
title: Protolampra sobrina Duponchel, 1843

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/150-llh-rms
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yg9-rf4-wxw
title: Zanclognatha lunalis (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hx1-41n-gf3
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c6x-fd5-023
title: Zanclognatha lunalis (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qa9-d9z-l2w
title: Limenitis populi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y76-kej-hg5
title: Orophia ferrugella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/64t-mxr-ln7
title: Apamea (Apamea) rubrirena (Treitschke, 1825)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b0q-rsp-ap0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jnp-e90-0fl
title: Apamea (Apamea) rubrirena (Treitschke, 1825)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6c0-xcb-z8s
title: Bryophila (Bryoleuca) raptricula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gqj-apw-x00
title: Coenonympha pamphilus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/b4j-w76-04f
title: Limenitis populi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fqh-pzz-v3g
title: Lithophane (Lithophane) furcifera Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kln-1nf-9ez
title: Hoplodrina blanda ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t98-qna-rma
title: Bena bicolorana (Fuessly, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6g5-dge-j9c
title: Agrochola (Sunira) Franclemont, 1950

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/73r-5hy-vmf
title: Crambus Fabricius, 1798

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nav-01m-qez
title: Bryophila (Bryoleuca) raptricula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vsz-kym-lt1
title: Limenitis populi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bre-d4q-ylw
title: Zanclognatha lunalis (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/s1l-2wy-g5w
title: Lithophane (Lithophane) furcifera Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9gy-fy2-g99
title: Crambus ericella Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ep-dkb-t3b
title: Apamea (Apamea) remissa (Hübner)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pf7-z4v-xy2
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1vh-18n-6x9
title: Orophia ferrugella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2p6-3g9-0me
title: Bryophila (Bryoleuca) raptricula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kqk-pvp-5cq
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zwn-sgw-8ex
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pfv-3hr-e44
title: Abrostola tripartita (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v3z-ty6-dhy
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lrj-b6c-acq
title: Syngrapha hochenwarthi (Hochenwarth, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/atp-bpp-yhg
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ljb-qt5-p8l
title: Limenitis populi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7n8-afb-07y
title: Syngrapha hochenwarthi (Hochenwarth, 1785)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jpt-4t4-ps7
title: Agriphila Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/887-kmf-nh2
title: Hoplodrina blanda ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wam-dn3-yav
title: Bryophila (Bryoleuca) raptricula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sbs-lef-4jz
title: Plusia putnami Grote, 1873

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ctx-njw-95k
title: Agonopterix arenella ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gxz-z5q-10p
title: Epirrhoe hastulata (Hübner, 1790)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8vt-g7d-5fr
title: Phlogophora meticulosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z4j-pst-vrt
title: Zanclognatha lunalis (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/s46-4zz-p4p
title: Pheosia tremula (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d6s-srn-81t
title: Amphipoea oculea Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dcx-7nw-zl4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kj6-y41-rkt
title: Erebia ligea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/56n-1gz-xk2
title: Udea lutealis Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/txc-hk7-bqf
title: Orophia ferrugella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ynv-b7z-nmx
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/78l-p4q-jjm
title: Pyrrhia exprimens (Walker, 1857)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7nz-shg-yfd
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/l8r-6ja-cm1
title: Hoplodrina blanda ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m0l-t4b-ms5
title: Cerapteryx graminis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qq2-56p-sm2
title: Phlogophora meticulosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xt7-xct-nc6
title: Melitaea diamina (Lang, 1789)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j34-pzl-5ps
title: Erebia ligea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kje-zyc-e9t
title: Orophia ferrugella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m3n-ttf-zn7
title: Orophia ferrugella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h3c-70e-gxn
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lhp-n5e-ynb
title: Orophia ferrugella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ef1-y7m-zex
title: Hypsopygia costalis Fabricius, 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f0g-gpe-n14
title: Evergestis aenealis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5gx-hjk-5w3
title: Aphomia sociella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/na9-sss-e1l
title: Hoplodrina blanda ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ef1-qd8-947
title: Coranarta cordigera Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d87-v3z-c2g
title: Pyrgus malvae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kky-zfp-hx1
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bl-465-r0g
title: Sympistis heliophila Paykull, 1793

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.tncwus
title: Occurrence Download

description: A dataset containing 176073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -20.914722",
 "DecimalLatitude is less than or equal to -15.914722",
 "DecimalLongitude is greater than or equal to -50.0",
 "DecimalLongitude is less than or equal to -45.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 176073 records from 279 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033395-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/kbb-8dk-aeq
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/292-s01-zql
title: Odontosia sieversii (Ménétriés, 1856)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q1e-n7q-haj
title: Hesperia comma Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r79-9jw-ec3
title: Odontosia sieversii (Ménétriés, 1856)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zjr-x8h-3f2
title: Odontosia sieversii (Ménétriés, 1856)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lnk-anj-6xd
title: Hesperia comma Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zdw-627-jqg
title: Orophia ferrugella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dwy-ag8-1fl
title: Orophia ferrugella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yn4-a54-5ya
title: Bryophila (Bryoleuca) raptricula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9kk-101-bf1
title: Manulea (Manulea) complana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hzt-f9f-zsz
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qsy-be2-zxj
title: Bryophila (Bryoleuca) raptricula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17842616
title: Crack Arrest Fracture Toughness of Steels
DOI: 10.60873/fk2/toxcrf
title: IPTU Residencial por Lote, São Paulo [2024]

description: Base georreferenciada de lotes residenciais do município de São Paulo com dados do IPTU 2024. Inclui indicadores urbanísticos como coeficiente de aproveitamento (CA), cota parte e verticalização. Os dados foram processados a partir da base bruta do IPTU e das geometrias dos lotes do GeoSampa. Contém 1.115.792 lotes residenciais. Conjunto de dados tratados e enriquecidos pelo Centro de Estudos das Cidades.
DOI: 10.3535/fj3-szt-q80
title: Dioryctria schutzeella Fuchs, 1899

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8cy-hdv-tw7
title: Erebia ligea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fsp-w3x-q4h
title: Agonopterix propinquella (Treitschke, 1835)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/53h-0r1-fa0
title: Semioscopis Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d4r-d73-m39
title: Coenonympha pamphilus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qgv-1hb-ra1
title: Amphipyra (Amphipyra) perflua (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h15-7aj-rb8
title: Pyrrhia umbra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/anm-0kt-l53
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ex8-4sh-s6e
title: Bryophila (Bryoleuca) raptricula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6hn-wy5-yws
title: Crambus hamella Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e9k-eek-mn2
title: Crambus perlellus Scopoli, 1763

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f99-xhl-hxc
title: Lacanobia (Diataraxia) oleracea Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pr4-4mx-k3v
title: Bryophila (Bryoleuca) raptricula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17829635
title: Supporting data for "Multi-head committees enable direct uncertainty prediction for atomistic foundation models"

description: The data is sorted by the respective datasets that were used to train and analyze the models. These datasets for custom-made models are 3BPA, water, and rMD17. There is a separate directory for the foundation model. The directories contain the training datasets, the scripts used to create the training sets, training scripts, and the trained models.

3BPA: Contains directories for different training set sizes. Most work was done on the 100-strucutre training set contained in the `trainset_100` directory. This directory also contains sub-directories that were used for work in the supplementary material, such as committees without training set subsampling.

water: Contains the training, validation, and test sets for the analysis of bulk liquid water.

rMD17: The directory `full_trainset` contains the material used for the work found in the main manuscript. Additionally, there are directories `wo_*`, which contain the material for the models where one molecule was excluded. The analysis of these models can be found in the supplementary material.

foundation: The most important directory of this part is `qbc/dataset_8000`, containing the QbC-selected reduced training dataset of MPtrj and a trained multihead committee model with and without the original pre-trained head. Additionally, there are models trained on only the 1000 structures selected first by the QbC as well as models trained on randomly selected structures and the structures in the MPtrj dataset with the maximum mean force.
DOI: 10.3535/bs0-7zx-ecn
title: Lacanobia (Diataraxia) oleracea Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17829634
title: Supporting data for "Multi-head committees enable direct uncertainty prediction for atomistic foundation models"

description: The data is sorted by the respective datasets that were used to train and analyze the models. These datasets for custom-made models are 3BPA, water, and rMD17. There is a separate directory for the foundation model. The directories contain the training datasets, the scripts used to create the training sets, training scripts, and the trained models.

3BPA: Contains directories for different training set sizes. Most work was done on the 100-strucutre training set contained in the `trainset_100` directory. This directory also contains sub-directories that were used for work in the supplementary material, such as committees without training set subsampling.

water: Contains the training, validation, and test sets for the analysis of bulk liquid water.

rMD17: The directory `full_trainset` contains the material used for the work found in the main manuscript. Additionally, there are directories `wo_*`, which contain the material for the models where one molecule was excluded. The analysis of these models can be found in the supplementary material.

foundation: The most important directory of this part is `qbc/dataset_8000`, containing the QbC-selected reduced training dataset of MPtrj and a trained multihead committee model with and without the original pre-trained head. Additionally, there are models trained on only the 1000 structures selected first by the QbC as well as models trained on randomly selected structures and the structures in the MPtrj dataset with the maximum mean force.
DOI: 10.3535/jde-dae-vbg
title: Denticucullus pygmina Haworth, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.