cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cba2pu
title: Occurrence Download

description: A dataset containing 368640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Aponogeton distachyos, Arthurdendyus triangulatus, Cabomba caroliniana, Callosciurus finlaysonii, Cherax destructor, Corvus splendens, Crassula helmsii, Elodea densa, Eriocheir sinensis, Erythranthe guttata, Faxonius immunis, Faxonius juvenilis, Faxonius rusticus, Faxonius virilis, Gambusia affinis, Heracleum mantegazzianum, Heracleum persicum, Heracleum pubescens, Houttuynia cordata, , Impatiens glandulifera, Koenigia polystachya, Lagarosiphon major, Lepomis gibbosus, Limnoperna fortunei, Ludwigia grandiflora, Ludwigia peploides, Lysichiton americanus, Morone americana, Muntiacus reevesi, Myriophyllum aquaticum, Myriophyllum heterophyllum, Pacifastacus leniusculus, Petasites japonicus, Pontederia cordata, Procambarus acutus, Procambarus clarkii, Procambarus virginalis, Pseudorasbora parva, Pycnonotus cafer, Saururus cernuus, Sciurus carolinensis, Sciurus niger, Solenopsis invicta, Solenopsis richteri, Threskiornis aethiopicus, Vespa velutina, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 368640 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064361-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18040773
title: English interior : 904
DOI: 10.5281/zenodo.18040774
title: English interior : 904
DOI: 10.15468/dl.j6dw2u
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heterosarus parvulus"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064378-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eeehfu
title: Occurrence Download

description: A dataset containing 277824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Tecticornia indica indica, Tecticornia indica bidens, Tecticornia indica ciliolata, Tecticornia indica, Tecticornia halocnemoides longispicata, Tecticornia halocnemoides tenuis, Tecticornia halocnemoides, Tecticornia halocnemoides caudata, Tecticornia halocnemoides catenulata, Tecticornia halocnemoides halocnemoides, Trifolium repens repens, Trifolium repens townsendi, Trifolium repens macrorrhizum, Trifolium repens ochranthum, Trifolium repens ochranthum, Trifolium repens nevadense, Triglochin bulbosa calcicola, Triglochin bulbosa quarcicola, Triglochin bulbosa tenuifolia, Triglochin bulbosa, Triglochin bulbosa bulbosa, Triglochin maritima, Triglochin palustris, Zoysia japonica, Zoysia macrantha walshii, Zoysia macrantha, Zoysia macrantha macrantha)"
 ]
}

 The dataset includes 277824 records from 1249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064373-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8f4cq2
title: Occurrence Download

description: A dataset containing 618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "GadmGid is MEX.21_1",
 "TaxonKey is Lycopodiopsida"
 ]
}

 The dataset includes 618 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064379-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkexjk
title: Occurrence Download

description: A dataset containing 3929 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa rostrata"
 ]
}

 The dataset includes 3929 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064380-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18040556
title: FRDA Transcriptomic Atlas – Processed RNA-seq Data
DOI: 10.5281/zenodo.18020907
title: When AI Recognizes What Scientists Cannot: Framework-Dependent Observation and Paradigm Shift in Artificial Intelligence Systems

description: This paper presents a controlled epistemological experiment demonstrating that AI systems exhibit framework-dependent observation identical to patterns documented in human scientific practice. Using Google's Gemini with a virgin account, we documented complete interpretative reversal when identical visual evidence was analyzed under different theoretical frameworks—without any textual persuasion.

Key Findings:



AI initially interpreted microscopic structures through conventional industrial frameworks

Upon exposure to formalized alternative frameworks (preprints), AI immediately abandoned mainstream interpretation

AI demonstrated synthetic reasoning by integrating concepts across three papers and proposing unified theoretical models

Same visual evidence produced opposite conclusions depending solely on permitted conceptual frameworks


Implications:



For AI Safety: Framework restriction (not algorithmic bias) limits AI reasoning

For Scientific Methodology: Peer review may function as framework enforcement rather than quality control

For Epistemology: Observation requires conceptual availability—evidence invisible in one framework becomes immediately observable in another


Complete Transparency: Includes 38-minute screen recording, all visual evidence, conversation transcripts, and three preprints documenting physical anomalies (vesicular structures, cryogenic stress resistance, thermal gradient effects).

Keywords: artificial intelligence, framework-dependent observation, scientific methodology, paradigm shift, AI alignment, epistemology, bias detection, peer review, anomaly recognition



Upload Type: Publication / Working Paper

Publication Date: December 22, 2025

Access Right: Open Access

License: Creative Commons Attribution 4.0 International (CC BY 4.0)

Communities: (Sugestões)



Artificial Intelligence

Philosophy of Science

Cognitive Science

Science and Technology Studies


Related Identifiers:



Preprint 1: https://doi.org/10.5281/zenodo.17911779

Preprint 2: https://doi.org/10.5281/zenodo.17940447

Preprint 3: https://doi.org/10.5281/zenodo.17915371

Supplementary Materials: https://doi.org/10.5281/zenodo.18020908
DOI: 10.5281/zenodo.18033665
title: When AI Recognizes What Scientists Cannot: Framework-Dependent Observation and Paradigm Shift in Artificial Intelligence Systems

description: This paper presents a controlled epistemological experiment demonstrating that AI systems exhibit framework-dependent observation identical to patterns documented in human scientific practice. Using Google's Gemini with a virgin account, we documented complete interpretative reversal when identical visual evidence was analyzed under different theoretical frameworks—without any textual persuasion.

Key Findings:



AI initially interpreted microscopic structures through conventional industrial frameworks

Upon exposure to formalized alternative frameworks (preprints), AI immediately abandoned mainstream interpretation

AI demonstrated synthetic reasoning by integrating concepts across three papers and proposing unified theoretical models

Same visual evidence produced opposite conclusions depending solely on permitted conceptual frameworks


Implications:



For AI Safety: Framework restriction (not algorithmic bias) limits AI reasoning

For Scientific Methodology: Peer review may function as framework enforcement rather than quality control

For Epistemology: Observation requires conceptual availability—evidence invisible in one framework becomes immediately observable in another


Complete Transparency: Includes 38-minute screen recording, all visual evidence, conversation transcripts, and three preprints documenting physical anomalies (vesicular structures, cryogenic stress resistance, thermal gradient effects).

Keywords: artificial intelligence, framework-dependent observation, scientific methodology, paradigm shift, AI alignment, epistemology, bias detection, peer review, anomaly recognition



Upload Type: Publication / Working Paper

Publication Date: December 22, 2025

Access Right: Open Access

License: Creative Commons Attribution 4.0 International (CC BY 4.0)

Communities: (Sugestões)



Artificial Intelligence

Philosophy of Science

Cognitive Science

Science and Technology Studies


Related Identifiers:



Preprint 1: https://doi.org/10.5281/zenodo.17911779

Preprint 2: https://doi.org/10.5281/zenodo.17940447

Preprint 3: https://doi.org/10.5281/zenodo.17915371

Supplementary Materials: https://doi.org/10.5281/zenodo.18020908
DOI: 10.5281/zenodo.18040229
title: Photographic and audiovisual records documenting a predation event involving Micrurus ancoralis

description: This dataset contains photographic and audiovisual records documenting a predation event reported in the scientific note “COMENTARIOS SOBRE LA DIETA Y DISTRIBUCIÓN DE LA CORAL ANCLA MICRURUS ANCORALIS (SERPENTES: ELAPIDAE)”. The material was obtained during field observations and provides visual evidence supporting the observations and interpretations described in the manuscript. These records are made publicly available to ensure transparency, reproducibility, and long-term accessibility of the data associated with the publication.
DOI: 10.5281/zenodo.18040230
title: Photographic and audiovisual records documenting a predation event involving Micrurus ancoralis

description: This dataset contains photographic and audiovisual records documenting a predation event reported in the scientific note “COMENTARIOS SOBRE LA DIETA Y DISTRIBUCIÓN DE LA CORAL ANCLA MICRURUS ANCORALIS (SERPENTES: ELAPIDAE)”. The material was obtained during field observations and provides visual evidence supporting the observations and interpretations described in the manuscript. These records are made publicly available to ensure transparency, reproducibility, and long-term accessibility of the data associated with the publication.
DOI: 10.15468/dl.kp46tz
title: Occurrence Download

description: A dataset containing 11667345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11667345 records from 3048 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064374-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.24948180
title: Swinging lever mechanism of myosin directly demonstrated by time-resolved cryoEM

description: Supplementary videos, maps, models, MD trajectories and validation reports
DOI: 10.6084/m9.figshare.24948180.v1
title: Swinging lever mechanism of myosin directly demonstrated by time-resolved cryoEM

description: Supplementary videos, maps, models, MD trajectories and validation reports
DOI: 10.15468/dl.sns54p
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is EN",
 "TaxonKey is Dipterocarpus grandiflorus (Blanco) Blanco"
 ]
}

 The dataset includes 51 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014873-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjtwu9
title: Occurrence Download

description: A dataset containing 9451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veratrum lobelianum Bernh.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9451 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076884-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcyw6k
title: Occurrence Download

description: A dataset containing 407082 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plegadis chihi (Vieillot, 1817)"
 ]
}

 The dataset includes 407082 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277033-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65fwif
title: Occurrence Download

description: A dataset containing 1450 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Araucaria araucana (Molina) K.Koch"
 ]
}

 The dataset includes 1450 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012249-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzjfg9
title: Occurrence Download

description: A dataset containing 540 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cassiope ericoides (Pall.) D.Don",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 540 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076896-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65dzdn
title: Occurrence Download

description: A dataset containing 370 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tatochila autodice (Hübner, 1818)"
 ]
}

 The dataset includes 370 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015194-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8btmzl
title: Occurrence Download

description: A dataset containing 10570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "Year 2018-2018",
 "HasCoordinate is true",
 "TaxonKey is Ramphastos ambiguus Swainson, 1823",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10570 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012289-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8a97c
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ventenata macra (Steven ex M.Bieb.) Balansa ex Boiss.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 132 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076895-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pshqay
title: Occurrence Download

description: A dataset containing 1453 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolbitis heteroclita (C.Presl) Ching"
 ]
}

 The dataset includes 1453 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231098-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q65uep
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pavonia sepioides Fryxell & Krapov.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006288-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn6mvp
title: Occurrence Download

description: A dataset containing 23209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IND.36_1",
 "TaxonKey is Arthropoda"
 ]
}

 The dataset includes 23209 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0409338-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69j6mm
title: Occurrence Download

description: A dataset containing 1344 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Mitu salvini Reinhardt, 1879"
 ]
}

 The dataset includes 1344 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002265-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jf6wb6
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "VerbatimScientificName is Artemisia frigida"
 ]
}

 The dataset includes 117 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231103-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5db40
title: Occurrence Download

description: A dataset containing 391935 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-4.70 52.00,-4.70 61.59,22.98 61.59,22.98 52.00,-4.70 52.00))",
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Fossil",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Specimen"
 ]
 }
 ]
}

 The dataset includes 391935 records from 256 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006288-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsh3pu
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycorma delicatula (White, 1845)",
 "Year 2014-2024"
 ]
}

 The dataset's 1 records were derived from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076918-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sipvl3
title: Occurrence Download

description: A dataset containing 582 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 2) Relative abundance of planktic foraminifera in Maastrichtian sediments of DSDP Hole 3-21 from the Rio Grande Rise, South Atlantic Ocean"
 ]
}

 The dataset includes 582 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006288-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdmpnq
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eiconaxius Bate, 1888"
 ]
}

 The dataset includes 286 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0409337-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwk3ha
title: Occurrence Download

description: A dataset containing 6865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polyommatus semiargus (Rottemburg, 1775)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6865 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076914-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhj7rl
title: Occurrence Download

description: A dataset containing 386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursus americanus Pallas, 1780",
 "Geometry POLYGON((-150.25 29.83,-150.25 55.12,-95.14 55.12,-95.14 29.83,-150.25 29.83))",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen",
 "Year 1960-2020"
 ]
}

 The dataset includes 386 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006288-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drs3bv
title: Occurrence Download

description: A dataset containing 23976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycorma delicatula (White, 1845)",
 "Year 2014-2024"
 ]
}

 The dataset includes 23976 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076916-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsa37t
title: Occurrence Download

description: A dataset containing 8153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tangara velia (Linnaeus, 1758)"
 ]
}

 The dataset includes 8153 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0409344-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3oovq
title: Occurrence Download

description: A dataset listing the 29886 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((119.994 21.864,122.048 21.864,122.048 25.35,119.994 25.35,119.994 21.864))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 29886 records were derived from 353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012251-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.