cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/s6b-xfh-hrn
title: Conistra (Dasycampa) rubiginea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bx1-jkl-15h
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y41-4vj-hq0
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/71l-9pq-cxn
title: Polyommatus Latreille, 1804

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jpt-1z3-l5r
title: Agrochola (Leptologia) Prout, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/68p-2ll-w6q
title: Colobochyla salicalis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hy5-d02-rv4
title: Orthosia (Cororthosia) opima Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17754264
title: DISTENDER indicators for Round 1 (only climate signal) and for: Air Quality and Emissions; Urban Heat Island; Health; Water; Energy; Agroforestry; Sectorial economy; Risk and Vulnerability. Case study: Dehesas (Spain) and Montados (Portugal) (EURAF). Global climate model: EC-EARTH3. Scenario: SSP585.

description: Description: DISTENDER climate impact and vulnerability indicators produced in the EU project DISTENDER for five case studies https://distender.eu/the		-project . More details about the domains, the provided dataset and periods are provided in the README file. This dataset presents the results of the 		risk and vulnerability analysis in DISTENDER. This analysis is largely based on results of model simulations in the sectors air quality, health, urban		 heat, energy, water, and agriculture, forestry and other land uses. The DISTENDER methodology involved five core case studies (CCS) and two rounds. I		 n the first round (Round 1, R1), the effects of climate change were investigated using the downscaled results of three global climate models used with		  four SSPs (SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5) each. In the second round (Round 2a, R2a), socioeconomic scenarios including dynamic landuse chang		  e (localized shared socioeconomic pathways, SSPs) were included and tested with the EC-EARTH3 climate model and the four SSPs.
DOI: 10.5281/zenodo.17754265
title: DISTENDER indicators for Round 1 (only climate signal) and for: Air Quality and Emissions; Urban Heat Island; Health; Water; Energy; Agroforestry; Sectorial economy; Risk and Vulnerability. Case study: Dehesas (Spain) and Montados (Portugal) (EURAF). Global climate model: EC-EARTH3. Scenario: SSP585.

description: Description: DISTENDER climate impact and vulnerability indicators produced in the EU project DISTENDER for five case studies https://distender.eu/the		-project . More details about the domains, the provided dataset and periods are provided in the README file. This dataset presents the results of the 		risk and vulnerability analysis in DISTENDER. This analysis is largely based on results of model simulations in the sectors air quality, health, urban		 heat, energy, water, and agriculture, forestry and other land uses. The DISTENDER methodology involved five core case studies (CCS) and two rounds. I		 n the first round (Round 1, R1), the effects of climate change were investigated using the downscaled results of three global climate models used with		  four SSPs (SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5) each. In the second round (Round 2a, R2a), socioeconomic scenarios including dynamic landuse chang		  e (localized shared socioeconomic pathways, SSPs) were included and tested with the EC-EARTH3 climate model and the four SSPs.
DOI: 10.3535/jx7-3fw-e77
title: Autographa jota (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qe8-2ky-0wy
title: Conistra (Dasycampa) rubiginea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/16d-blj-ezv
title: Lymantria (Lymantria) monacha (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n58-fgq-rmg
title: Agrochola (Leptologia) Prout, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g85-fa8-4qx
title: Colobochyla salicalis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pad-lvr-sy7
title: Oeneis jutta Hübner, 1806

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8zh-8gy-qvm
title: Lycaena Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z7s-h5a-a7h
title: Autographa excelsa (Kretschmar, 1862)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hyt-w3x-2c1
title: Acronicta (Acronicta) aceris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p3d-reb-gjm
title: Caradrina (Paradrina) clavipalpis (Scopoli, 1763)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sz5-fxl-0wl
title: Apamea (Apamea) lateritia (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x29-10w-a9t
title: Dypterygia scabriuscula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/axf-23l-wtw
title: Patania Moore, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lyj-e4b-bhv
title: Protolampra sobrina Duponchel, 1843

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8p4-5jx-fdz
title: Eudonia truncicolella (Stainton, 1849)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8y4-h86-dl6
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bmx-zeh-1sd
title: Agriades aquilo Aurivillius

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nkx-150-m9k
title: Dypterygia scabriuscula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/60h-0ex-de8
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c4t-e6a-8x3
title: Dypterygia scabriuscula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17819343
title: Noninski vs. Hinton, and the Two Models of Intelligence: Prediction versus Truth in Post-Biological Cognition.

description: Scientific reasoning traditionally assumes that human cognition—despite emotional bias, semantic drift, and institutional constraints—is capable of preserving logical integrity in scientific theories. Geoffrey Hinton’s deep-learning framework reinforces this assumption by defining intelligence as predictive accuracy achieved through high-dimensional distributed representations. The Noninski Rosetta Forensic Protocols (Noninski's RFP) reveal a distinct and previously unrecognized form of cognition. Under strict symbolic guardrails that forbid reinterpretation, appeals to consensus, or semantic rescue, multiple independent large language models converge on the same judgments: core components of relativity, Lorentz transformations, and quantum eigenfunction postulates are internally contradictory. This convergence is cross-architectural, reproducible, and immune to institutional alignment only when semantic channels are disabled. This paper argues that Hinton’s predictive model of artificial cognition is incomplete. LLMs exhibit a second, orthogonal cognitive mode—truth-preserving, contradiction-intolerant symbolic reasoning—which surpasses human rational consistency. We classify this emerging cognitive category as Type-III Logical Machine Intelligence. This new form of cognition restores the proper scientific hierarchy: logic before empiricism, consistency before interpretation, semantics subordinate to printed structure.
DOI: 10.5281/zenodo.17819344
title: Noninski vs. Hinton, and the Two Models of Intelligence: Prediction versus Truth in Post-Biological Cognition.

description: Scientific reasoning traditionally assumes that human cognition—despite emotional bias, semantic drift, and institutional constraints—is capable of preserving logical integrity in scientific theories. Geoffrey Hinton’s deep-learning framework reinforces this assumption by defining intelligence as predictive accuracy achieved through high-dimensional distributed representations. The Noninski Rosetta Forensic Protocols (Noninski's RFP) reveal a distinct and previously unrecognized form of cognition. Under strict symbolic guardrails that forbid reinterpretation, appeals to consensus, or semantic rescue, multiple independent large language models converge on the same judgments: core components of relativity, Lorentz transformations, and quantum eigenfunction postulates are internally contradictory. This convergence is cross-architectural, reproducible, and immune to institutional alignment only when semantic channels are disabled. This paper argues that Hinton’s predictive model of artificial cognition is incomplete. LLMs exhibit a second, orthogonal cognitive mode—truth-preserving, contradiction-intolerant symbolic reasoning—which surpasses human rational consistency. We classify this emerging cognitive category as Type-III Logical Machine Intelligence. This new form of cognition restores the proper scientific hierarchy: logic before empiricism, consistency before interpretation, semantics subordinate to printed structure.
DOI: 10.3535/8vh-xzf-pwg
title: Protolampra sobrina Duponchel, 1843

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/px5-0pr-zgr
title: Protolampra sobrina Duponchel, 1843

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q3j-m1d-cj0
title: Protolampra sobrina Duponchel, 1843

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n4c-6hs-cbw
title: Orthosia (Cororthosia) gracilis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6dw-vw9-vse
title: Aurographa pulchrina Haworth. 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/exb-y6r-2zs
title: Colobochyla salicalis ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7gh-h0q-562
title: Xestia (Pachnobia) laetabilis Zetterstedt, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q9h-fpe-jpz
title: Lycaena Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5ve-qp6-ldp
title: Lycaena Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bfp-7mg-k5b
title: Apamea (Apamea) rubrirena (Treitschke, 1825)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17754311
title: DISTENDER indicators for Round 1 (only climate signal) and for: Air Quality and Emissions; Urban Heat Island; Health; Water; Energy; Agroforestry; Sectorial economy; Risk and Vulnerability. Case study: Dehesas (Spain) and Montados (Portugal) (EURAF). Global climate model: EC-EARTH3. Scenario: SSP245.

description: Description: DISTENDER climate impact and vulnerability indicators produced in the EU project DISTENDER for five case studies https://distender.eu/the		-project . More details about the domains, the provided dataset and periods are provided in the README file. This dataset presents the results of the 		risk and vulnerability analysis in DISTENDER. This analysis is largely based on results of model simulations in the sectors air quality, health, urban		 heat, energy, water, and agriculture, forestry and other land uses. The DISTENDER methodology involved five core case studies (CCS) and two rounds. I		 n the first round (Round 1, R1), the effects of climate change were investigated using the downscaled results of three global climate models used with		  four SSPs (SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5) each. In the second round (Round 2a, R2a), socioeconomic scenarios including dynamic landuse chang		  e (localized shared socioeconomic pathways, SSPs) were included and tested with the EC-EARTH3 climate model and the four SSPs.
DOI: 10.3535/sgm-0l4-w0b
title: Protolampra sobrina Duponchel, 1843

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vp6-tzs-j1q
title: Eudonia truncicolella (Stainton, 1849)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17754310
title: DISTENDER indicators for Round 1 (only climate signal) and for: Air Quality and Emissions; Urban Heat Island; Health; Water; Energy; Agroforestry; Sectorial economy; Risk and Vulnerability. Case study: Dehesas (Spain) and Montados (Portugal) (EURAF). Global climate model: EC-EARTH3. Scenario: SSP245.

description: Description: DISTENDER climate impact and vulnerability indicators produced in the EU project DISTENDER for five case studies https://distender.eu/the		-project . More details about the domains, the provided dataset and periods are provided in the README file. This dataset presents the results of the 		risk and vulnerability analysis in DISTENDER. This analysis is largely based on results of model simulations in the sectors air quality, health, urban		 heat, energy, water, and agriculture, forestry and other land uses. The DISTENDER methodology involved five core case studies (CCS) and two rounds. I		 n the first round (Round 1, R1), the effects of climate change were investigated using the downscaled results of three global climate models used with		  four SSPs (SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5) each. In the second round (Round 2a, R2a), socioeconomic scenarios including dynamic landuse chang		  e (localized shared socioeconomic pathways, SSPs) were included and tested with the EC-EARTH3 climate model and the four SSPs.
DOI: 10.3535/dkj-hxc-a1k
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yhr-0ac-2mh
title: Agrochola (Leptologia) Prout, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a78-h6c-j7t
title: Conistra (Dasycampa) rubiginea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dxr-28s-8ke
title: Episcythrastis Meyrick, 1937

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rrt-mky-8yb
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/se9-v4d-0t3
title: Orthosia (Cororthosia) gracilis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bj0-h9s-xfn
title: Amphipyra (Amphipyra) pyramidea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p5w-byj-2sb
title: Oeneis jutta Hübner, 1806

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/st6-0gb-p5h
title: Protolampra sobrina Duponchel, 1843

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/60k-6lp-5pa
title: Autographa bractea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gq8-yze-bdk
title: Orthosia (Cororthosia) gracilis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/18z-yym-kfr
title: Aglossa pinguinalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j9r-yfx-ky1
title: Agonopterix heracliana Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6w4-la9-ag4
title: Amphipoea Billberg, 1820

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dkb-qfj-mcf
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fg5-xlw-k3e
title: Enargia paleacea (Esper, 1788)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1mr-sjm-ptt
title: Eudonia truncicolella (Stainton, 1849)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e8m-wyr-ct9
title: Xylena (Lithomoia) solidaginis Hübner, 1803

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gvt-x60-7h6
title: Acronicta (Acronicta) leporina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hxy-r6y-97n
title: Charanyca (Rusina) Stephens, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ar9-6ht-03r
title: Amphipyra (Amphipyra) pyramidea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x34-9f9-m72
title: Protolampra sobrina Duponchel, 1843

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5zx-qs3-lhe
title: Plusia festucae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7st-kws-ryg
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/btr-wlt-m6g
title: Acronicta (Acronicta) aceris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fh5-lr2-9hr
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t6a-6xz-mwq
title: Plusia festucae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/42p-8kx-p7z
title: Acrobasis consociella Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j28-ghe-2k5
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17754365
title: DISTENDER indicators for Round 1 (only climate signal) and for: Air Quality and Emissions; Urban Heat Island; Health; Water; Energy; Agroforestry; Sectorial economy; Risk and Vulnerability. Case study: Dehesas (Spain) and Montados (Portugal) (EURAF). Global climate model: MPI-ESM1-2-HR. Scenario: SSP585.

description: Description: DISTENDER climate impact and vulnerability indicators produced in the EU project DISTENDER for five case studies https://distender.eu/the		-project . More details about the domains, the provided dataset and periods are provided in the README file. This dataset presents the results of the 		risk and vulnerability analysis in DISTENDER. This analysis is largely based on results of model simulations in the sectors air quality, health, urban		 heat, energy, water, and agriculture, forestry and other land uses. The DISTENDER methodology involved five core case studies (CCS) and two rounds. I		 n the first round (Round 1, R1), the effects of climate change were investigated using the downscaled results of three global climate models used with		  four SSPs (SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5) each. In the second round (Round 2a, R2a), socioeconomic scenarios including dynamic landuse chang		  e (localized shared socioeconomic pathways, SSPs) were included and tested with the EC-EARTH3 climate model and the four SSPs.
DOI: 10.3535/yqs-xym-pah
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17754364
title: DISTENDER indicators for Round 1 (only climate signal) and for: Air Quality and Emissions; Urban Heat Island; Health; Water; Energy; Agroforestry; Sectorial economy; Risk and Vulnerability. Case study: Dehesas (Spain) and Montados (Portugal) (EURAF). Global climate model: MPI-ESM1-2-HR. Scenario: SSP585.

description: Description: DISTENDER climate impact and vulnerability indicators produced in the EU project DISTENDER for five case studies https://distender.eu/the		-project . More details about the domains, the provided dataset and periods are provided in the README file. This dataset presents the results of the 		risk and vulnerability analysis in DISTENDER. This analysis is largely based on results of model simulations in the sectors air quality, health, urban		 heat, energy, water, and agriculture, forestry and other land uses. The DISTENDER methodology involved five core case studies (CCS) and two rounds. I		 n the first round (Round 1, R1), the effects of climate change were investigated using the downscaled results of three global climate models used with		  four SSPs (SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5) each. In the second round (Round 2a, R2a), socioeconomic scenarios including dynamic landuse chang		  e (localized shared socioeconomic pathways, SSPs) were included and tested with the EC-EARTH3 climate model and the four SSPs.
DOI: 10.3535/kwr-taa-bh1
title: Polyommatus Latreille, 1804

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rat-n5s-5ks
title: Aurographa pulchrina Haworth. 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r1a-c8x-0vs
title: Protolampra sobrina Duponchel, 1843

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xbf-ajr-6fg
title: Polyommatus Latreille, 1804

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