cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.12751/g-node.ssn8qj
title: Neural evidence that humans reuse strategies to solve new tasks: Behavioural data

description: This resource contains raw behavioural data for:
Hall-McMaster, Tomov, Gershman* & Schuck* (2025).
Neural evidence that humans reuse strategies to solve new tasks.
PLOS Biology.
description: IsSupplementTo: Hall-McMaster, S., Tomov, M.S., Gershman, S.J., & Schuck, N.W. (2025). Neural evidence that humans reuse strategies to solve new tasks. PLOS Biology.
description: IsSupplementTo: Hall-McMaster, S., Tomov, M.S., Gershman, S.J., & Schuck, N.W. (2024). Neural Prioritisation of Past Solutions Supports Generalisation. bioRxiv. https://doi.org/10.1101/2024.06.10.598294
DOI: 10.12751/g-node.x9fxqi
title: Neural evidence that humans reuse strategies to solve new tasks: Behavioural analysis materials

description: This resource contains code to run behavioural analyses for:
Hall-McMaster, Tomov, Gershman* & Schuck* (2025).
Neural evidence that humans reuse strategies to solve new tasks.
PLOS Biology.
description: IsSupplementTo: Hall-McMaster, S., Tomov, M.S., Gershman, S.J., & Schuck, N.W. (2025). Neural evidence that humans reuse strategies to solve new tasks. PLOS Biology.
description: IsSupplementTo: Hall-McMaster, S., Tomov, M.S., Gershman, S.J., & Schuck, N.W. (2024). Neural Prioritisation of Past Solutions Supports Generalisation. bioRxiv. https://doi.org/10.1101/2024.06.10.598294
DOI: 10.12751/g-node.zpjw9f
title: Neural evidence that humans reuse strategies to solve new tasks: Anatomical masks

description: This resource contains anatomical masks for:
Hall-McMaster, Tomov, Gershman* & Schuck* (2025).
Neural evidence that humans reuse strategies to solve new tasks.
PLOS Biology.
description: IsSupplementTo: Hall-McMaster, S., Tomov, M.S., Gershman, S.J., & Schuck, N.W. (2025). Neural evidence that humans reuse strategies to solve new tasks. PLOS Biology.
description: IsSupplementTo: Hall-McMaster, S., Tomov, M.S., Gershman, S.J., & Schuck, N.W. (2024). Neural Prioritisation of Past Solutions Supports Generalisation. bioRxiv. https://doi.org/10.1101/2024.06.10.598294
DOI: 10.5281/zenodo.14715546
title: Auto
DOI: 10.15468/dl.kc87tc
title: Occurrence Download

description: A dataset containing 276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Ostreopsis ovata Fukuyo",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 276 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002784-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15088889
title: Long term effects of chabazite zeolite amendments on soil physical and biogeochemical properties

description: This dataset is an enlarged version of https://zenodo.org/records/10221661 which also contains data on soil organic matter quality and soil hydraulic properties and pore structure. 

This dataset contains the results of analysis performed on soils amended with natural zeolite (Italian chabazite-rich tuff) in comparison to unamended soil. The sampling was done 11 years after the application of natural zeolites, therefore is useful to investigate their long-term effects on several physical and biochemical soil properties.
DOI: 10.57703/ce-y5v5y
title: Rough Surface P57
DOI: 10.15468/dl.4u9pku
title: Occurrence Download

description: A dataset containing 44607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ClassKey is Amphibia",
 "HasCoordinate is true",
 "Country is Argentina"
 ]
}

 The dataset includes 44607 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040546-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ych3dh
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 138 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040548-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpspua
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040547-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3w5yb
title: Occurrence Download

description: A dataset containing 2819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2819 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040549-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16929972
title: Higher‑Dimensional Blast Cosmology (HDBC) v3.9 — Reproducibility bundle: official PISC/PLI overlays, DECIGO γ(f), sub‑mm α→λ bounds, and BBN/CMB posteriors.

description: What this record contains. A reproducibility‑first bundle for HDBC v3.9: (i) publication‑style overlays and SNR maps using the collaboration‑grade PISC/PLI kernels and noise PSDs for LISA/DECIGO (via path‑driven CSV loaders), (ii) a geometry‑exact DECIGO two‑cluster overlap function γ_KT(f), (iii) sub‑mm gravity α–λ CSVs (Eöt‑Wash/HUST) to re‑shade the exclusion band, (iv) a ΔN_eff(a) track for light‑weight BBN/CMB emulation, and (v) a camera‑ready PDF with the triangle relation, posterior panel, and no‑go bound.

How to switch to official kernels. Place the collaboration archives (PSDs, PLI, PISC) in `/data/pisc_pli/` and extract in place; the loaders auto‑detect these paths. CSV header format is `frequency_Hz,Omega_floor`. See `HDBC_official_readme.txt` and the manifest for canonical paths.

License. Dataset © 2025, CC‑BY‑4.0. Third‑party kernel tables are CC‑BY‑4.0 from the collaboration’s Zenodo and credited in the README.

How to switch to official kernels---------------------------------Drop the collaboration CSVs with header:    frequency_Hz,Omega_floorinto your working directory and use the tiny loader included here:

from HDBC_official_response_hooks import get_lisa_floor, get_decigo_floorlisa_floor   = get_lisa_floor("lisa_official_Omega_floor.csv")decigo_floor = get_decigo_floor("decigo_official_Omega_floor.csv")

The figures regenerate automatically once the floors are present; thegray ξ_sw ∈ [0.3, 1] systematics prior box and labels are unchanged.
description: Higher‑Dimensional Blast Cosmology (HDBC): kernels‑accurate GW overlays, sub‑mm constraints, and BBN posteriors.

We release HDBC v3.9, a reproducibility‑first bundle coupling a higher‑dimensional “blast” microphysics ansatz to observational pipelines spanning space‑borne GW interferometers and early‑universe probes. Using the official peak/power‑law integrated sensitivity kernels and noise PSDs, we produce publication‑accurate SNR/PLI/PISC overlays for LISA and DECIGO/B‑DECIGO. A geometry‑exact DECIGO two‑cluster overlap function γ_KT(f) is supplied for D=1200 km, 60° arms, 15° tilt. On sub‑millimeter scales, we provide publication‑exact Eöt‑Wash/HUST α–λ CSVs to shade the exclusion band. A ΔN_eff(a) track enables light‑weight BBN/CMB emulation of Y_p and D/H posteriors. Appendices tabulate D‑brane GS couplings (massless Y), intersections, and Yukawa matrices. All artifacts are path‑driven, documented, and accompanied by a manifest, enabling exact reproduction without code edits.

Manifest & README. Paths under `/data/pisc_pli/`, `/data/submm_bounds/`, and the track at `/DeltaNeff_track.csv`. That ensures others can reproduce your figures without editing code paths.

Official kernels. The `fetch_pisc_pli.sh` + README tell users how to pull the official Schmitz PISC/PLI/PSD tables and extract them in place—perfect for reproducibility.
DOI: 10.5281/zenodo.16937520
title: Higher‑Dimensional Blast Cosmology (HDBC) v3.9 — Reproducibility bundle: official PISC/PLI overlays, DECIGO γ(f), sub‑mm α→λ bounds, and BBN/CMB posteriors.

description: What this record contains. A reproducibility‑first bundle for HDBC v3.9: (i) publication‑style overlays and SNR maps using the collaboration‑grade PISC/PLI kernels and noise PSDs for LISA/DECIGO (via path‑driven CSV loaders), (ii) a geometry‑exact DECIGO two‑cluster overlap function γ_KT(f), (iii) sub‑mm gravity α–λ CSVs (Eöt‑Wash/HUST) to re‑shade the exclusion band, (iv) a ΔN_eff(a) track for light‑weight BBN/CMB emulation, and (v) a camera‑ready PDF with the triangle relation, posterior panel, and no‑go bound.

How to switch to official kernels. Place the collaboration archives (PSDs, PLI, PISC) in `/data/pisc_pli/` and extract in place; the loaders auto‑detect these paths. CSV header format is `frequency_Hz,Omega_floor`. See `HDBC_official_readme.txt` and the manifest for canonical paths.

License. Dataset © 2025, CC‑BY‑4.0. Third‑party kernel tables are CC‑BY‑4.0 from the collaboration’s Zenodo and credited in the README.

How to switch to official kernels---------------------------------Drop the collaboration CSVs with header:    frequency_Hz,Omega_floorinto your working directory and use the tiny loader included here:

from HDBC_official_response_hooks import get_lisa_floor, get_decigo_floorlisa_floor   = get_lisa_floor("lisa_official_Omega_floor.csv")decigo_floor = get_decigo_floor("decigo_official_Omega_floor.csv")

The figures regenerate automatically once the floors are present; thegray ξ_sw ∈ [0.3, 1] systematics prior box and labels are unchanged.
description: Higher‑Dimensional Blast Cosmology (HDBC): kernels‑accurate GW overlays, sub‑mm constraints, and BBN posteriors.

We release HDBC v3.9, a reproducibility‑first bundle coupling a higher‑dimensional “blast” microphysics ansatz to observational pipelines spanning space‑borne GW interferometers and early‑universe probes. Using the official peak/power‑law integrated sensitivity kernels and noise PSDs, we produce publication‑accurate SNR/PLI/PISC overlays for LISA and DECIGO/B‑DECIGO. A geometry‑exact DECIGO two‑cluster overlap function γ_KT(f) is supplied for D=1200 km, 60° arms, 15° tilt. On sub‑millimeter scales, we provide publication‑exact Eöt‑Wash/HUST α–λ CSVs to shade the exclusion band. A ΔN_eff(a) track enables light‑weight BBN/CMB emulation of Y_p and D/H posteriors. Appendices tabulate D‑brane GS couplings (massless Y), intersections, and Yukawa matrices. All artifacts are path‑driven, documented, and accompanied by a manifest, enabling exact reproduction without code edits.

Manifest & README. Paths under `/data/pisc_pli/`, `/data/submm_bounds/`, and the track at `/DeltaNeff_track.csv`. That ensures others can reproduce your figures without editing code paths.

Official kernels. The `fetch_pisc_pli.sh` + README tell users how to pull the official Schmitz PISC/PLI/PSD tables and extract them in place—perfect for reproducibility.
DOI: 10.15468/dl.bqh6bb
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 100 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040550-250811113504898/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.29976379
title: Dataset parameters

description: Parameters used to construct datasets for project on AI in criminal justice based on a predictive approach to threat detection.
DOI: 10.6084/m9.figshare.29976379.v1
title: Dataset parameters

description: Parameters used to construct datasets for project on AI in criminal justice based on a predictive approach to threat detection.
DOI: 10.15468/dl.6htp82
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040551-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kz26kj
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040552-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fbx5s
title: Occurrence Download

description: A dataset containing 392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 392 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040554-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkqq8e
title: Occurrence Download

description: A dataset containing 3554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3554 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040553-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdaewb
title: Occurrence Download

description: A dataset containing 5729 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New data on limno-terrestrial rotifers of the world"
 ]
}

 The dataset includes 5729 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040556-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqq6xh
title: Occurrence Download

description: A dataset containing 695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 695 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040555-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgt65u
title: Occurrence Download

description: A dataset containing 24203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Betula alleghaniensis"
 ]
}

 The dataset includes 24203 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040557-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pyubs
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplotaxis muralis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 608 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040558-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e227700
title: State Summaries_Idaho

description: This VA page provides information on the veteran demographic data in Idaho. Data sets include: Veterans as a Percent of County Population, VA Facilities, VA Expenditures, Veteran Population, VA Healthcare and Benefits, Population Changes, Veteran Population Projection By Age and Year, Veteran Population Projection By Gender and Year, Veteran Population Projection By Period of Service and Year, and Veteran Population Projection By Race/Ethnicity and Year.
DOI: 10.3886/e227700v1
title: State Summaries_Idaho

description: This VA page provides information on the veteran demographic data in Idaho. Data sets include: Veterans as a Percent of County Population, VA Facilities, VA Expenditures, Veteran Population, VA Healthcare and Benefits, Population Changes, Veteran Population Projection By Age and Year, Veteran Population Projection By Gender and Year, Veteran Population Projection By Period of Service and Year, and Veteran Population Projection By Race/Ethnicity and Year.
DOI: 10.17632/h789y282dg.1
title: Effect of learner's sex on class participation

description: This data presents responses of learner's concerning their perception of how class participation affects academic achievement and it is analyses based on their sex.
DOI: 10.3535/qps-41h-0a5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7910/dvn/ufs1v4
title: Indian Personality, Education, and Administration Research: Hopi Study, 1942-1944

description: The Indian Education, Personality, and Administration Research was initiated in 1941 by the United States Department of the Interior and the Commissioner of Indian Affairs. The project was set up as a joint project of the United States Office of Indian Affairs and the University of Chicago's Committee on Human Development. The aim of the project was to study Native Americans as individuals and as tribal societies in order to discover how the Indian Service's long-range policies and programs might be made more effective in improving Indian welfare.
&lt;br /&gt;&lt;br /&gt; Six tribes were selected to be in the project: Hopi (2 communities), Navaho (3 communities), Papago (2 communities), Sioux (3 communities), Zia (1 community) and Zuni (1 community). The personalities of a random sample of children (ages 5-18) was studied in the context of the social systems of each of the 12 communities. Life histories and the emotional, mental, and physical development of the selected children were studied by means of participant observation, interviews, medical examinations, and a battery of cross-cultural psychological tests of the projective, guided interview and performance types. The battery included the Arthur Point Performance Scale (short form); Goodenough's Draw-a-Man Test; Stewart's Emotional Response Test (adapted); Bavelas' test of Moral Ideology; Piaget's Immanent Justice (adapted); Free Drawings; Murray's Thematic Apperception Test (adapted); and Rorschach's Inkblot Test.&lt;br /&gt;&lt;br /&gt; The Murray Research Archive holds partial data for the Hopi portion of the project. The Murray Archive has copies of the Record Form for Tests Given by Field Workers for all Hopi participants (N=190, 102 girls and 88 boys). This form contains Stewart's Emotional Response Test, Bavelas' test of Moral Ideology, Piaget's Immanent Justice, and the Rules of Games. The Murray Archive also holds some transcripts of interviews with mothers, forms completed by the children regarding their friends and family, and some observations by Laura Thompson. The remainder of the Hopi data and the data from other tribes are archived at the National Anthropological Archives at the Smithsonian Institution.
DOI: 10.3535/0rj-fed-lcz
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4vm-cwz-lzk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j1v-dyh-kr9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4kq-l7z-8nw
title: †Tetragramma L. Agassiz, 1838

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5j6-kav-mlw
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dra-ylx-dym
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/dttzrf9wch.2
title: Macro and micro deformation characteristics analysis under different hydraulic paths

description: Grey relational analysis data
DOI: 10.3535/8jb-wdp-wsr
title: †Metrarabdotos moniliferum (Milne Edwards, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z6q-w92-aha
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9hy-npc-h6l
title: †Hemiaster meslei Cotteau, Péron & Gauthier, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qnq-asz-388
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mfe-p8z-t3v
title: Hibolithes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xc1-qcf-x27
title: †Nerinella Sharpe, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c9h-5jv-zmn
title: †Schellwienella Thomas, 1910

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.34894/dei5va
title: Supplementary Material - Publication Package "I am happy for us: Neural processing of vicarious joy when winning for parents versus strangers"

description: This is the supplementary information for the research paper: "I am happy for us: Neural processing of vicarious joy when winning for parents versus strangers."
description: This entry is a one-file data package totaling 495.1 KB, containing a file in .docx format.If you use this dataset, please cite: Brandner, Philip (2021). Supplementary Material - Publication Package "I am happy for us: Neural processing of vicarious joy when winning for parents versus strangers". Erasmus University Rotterdam (EUR). Journal contribution. https://doi.org/10.25397/eur.17025557
DOI: 10.3535/tgy-67c-eea
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yw8-z6r-qqw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/00b-gns-6gh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wj1-2q3-ha3
title: †Punctospirifer North, 1920

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/52b-8r2-v19
title: Animalia

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