cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12802949
title: Supporting Data files for Prehistoric archives reveal evidence of predator loss and prey release in Caribbean reef fish communities

description: Legends for Supporting Data files S1 to S13

Data file S1. Dermal denticle abundances in mid-Holocene and modern reef sediments in Bocas del Toro and Dominican Republic

Data file S2. Otolith abundances in mid-Holocene and modern reef sediments in Bocas del Toro and Dominican Republic. “Sin_identificar” were otoliths that were too eroded or fragmented to be able to identify to family. Data is published in (4). 

Data file S3. Estimated accretion rates of modern and mid-Holocene reefs in Bocas del Toro and Dominican Republic.

Data file S4. Zooarcheological remains recovered from unit excavations at Sitio Drago, late Holocene archeological site, Bocas del Toro, Panama (Fig. S1B). NISP = number of identified specimens. Data from (20).

Data file S5. Classification of fish families into feeding, life mode and resource use guilds. Expanded information from Table S1.

Data file S6. Frequency of algal-gardening damselfish chimneys (Figs. S4 & S5) on branches of Acropora cervicornis from the mid-Holocene and modern reefs in Bocas del Toro. Tip_Stalk; If the branch included a growing tip or not. Total_Branches; number of branches in the coral sample (see Fig. S7). Chimneys; number of chimneys on the sample. Total_BL; the cumulative length of branches (see Fig. S7). Chim_per_BL; Number of chimneys pero total branch length. 

Data file S7. The diameters and heights of algal-gardening damselfish chimneys (Figs. S4 & S5) from branches of Acropora cervicornis from the mid-Holocene and modern reefs in Bocas del Toro. 

Data file S8. Our in-house otolith reference collection at date of publication, with otolith size and fish length data used to reconstruct models of otolith size to fish size for Caribbean bony reef fish families. 

Data file S9. Supporting data on otolith and body sizes of Atlantic species of snapper (Lutjanidae). Data from (21).

Data file S10. Sizes of otoliths obtained using the 2D option of Automorph (15) from mid-Holocene and modern coral reefs in Bocas del Toro, Panama and the Dominican Republic. 

Data file S11. The size of snapper (Lutjanidae) and grunt (Haemulidae) otoliths recovered from excavated horizons at the late Holocene archeological site Sitio Drago, Bocas del Toro, Caribbean Panama. Otoliths were measured using ImageJ through a stereo microscope.

Data file S12. Body sizes of snapper (Lutjanidae) and grunt (Haemulidae) species captured by net in Bocas del Toro. Data subsetted from (22).

Data file S13. Sample metadata (locality, age, type of sample, etc.) of the bulk samples of reef matrix extracted from mid-Holocene and modern reefs in Bocas del Toro and Dominican Republic, and from which denticles and otoliths were recovered. For more information on sites and sampling, see Methodology, Figs S1, S2, S3 and (4, 6, 7, 23).

Data file S14. Radiometric (Uranium-Thorium and radiocarbon) dates from the reefs studied.

Data file S15. Citations for R packages used in this study.
DOI: 10.5281/zenodo.12802950
title: Supporting Data files for Prehistoric archives reveal evidence of predator loss and prey release in Caribbean reef fish communities

description: Legends for Supporting Data files S1 to S13

Data file S1. Dermal denticle abundances in mid-Holocene and modern reef sediments in Bocas del Toro and Dominican Republic

Data file S2. Otolith abundances in mid-Holocene and modern reef sediments in Bocas del Toro and Dominican Republic. “Sin_identificar” were otoliths that were too eroded or fragmented to be able to identify to family. Data is published in (4). 

Data file S3. Estimated accretion rates of modern and mid-Holocene reefs in Bocas del Toro and Dominican Republic.

Data file S4. Zooarcheological remains recovered from unit excavations at Sitio Drago, late Holocene archeological site, Bocas del Toro, Panama (Fig. S1B). NISP = number of identified specimens. Data from (20).

Data file S5. Classification of fish families into feeding, life mode and resource use guilds. Expanded information from Table S1.

Data file S6. Frequency of algal-gardening damselfish chimneys (Figs. S4 & S5) on branches of Acropora cervicornis from the mid-Holocene and modern reefs in Bocas del Toro. Tip_Stalk; If the branch included a growing tip or not. Total_Branches; number of branches in the coral sample (see Fig. S7). Chimneys; number of chimneys on the sample. Total_BL; the cumulative length of branches (see Fig. S7). Chim_per_BL; Number of chimneys pero total branch length. 

Data file S7. The diameters and heights of algal-gardening damselfish chimneys (Figs. S4 & S5) from branches of Acropora cervicornis from the mid-Holocene and modern reefs in Bocas del Toro. 

Data file S8. Our in-house otolith reference collection at date of publication, with otolith size and fish length data used to reconstruct models of otolith size to fish size for Caribbean bony reef fish families. 

Data file S9. Supporting data on otolith and body sizes of Atlantic species of snapper (Lutjanidae). Data from (21).

Data file S10. Sizes of otoliths obtained using the 2D option of Automorph (15) from mid-Holocene and modern coral reefs in Bocas del Toro, Panama and the Dominican Republic. 

Data file S11. The size of snapper (Lutjanidae) and grunt (Haemulidae) otoliths recovered from excavated horizons at the late Holocene archeological site Sitio Drago, Bocas del Toro, Caribbean Panama. Otoliths were measured using ImageJ through a stereo microscope.

Data file S12. Body sizes of snapper (Lutjanidae) and grunt (Haemulidae) species captured by net in Bocas del Toro. Data subsetted from (22).

Data file S13. Sample metadata (locality, age, type of sample, etc.) of the bulk samples of reef matrix extracted from mid-Holocene and modern reefs in Bocas del Toro and Dominican Republic, and from which denticles and otoliths were recovered. For more information on sites and sampling, see Methodology, Figs S1, S2, S3 and (4, 6, 7, 23).

Data file S14. Radiometric (Uranium-Thorium and radiocarbon) dates from the reefs studied.

Data file S15. Citations for R packages used in this study.
DOI: 10.60748/uspgasmon1weach.00
title: Subsurface Gas Intrusion Monitoring at EACH/USP, São Paulo, São Paulo, Brazil
DOI: 10.15468/dl.wpu3nx
title: Occurrence Download

description: A dataset containing 483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Pronephrium C.Presl"
 ]
}

 The dataset includes 483 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016072-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p9fage8o
title: Geochemical Data from Selected Triassic Rock Samples in Northeastern Alaska

description: This set of data files contains analyses of samples representing Triassic units (Shublik and Ivishak Formations and Karen Creek Sandstone) in Alaska. The samples were collected from 20 outcrop localities in northeastern Alaska. The data set includes total organic carbon (TOC) and geochemical data from inductively coupled plasma-optical emission spectroscopy-mass spectroscopy (ICP-OES-MS) and portable X-ray fluorescence (p-XRF). The data presented here are described and interpreted in a paper titled &quot;Facies Variation within Outcrops of the Triassic Shublik Formation, Northeastern Alaska&quot;.
DOI: 10.15468/dl.hvmbdt
title: Occurrence Download

description: A dataset containing 3884 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrilus biguttatus (Fabricius, 1776)"
 ]
}

 The dataset includes 3884 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016076-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11926322
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.vcqwba
title: Occurrence Download

description: A dataset containing 12378 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria pallida Aiton"
 ]
}

 The dataset includes 12378 records from 448 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016073-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85byjr
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina crassiramea (B.L.Rob.) R.M.King & H.Rob."
 ]
}

 The dataset includes 338 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016075-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pxctx
title: Occurrence Download

description: A dataset containing 12256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 12256 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016077-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15499521
title: Discrepancies in Biomarker Identification in Peak-Picking Strategies in Untargeted Metabolomics Analyses of Cells, Tissues, and Biofluids

description: Different software and algorithms are available for peak picking in nontargeted metabolomics and each may have its own strengths and limitations. The choice of pick picking method can significantly influence the results obtained, including the number and identity of metabolites detected, their quantification, and subsequent biomarker analysis. The impact of peak picking by different tools in an untargeted metabolomics-based biomarker study is largely understated. This study compares two popular open-source software tools for peak picking in untargeted metabolomics of cancer cells, tissues, and bio-fluids: XCMS and MZmine 2. The investigation evaluates the impact of these peak-picking algorithms on biomarker identification after careful noise filtering by blank feature filtering (BFF). We found significant discrepancy between the results obtained from XCMS and MZmine 2, regardless of the sample types, solvent gradient phases, retention time (RT), or mass-to-charge ratio (m/z) tolerances used. Notably, this study revealed significant disagreement between peak picking tools in the context of metabolite-based biomarker study after BFF and highlights the importance of carefully evaluating and selecting appropriate peak picking tools to ensure reliable and accurate results in untargeted metabolomics research.
DOI: 10.15468/dl.ewc8sh
title: Occurrence Download

description: A dataset containing 3255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Proserpinaca L."
 ]
}

 The dataset includes 3255 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016078-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15492719
title: Data for LowKeyEMG: Electromyographic typing with a reduced keyset

description: Abstract

We introduce LowKeyEMG, a real-time human-computer interface that enables efficient text entry using only 7 gesture classes decoded from surface electromyography (sEMG). Prior work has attempted full-alphabet decoding from sEMG, but decoding large character sets remains unreliable, especially for individuals with motor impairments. Instead, LowKeyEMG reduces the English alphabet to 4 gesture keys, with 3 more for space and system interaction, to reliably translate simple one-handed gestures into text, leveraging the recurrent transformer-based language model RWKV for efficient computation. In real-time experiments, participants achieved average one-handed keyboardless typing speeds of 23.3 words per minute with LowKeyEMG, and improved gesture efficiency by 17% (relative to typed phrase length). When typing with only 7 keys, LowKeyEMG can achieve 98.2% top-3 word accuracy, demonstrating that this low-key typing paradigm can maintain practical communication rates. Our results have implications for assistive technologies and any interface where input bandwidth is constrained.
DOI: 10.5281/zenodo.15492720
title: Data for LowKeyEMG: Electromyographic typing with a reduced keyset

description: Abstract

We introduce LowKeyEMG, a real-time human-computer interface that enables efficient text entry using only 7 gesture classes decoded from surface electromyography (sEMG). Prior work has attempted full-alphabet decoding from sEMG, but decoding large character sets remains unreliable, especially for individuals with motor impairments. Instead, LowKeyEMG reduces the English alphabet to 4 gesture keys, with 3 more for space and system interaction, to reliably translate simple one-handed gestures into text, leveraging the recurrent transformer-based language model RWKV for efficient computation. In real-time experiments, participants achieved average one-handed keyboardless typing speeds of 23.3 words per minute with LowKeyEMG, and improved gesture efficiency by 17% (relative to typed phrase length). When typing with only 7 keys, LowKeyEMG can achieve 98.2% top-3 word accuracy, demonstrating that this low-key typing paradigm can maintain practical communication rates. Our results have implications for assistive technologies and any interface where input bandwidth is constrained.
DOI: 10.5281/zenodo.15278207
title: MoonShine: Accelerating the Transition to a Type I Kardashev Civilization in 20 Years

description: This paper presents MoonShine, an integrated 20-year roadmap to elevate hu- manity to a Type I Kardashev civilization by achieving ∼ 10'16 W of sustainable power. Key innovations include in-situ resource utilization (ISRU) on the Moon, fully automated self-replicating robotic factories with automatic repair capabili- ties to counteract space debris, hybrid laser-microwave power transmission, and an AI-governed control infrastructure. We detail technological modules, quantitative growth models (22% annual power expansion), economic scenarios, ecological safe- guards, and a new supranational governance framework: the Lunar-Earth Energy Alliance (LEEA). Risk analyses cover debris mitigation, climate feedback, geopo- litical stability, and system resilience. We show that through synergy of current breakthroughs in materials science, AI, robotics, and energy conversion, the Moon- Shine project can deliver planetary energy sovereignty and climate management, setting the stage for Mars and beyond.
DOI: 10.5281/zenodo.15453418
title: MoonShine Revised: A Synergistic Pathway to a Kardashev Type I Civilization

description: This work develops MoonShine Revised into a comprehensive roadmap combining lunar industrialization and AI-driven innovation to achieve a Kardashev Type I civilization. We present an expanded framework of interlocking technological modules—closed-loop ISRU, evolutionary self-replicating robotics, hybrid energy grids, quantum-enhanced AI orchestration—and analyze multi-decade deployment pathways. By integrating the concept of Reinforcing Waves of Technological Progress—an AI-enabled generalization of Moore’s Law that spans materials, robotics, energy, and governance—we show how iterative 3–5-year innovation cycles yield sustained 20–22% annual capacity growth.
DOI: 10.5281/zenodo.14219442
title: Dataset for: Under what circumstances is the final size of a laboratory earthquake predictable at the onset of the P-wave?
DOI: 10.5281/zenodo.14219443
title: Dataset for: Under what circumstances is the final size of a laboratory earthquake predictable at the onset of the P-wave?
DOI: 10.5281/zenodo.15499523
title: Dataset for: Under what circumstances is the final size of a laboratory earthquake predictable at the onset of the P-wave?
DOI: 10.48511/vi15vsci
title: VOW 23 - Yaq̓it ʔa·knuqⱡi ‘it (Grasmere Dorr Rd)

description: This dataset is part of the Living Lakes Canada Upper Columbia Basin Groundwater Monitoring Program, and contains a groundwater level monitoring record for VOW 23 - Yaq̓it ʔa·knuqⱡi ‘it (Grasmere Dorr Rd). Additional information can be found in accompanying reports.
DOI: 10.48511/bxxpf0sq
title: VOW 22 - Castlegar (Frank Beinder Way)

description: This dataset is part of the Living Lakes Canada Upper Columbia Basin Groundwater Monitoring Program, and contains a groundwater level monitoring record for VOW 22 - Castlegar (Frank Beinder Way) (WTN 38731). Additional information can be found in accompanying reports.
DOI: 10.48511/e7hd6d6s
title: VOW 21 - Radium (Sinclair Canyon Trail)

description: This dataset is part of the Living Lakes Canada Upper Columbia Basin Groundwater Monitoring Program, and contains a groundwater level monitoring record for VOW 21 - Radium (Sinclair Canyon Trail). Additional information can be found in accompanying reports.
DOI: 10.15468/dl.3yg9a4
title: Occurrence Download

description: A dataset containing 101245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Engraulis ringens Jenyns, 1842"
 ]
}

 The dataset includes 101245 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016080-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22b6h7
title: Occurrence Download

description: A dataset containing 62659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Buteo plagiatus (Schlegel, 1862)"
 ]
}

 The dataset includes 62659 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016079-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.px48ne
title: Occurrence Download

description: A dataset containing 1864 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria trichotoma Bojer"
 ]
}

 The dataset includes 1864 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016081-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.synh96
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Prosopidastrum Burkart"
 ]
}

 The dataset includes 276 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016082-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snunfj
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum scabrum Mill.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 274 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016087-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vezqq
title: Occurrence Download

description: A dataset containing 25438 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epinephelus morio (Valenciennes, 1828)"
 ]
}

 The dataset includes 25438 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016086-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dfrtf
title: Occurrence Download

description: A dataset containing 6058 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Russula virescens (Schaeff.) Fr."
 ]
}

 The dataset includes 6058 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054795-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyp32t
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odontochilus rajanus (J.J.Sm.) T.Yukawa"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002165-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2z3hp
title: Occurrence Download

description: A dataset containing 7544 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acinonyx jubatus (Schreber, 1775)"
 ]
}

 The dataset includes 7544 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054802-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udmah6
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solenanthus turkestanicus (Regel & Smirn.) Kusn."
 ]
}

 The dataset includes 117 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002206-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhzfxr
title: Occurrence Download

description: A dataset containing 1404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Estado de Mexico",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1404 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269135-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8622633
title: Used Car Price Prediction - Test Data