cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/sc7gf29s29.1
title: Employment situation of physiotherapy professionals

description: Database of the article “Employment situation of physiotherapy professionals in Imbabura Province, northern Ecuador.” The study aims to assess the employment situation of professionals in the field of physiotherapy in Imbabura Province, Ecuador. To this end, the sociodemographic characteristics, academic background, and employment status of these professionals
DOI: 10.5281/zenodo.18338368
title: Understanding Crystal Surface Anisotropy of Organic Materials via Molecular Modelling and Facet-Specific Experimental Characterization

description: Raw data and images
DOI: 10.17632/9sssfytmp9
title: Discovery of young submarine volcanism in the Cook Islands: New constraints on the location of the Rarotonga hotspot

description: Supplementary Tables.
DOI: 10.5281/zenodo.18338367
title: Understanding Crystal Surface Anisotropy of Organic Materials via Molecular Modelling and Facet-Specific Experimental Characterization

description: Raw data and images
DOI: 10.5281/zenodo.13752775
title: [Replication Package] Evaluating the Impact of Post-Training Quantization on Large Language Models for Code Generation

description: This repository contains scripts, datasets, and results of the work "Evaluating the Impact of Post-Training Quantization on Large Language Models for Code Generation"

Scripts contained in this Zenodo repository can also be visualized at the following link: https://github.com/Devy99/quantization-study
DOI: 10.17632/9sssfytmp9.1
title: Discovery of young submarine volcanism in the Cook Islands: New constraints on the location of the Rarotonga hotspot

description: Supplementary Tables.
DOI: 10.5281/zenodo.13752774
title: [Replication Package] Evaluating the Impact of Post-Training Quantization on Large Language Models for Code Generation

description: This repository contains scripts, datasets, and results of the work "Evaluating the Impact of Post-Training Quantization on Large Language Models for Code Generation"

Scripts contained in this Zenodo repository can also be visualized at the following link: https://github.com/Devy99/quantization-study
DOI: 10.17632/mwz64stzcn
title: A data-based method to identify anthropogenic impacts on hydrological drought evolution: a case study for the Grande River basin, São Francisco River, Brazil

description: Reference Data of the article "A data-based method to identify anthropogenic impacts on hydrological drought evolution: a case study for the Grande River basin, São Francisco River, Brazil", submitted to the journal Catena.
DOI: 10.25338/b8j641
title: Data from: Behavioral changes in the first 3 weeks after disbudding in dairy calves

description: Hot-iron disbudding, the practice of cauterizing horn bud tissue to
 prevent horn growth in dairy calves, results in behavioral changes
 indicative of pain in the first few days after the procedure. However, few
 studies have quantified behavioral changes in the following weeks, while
 the burn wounds are still healing. Female Holstein calves were disbudded
 with a heated iron and pain relief (5.5 mL lidocaine cornual nerve block
 and 1 mg/kg oral meloxicam) at 4 to 10 d of age (n = 19) or not disbudded
 (n = 19). Calves wore ear tag accelerometers that reported the dominant
 behavior being performed at 1-min intervals from 3 to 21 d after
 disbudding. Compared to age-matched controls, disbudded calves tended to
 spend more time inactive throughout the observation period, ruminated less
 in the first 3 to 11 d after disbudding, and sucked more from a milk
 bottle beginning 5 d after disbudding until the end of the 21-d
 observation period. In addition to the accelerometer data, live
 observations of sleeping (using a behavioral proxy), lying, and ruminating
 were collected using instantaneous sampling at 5-min intervals for 24-h
 periods 3, 10, and 17 d after disbudding. Disbudded calves slept with
 their head down more on all live observation days and spent more time
 lying on the 17th d after disbudding, but ruminating did not differ
 compared to controls, in contrast to the accelerometer results. More time
 spent inactive, sleeping, and lying, and less time spent ruminating (as
 indicated by the accelerometer) can be interpreted as attempts to reduce
 painful stimulation of the disbudding wounds and allocate energy to
 healing. It is unclear whether the greater amount of sucking in the
 disbudded calves is nutritive (milk present) or non-nutritive (milk
 absent), as the algorithm did not distinguish the type of sucking, and
 further research is needed to explore the factors underlying this effect.
 We conclude that disbudding alters daily behavior patterns for at least 3
 wk, far beyond the duration of recommended pain medication, raising
 additional welfare concerns about the procedure.
description: Please see the materials and methods section of the assoicated
 research publication.
DOI: 10.17632/mwz64stzcn.1
title: A data-based method to identify anthropogenic impacts on hydrological drought evolution: a case study for the Grande River basin, São Francisco River, Brazil

description: Reference Data of the article "A data-based method to identify anthropogenic impacts on hydrological drought evolution: a case study for the Grande River basin, São Francisco River, Brazil", submitted to the journal Catena.
DOI: 10.17632/2k2hmf3jnj
title: Dataset for "Mercury’s tectonics record a damage zone from the Caloris basin-forming impact"

description: All files were created in ArcGIS Pro. The data consists of four zipped shapefiles: calorisBins.zip, moderatelyDegradedFreshCratersCalorisBins.zip, heavilyDegradedCratersCalorisBins.zip, and FaultsCalorisBins.zip. The structural data was compiled from previous datasets, this file archive contains added fields in the attribute tables from geospatial analyses indicating their structural relationship with the Caloris basin. The corresponding research is titled "Mercury’s tectonics record a damage zone from the Caloris basin-forming impact" with the same authors and is intended to be published in 2026.

calorisBins shapefile
File contains 62 areas with boundaries in concentric and radial configurations around the Caloris basin. Field “BinNumber” has areas labeled. BinNumber “1” is the Caloris basin and BinNumber “26” is the antipodal area. 

moderatelyDegradedFreshCratersCalorisBins shapefile
File contains data for moderately degraded to fresh craters (crater classes 3,4, and 5). Crater class is documented in field “CRATER_CLA”. Each structural segment has “BinNumber” from calorisBins shapefile assigned to them. File has spherical lengths listed for each structural segment under field “Sph_Len”. Azimuths from 0 to 180 degrees are listed under field alias “Azimuth”. Fields “Concentric” and “Radial” have positive entries (marked with a “1”) and negative entries (“0”) to indicate if they are oriented concentrically or radially around the Caloris basin. Entries with both positive radial and concentric entries are in the antipode.

heavilyDegradedCratersCalorisBins shapefile
File contains data for heavily degraded craters (crater classes 1 and 2). Crater class is documented in field “CRATER_CLA”. Each structural segment has “BinNumber” from calorisBins shapefile assigned to them. File has spherical lengths listed for each structural segment under field “Sph_Len”. Azimuths from 0 to 180 degrees are listed under field “Azimuth”. Fields “Concentric” and “Radial” have positive entries (marked with a “1”) and negative entries (“0”) to indicate if they are oriented concentrically or radially around the Caloris basin. Entries with both positive radial and concentric entries are in the antipode.

FaultsCalorisBins shapefile
File contains data for faults. Fault type is documented in field “Fault_Type”. Each structural segment has “BinNumber” from calorisBins shapefile assigned to them. File has spherical lengths listed for each structural segment under field “Seg_Len”. The length of the total structure the segment belongs to is listed in field “Sph_Len”. Azimuths from 0 to 180 degrees are listed under field alias “Azimuth”. Fields “Concentric” and “Radial” have positive entries (marked with a “1”) and negative entries (“0”) to indicate if they are oriented concentrically or radially around the Caloris basin. Entries with both positive radial and concentric entries are in the antipode.
DOI: 10.17632/2k2hmf3jnj.1
title: Dataset for "Mercury’s tectonics record a damage zone from the Caloris basin-forming impact"

description: All files were created in ArcGIS Pro. The data consists of four zipped shapefiles: calorisBins.zip, moderatelyDegradedFreshCratersCalorisBins.zip, heavilyDegradedCratersCalorisBins.zip, and FaultsCalorisBins.zip. The structural data was compiled from previous datasets, this file archive contains added fields in the attribute tables from geospatial analyses indicating their structural relationship with the Caloris basin. The corresponding research is titled "Mercury’s tectonics record a damage zone from the Caloris basin-forming impact" with the same authors and is intended to be published in 2026.

calorisBins shapefile
File contains 62 areas with boundaries in concentric and radial configurations around the Caloris basin. Field “BinNumber” has areas labeled. BinNumber “1” is the Caloris basin and BinNumber “26” is the antipodal area. 

moderatelyDegradedFreshCratersCalorisBins shapefile
File contains data for moderately degraded to fresh craters (crater classes 3,4, and 5). Crater class is documented in field “CRATER_CLA”. Each structural segment has “BinNumber” from calorisBins shapefile assigned to them. File has spherical lengths listed for each structural segment under field “Sph_Len”. Azimuths from 0 to 180 degrees are listed under field alias “Azimuth”. Fields “Concentric” and “Radial” have positive entries (marked with a “1”) and negative entries (“0”) to indicate if they are oriented concentrically or radially around the Caloris basin. Entries with both positive radial and concentric entries are in the antipode.

heavilyDegradedCratersCalorisBins shapefile
File contains data for heavily degraded craters (crater classes 1 and 2). Crater class is documented in field “CRATER_CLA”. Each structural segment has “BinNumber” from calorisBins shapefile assigned to them. File has spherical lengths listed for each structural segment under field “Sph_Len”. Azimuths from 0 to 180 degrees are listed under field “Azimuth”. Fields “Concentric” and “Radial” have positive entries (marked with a “1”) and negative entries (“0”) to indicate if they are oriented concentrically or radially around the Caloris basin. Entries with both positive radial and concentric entries are in the antipode.

FaultsCalorisBins shapefile
File contains data for faults. Fault type is documented in field “Fault_Type”. Each structural segment has “BinNumber” from calorisBins shapefile assigned to them. File has spherical lengths listed for each structural segment under field “Seg_Len”. The length of the total structure the segment belongs to is listed in field “Sph_Len”. Azimuths from 0 to 180 degrees are listed under field alias “Azimuth”. Fields “Concentric” and “Radial” have positive entries (marked with a “1”) and negative entries (“0”) to indicate if they are oriented concentrically or radially around the Caloris basin. Entries with both positive radial and concentric entries are in the antipode.
DOI: 10.17632/4fvm55w44z
title: Laboratory Demonstration of Digital Twin Construction

description: Validation run data to test feasibility and operational usability of the laboratory DTC system.
DOI: 10.5061/dryad.cfxpnvx97
title: Barn Swallows (Hirundo rustica) in East Asia show strong tolerance against nest mites

description: Hosts defend against parasites through two main strategies: resistance and
 tolerance. These two strategies have different influences on the parasite
 load of the host and so have variable effects on the fitness of parasites.
 In this study, we investigated the strategy used by the Barn Swallow
 (Hirundo rustica) to defend against a haematophagous mite (Dermanyssus
 hirundinis) in East Asia. For the first time, we found Barn Swallows were
 parasitized by D. hirundinis in Asia and, in north-eastern China, over 60%
 of broods were parasitized. We examined whether swallows with better body
 condition or the males with more extravagant sexually selected traits
 (longer tail streamers or redder ventral plumage) showed stronger
 resistance or tolerance to these parasites. The results showed that males
 with more extravagant sexual ornaments had weaker resistance (heavier
 brood mite load) than males with less extravagant traits; however, the
 heavier mite load was likely to be a by-product of larger brood size.
 Moreover, the Barn Swallow population showed strong tolerance against the
 parasite, i.e., the brood mite load did not affect brood size or nestling
 body mass. It is worth noting that male swallows with redder breast
 plumage showed weaker tolerance (lower seasonal reproductive success) than
 other males. Further, we conducted experimental ectoparasite manipulations
 in 46 Barn Swallow nests to verify the potential effect of these parasites
 on the body condition of nestlings. Neither the body mass nor the
 hemoglobin concentration differed between the designed groups; however,
 the hemoglobin concentration of nestlings decreased with mite load. We
 concluded that the Barn Swallow population in East Asia used the tolerance
 strategy, rather than resistance to defend against nest mites, and the
 ectoparasitic mite did not appear to be a strong selective factor for
 reproductive success owing to the strong tolerance of the studied Barn
 Swallow population.
DOI: 10.17632/4fvm55w44z.1
title: Laboratory Demonstration of Digital Twin Construction

description: Validation run data to test feasibility and operational usability of the laboratory DTC system.
DOI: 10.5061/dryad.bzkh189dn
title: TE invasion fuels molecular adaptation in laboratory populations of Drosophila melanogaster

description: Transposable elements are mobile genetic parasites that frequently invade
 new host genomes through horizontal transfer. Invading TEs often exhibit a
 burst of transposition, followed by reduced transposition rates as
 repression evolves in the host. We recreated the horizontal transfer of
 P-element DNA transposons into a D. melanogaster host and followed the
 expansion of TE copies and evolution of host repression in replicate
 laboratory populations reared at different temperatures. We observed that
 while populations maintained at high temperatures rapidly go extinct after
 TE invasion, those maintained at lower temperatures persist, allowing for
 TE spread and the evolution of host repression. We also surprisingly
 discovered that invaded populations experienced recurrent insertion of
 P-elements into a specific long non-coding RNA, lncRNA:CR43651, and that
 these insertion alleles are segregating at unusually high frequency in
 experimental populations, indicative of positive selection. We propose
 that, in addition to driving the evolution of repression, transpositional
 bursts of invading TEs can drive molecular adaptation.
description: These data were collected from <em>Drosophila</em>
 <em>melanogaster</em> populations maintained in the laboratory
 for 3 years. P-elements were introduced into the populations and the
 populations were maintained at a census population size of 1,000
 individuals. Populations were maintained at 22°C and 27°C. Every five
 generations, experimental males and females were phenotyped for induction
 and repression of hybrid dysgenesis through test crosses to the reference
 strains Canton S (M) and Harwich (P). Ovarian small RNAs were Illumina
 sequenced at generations 16, 21 26, 31, 36 and 51 for two replicate
 populations at 22°C. For all populations at 22°C, ovarian small RNAs were
 sequenced at the final generation of the experiment (Generation 51).
 Similarly, for all populations at 22°C, 20 females were selected for
 pooled Illumina genome resequencing. Populations maintained at 27°C went
 extinct at various times, individuals two of these populations were also
 resequenced at their extinction generation.  Genome
 resequencing data was used to identify P-element insertion locations and
 estimate allele frequencies using PIDFE. Ovarian small RNAs were aligned
 to the reference genome as well as TEs in order to 1) estimate miRNA
 abundance for normalization, 2) estimate abundance of different TE
 families in piRNAs, 3) calculate ping-pong values and 4) annotated piRNA
 clusters and 5) estimate piRNA production from piRNA clusters.
description: Microsoft Excel or a text editor.
DOI: 10.17632/ng9pb44nnd
title: How Does Marijuana Legislation Affect Crime? Medical and Recreational Laws Across 50 States

description: Novel policies often have unintended consequences—programs that legalize one crime
may affect other crimes. Marijuana legalization is an example of such spillovers, as
states have legalized use in a staggered fashion. While previous research focuses on a
few states or one type of legalization, we consider all 50 states and both medical and
recreational marijuana. Using a difference in differences approach we find distinct im-
pacts from medical and recreational legalization, largely borne out by dynamic analysis.
In our main synthetic difference in differences model, we find that medical legalization
reduces property crime, while recreational legalization reduces violent crime. Our re-
sults are consistent with a channel where legalization makes other crimes costly. Thus,
policymakers should wait to understand cost-benefit impacts, focus on the specific case,
and learn from outcomes in similar states.

We had to compile our data set from a variety of sources. These data were sometimes reported
at different frequencies, and made available at different periods. We therefore ultimately
use data for a sample period where we could collect all of the variables and controls. The
main data on crime rates come from FBI Uniformed Crime Reports (UCR) arrest data from
1995 to 2019, while the data on recreational and medical use laws come from various state
level sources. Our analysis involves both violent crime and property crime. Violent crime is
a summary of the following four individual crimes: aggravated assault, murder, rape, and
robbery. Similarly, property crime combines the following crimes: larceny, burglary, and
motor theft. In addition to these data, we utilize a host of state-level controls including:
a dummy variable for political party of the governor; a dummy variable for political party
in control of the state senate; poverty rate; unemployment rate; population density; aver-
age number of neighboring states that have legalized recreational and medical marijuana;
cigarette tax rate; liquor-related arrests; number of police per capita; and real income per
capita. We select the data for the controls based on discussions in previous research such
as Pacula and Kilmer (2003) and Dragone et al. (2019). These data are from the BLS, BEA
Census Bureau, and other sources. We also include
state and year fixed effects and use robust clustered standard errors. More information below in the readme file.
DOI: 10.15468/dl.jvsggv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((44.9449 -26.0614,44.9648 -26.0621,44.9648 -25.1504,43.6164 -25.1504,43.93 -25.627,44.5871 -25.7989,44.9449 -26.0614))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012330-250525065834625/datasets/export for details.
DOI: 10.15468/dl.rx3tbg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((44.0031 -15.9691,43.978 -16.1504,44.9648 -16.1504,44.9648 -15.5455,44.7261 -15.708,44.2309 -15.7446,44.0031 -15.9691))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012332-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15204574
title: The Effect of GeoGebra Integrated Instruction on Students' Learning of the Quadratic Function Concept

description: The data collection instruments (Test, Questionnaire, and Intervention Episodes) and Data used to make the analysis are attached.
DOI: 10.5281/zenodo.15204573
title: The Effect of GeoGebra Integrated Instruction on Students' Learning of the Quadratic Function Concept

description: The Data Used to Make the Analysis
DOI: 10.5281/zenodo.15564945
title: The Effect of GeoGebra Integrated Instruction on Students' Learning of the Quadratic Function Concept

description: The Data Used to Make the Analysis
DOI: 10.15468/dl.7zgmmr
title: Occurrence Download

description: A dataset containing 111 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 Gnephosis drummondii (A.Gray) P.S.Short",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 111 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012333-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zebdfr
title: Occurrence Download

description: A dataset containing 249450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fallopia convolvulus (L.) Á.Löve)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 249450 records from 1607 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012322-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15312715
title: Symbolic Modular Fields: A Unified Framework for Mass, Gravity, Gauge, and Quantum Behavior

description: This paper introduces a unified framework in which mass, gravity, gauge forces, and quantum uncertainty emerge from a symbolic field defined by modular resonance dynamics. In this model, particles are expressed as stable symbolic loops, forces arise from phase coherence transformations, and gravity is modeled as curvature in a symbolic field. The framework replaces quantum paradoxes and renormalization with a stable, simulation-ready structure grounded in coherence and memory.

 

The theory is supported by a full suite of symbolic simulations, cognitive modeling, and experimental predictions, including applications to neural systems, artificial intelligence, and quantum behavior. This work also underlies the architecture of Design, a symbolic AI built on the same field principles.

 

The result is a mathematically precise and conceptually elegant alternative to conventional field theories—one that bridges physics and cognition through resonance, feedback, and modular identity.