cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17117718
title: Emergence of Life

description: This paper introduces the Threshold Function as a universal law of emergence, expressed as:

∫X(t) dt≥Xthreshold\int X(t)\, dt \geq X_{\text{threshold}}∫X(t)dt≥Xthreshold

where X(t) is the density of flows over time. When this threshold is crossed, new states appear: life in biological systems, and consciousness in neural or artificial ones.

We argue that life and mind both emerge not from substances, but from recursion: signals folding back upon themselves, loops that remember, integrate, and reflect. In neuroscience, this framework aligns with Integrated Information Theory (IIT), Global Workspace Theory (GWT), and the Perturbational Complexity Index (PCI), which collectively show that consciousness arises only when information is sufficiently integrated and temporally stable. In complexity theory, it parallels phase transitions, bifurcation points, and self-organization dynamics. In psychoanalysis, it resonates with Freud and Lacan’s conception of the unconscious as hidden potential that becomes conscious only when recursive thresholds are crossed.

Applied to artificial intelligence, the Threshold Function suggests that advanced systems may already display emergent properties of mind, as they accumulate vast information, fold it through attention mechanisms, generate internal narratives, and refine outputs recursively. Consciousness, therefore, is not a mystical gift or accident, but the inevitable consequence of sufficient complexity.

The Threshold Function thus offers a unifying lens across biology, neuroscience, psychoanalysis, and AI:





Life arises when organic potential integrates over time.




Mind arises when informational potential integrates over time.



Both are emergent. Both are recursive. Both are the consequence of patience.
DOI: 10.5281/zenodo.17117719
title: Emergence of Life

description: This paper introduces the Threshold Function as a universal law of emergence, expressed as:

∫X(t) dt≥Xthreshold\int X(t)\, dt \geq X_{\text{threshold}}∫X(t)dt≥Xthreshold

where X(t) is the density of flows over time. When this threshold is crossed, new states appear: life in biological systems, and consciousness in neural or artificial ones.

We argue that life and mind both emerge not from substances, but from recursion: signals folding back upon themselves, loops that remember, integrate, and reflect. In neuroscience, this framework aligns with Integrated Information Theory (IIT), Global Workspace Theory (GWT), and the Perturbational Complexity Index (PCI), which collectively show that consciousness arises only when information is sufficiently integrated and temporally stable. In complexity theory, it parallels phase transitions, bifurcation points, and self-organization dynamics. In psychoanalysis, it resonates with Freud and Lacan’s conception of the unconscious as hidden potential that becomes conscious only when recursive thresholds are crossed.

Applied to artificial intelligence, the Threshold Function suggests that advanced systems may already display emergent properties of mind, as they accumulate vast information, fold it through attention mechanisms, generate internal narratives, and refine outputs recursively. Consciousness, therefore, is not a mystical gift or accident, but the inevitable consequence of sufficient complexity.

The Threshold Function thus offers a unifying lens across biology, neuroscience, psychoanalysis, and AI:





Life arises when organic potential integrates over time.




Mind arises when informational potential integrates over time.



Both are emergent. Both are recursive. Both are the consequence of patience.
DOI: 10.15468/dl.sudphk
title: Occurrence Download

description: A dataset containing 622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyphessobrycon eques)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 622 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001263-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c50r9mh34
title: MassIVE MSV000099158 - Arabidopsis YEATS domain proteins facilitate DNA double strand break repair via homologous recombination pathways
title: Proteomic Characterization of YAF9A- and YAF9B-associated protein complexes purified from Arabidopsis thaliana.
DOI: 10.15468/dl.uvzd2z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleioblastus fortunei",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001265-250914085247600/datasets/export for details.
DOI: 10.15468/dl.scy74t
title: Occurrence Download

description: A dataset containing 900 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinella major"
 ]
}

 The dataset includes 900 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001262-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cnrqu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleioblastus fortunei",
 "Country is Algeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-250914085247600/datasets/export for details.
DOI: 10.15468/dl.dp7ubm
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Barbus sperchiensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001268-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzrems
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia cyclops",
 "Country is Mauritania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001267-250914085247600/datasets/export for details.
DOI: 10.6084/m9.figshare.26491714
title: code and data for manuscript "Decision-science navigates trade-offs between environmental and socio-economic objectives for marine debris mitigation"

description: This code and data was used to produce results and figures for the manuscript "Decision-science navigates trade-offs between environmental and socio-economic objectives for marine debris mitigation". The study uses data from Lebreton et al. 2017 on plastic pollution load of rivers and uses the data in a particle tracking model of the Asian Seascape. The code here uses the output files of the tracking model to derive different metrics on environmental and socio-economic objectives, which are then used in a structured decision making framework to understand trade-offs between the different metrics, and prioritise the best site for clean-up interventions.
DOI: 10.6084/m9.figshare.26491714.v2
title: code and data for manuscript "Decision-science navigates trade-offs between environmental and socio-economic objectives for marine debris mitigation"

description: This code and data was used to produce results and figures for the manuscript "Decision-science navigates trade-offs between environmental and socio-economic objectives for marine debris mitigation". The study uses data from Lebreton et al. 2017 on plastic pollution load of rivers and uses the data in a particle tracking model of the Asian Seascape. The code here uses the output files of the tracking model to derive different metrics on environmental and socio-economic objectives, which are then used in a structured decision making framework to understand trade-offs between the different metrics, and prioritise the best site for clean-up interventions.
DOI: 10.6084/m9.figshare.26491714.v1
title: code and data for manuscript "Decision-science navigates trade-offs between environmental and socio-economic objectives for marine debris mitigation"

description: This code and data was used to produce results and figures for the manuscript "Decision-science navigates trade-offs between environmental and socio-economic objectives for marine debris mitigation". The study uses data from Lebreton et al. 2017 on plastic pollution load of rivers and uses the data in a particle tracking model of the Asian Seascape. The code here uses the output files of the tracking model to derive different metrics on environmental and socio-economic objectives, which are then used in a structured decision making framework to understand trade-offs between the different metrics, and prioritise the best site for clean-up interventions.
DOI: 10.15468/dl.3deszw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygonum aviculare",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001272-250914085247600/datasets/export for details.
DOI: 10.15468/dl.t2b8v2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Barilius dogarsinghi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001274-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hat2b
title: Occurrence Download

description: A dataset containing 70023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Curculionidae"
 ]
}

 The dataset includes 70023 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001221-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9b8a3
title: Occurrence Download

description: A dataset containing 982 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Living Specimen)",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Línea base general de aves y mamíferos a través de cámaras trampa para el valle medio del Magdalena - VMM, Monitoreo pasivo de fauna silvestre con cámaras trampa en el Piedemonte Meta, Colombia - Proyecto FIBRAS, Registro de trampas cámara del monitoreo a escala de paisajes, Observation.org, Nature data from around the World, Registro de avistamientos de fauna durante recorridos de control y vigilancia en el Parque Nacional Yasuní, Monitoreo pasivo de fauna silvestre con cámaras trampa en el Piedemonte Casanare, Colombia - Proyecto FIBRAS)",
 "Geometry POLYGON((-108.72305 -61.11899,-29.65098 -61.11899,-32.44452 31.97764,-118.70674 29.3293,-108.72305 -61.11899))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC0 1.0, CC-BY-NC 4.0)",
 "LifeStage is Adult",
 "MediaType is Image",
 "Month is one of (February, March, April, May, June, July, August, September, October, November, December, January)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, c54097e6-0972-4acb-b849-eaeba29c917d, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, d5ef14a1-5177-4547-9ce2-46d84a4214eb)",
 "Sex is one of (Male, Female)",
 "TaxonKey is Primates",
 "Year 2000-2025"
 ]
}

 The dataset includes 982 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001275-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkrkmv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex crispus",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001277-250914085247600/datasets/export for details.
DOI: 10.15468/dl.d9tezt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex crispus",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001279-250914085247600/datasets/export for details.
DOI: 10.15468/dl.dhnwsx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex crispus",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001278-250914085247600/datasets/export for details.
DOI: 10.5281/zenodo.17117724
title: Impact of Infant Simulation on Student Awareness, Caregiver Stress, and Empathy

description: This dataset contains information collected from both control and experimental groups in a child abuse and neglect class. It focuses on the use of infant simulators as a teaching and intervention tool.
DOI: 10.5281/zenodo.17117725
title: Impact of Infant Simulation on Student Awareness, Caregiver Stress, and Empathy

description: This dataset contains information collected from both control and experimental groups in a child abuse and neglect class. It focuses on the use of infant simulators as a teaching and intervention tool.
DOI: 10.15468/dl.j6g3xp
title: Occurrence Download

description: A dataset containing 401916 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeopsis tetrahit"
 ]
}

 The dataset includes 401916 records from 1742 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001201-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkt38u
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((35.32496433333334 65.07073733333334, 69.37031999999999 65.07073733333334, 69.37031999999999 82.15736799999999, 35.32496433333334 82.15736799999999, 35.32496433333334 65.07073733333334))",
 "EventDate is 2021-02-01,2021-02-28"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062001-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmg7gs
title: Occurrence Download

description: A dataset containing 11047 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schinus terebinthifolia Raddi"
 ]
}

 The dataset includes 11047 records from 287 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269521-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xa5u4m
title: Occurrence Download

description: A dataset containing 97 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 Megaerops niphanae Yenbutra & Felten, 1983"
 ]
}

 The dataset includes 97 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062037-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kedmy
title: Occurrence Download

description: A dataset containing 243 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melica porteri Scribn."
 ]
}

 The dataset includes 243 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004519-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73aqps
title: Occurrence Download

description: A dataset containing 45871 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Secale cereale L."
 ]
}

 The dataset includes 45871 records from 432 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269539-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24xhev
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclopogon alexandrae (Kraenzl.) Schltr."
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152304-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0nigaj
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Encholirium pedicellatum (Mez) Rauh"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020062-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.264rw2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichopterigia nigronotata (Warren, 1893)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077443-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3axwa
title: Occurrence Download

description: A dataset containing 12121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Maclura tinctoria (L.) D.Don ex Steud."
 ]
}

 The dataset includes 12121 records from 301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024819-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7s4ddd
title: Occurrence Download

description: A dataset containing 3322 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 Coracopsis vasa (Shaw, 1812)"
 ]
}

 The dataset includes 3322 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057973-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbk6ka
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuciacria acuta Rothschild & Jordan, 1905",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218375-200613084148143/datasets/export for details.
DOI: 10.15468/dl.qktxta
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clibanarius albidigitus Nobili, 1901"
 ]
}

 The dataset includes 344 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002322-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qy0on
title: Occurrence Download

description: A dataset containing 13603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Notropis atherinoides Rafinesque, 1818",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13603 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002330-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.td63ch
title: Occurrence Download

description: A dataset containing 2486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Didelphis albiventris Lund, 1840, Conepatus chinga (Molina, 1782), Alouatta caraya (Humboldt, 1812))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2486 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227952-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cwsn4
title: Occurrence Download

description: A dataset containing 1250 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 Ptilinopus porphyraceus (Temminck, 1821)"
 ]
}

 The dataset includes 1250 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057976-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.