cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.10j72
title: Data from: Genetic signatures of natural selection in response to air pollution in red spruce (Picea rubens, Pinaceae)

description: One of the most important drivers of local adaptation for forest trees is
 climate. Coupled to these patterns, however, are human-induced
 disturbances through habitat modification and pollution. The confounded
 effects of climate and disturbance have rarely been investigated with
 regard to selective pressure on forest trees. Here, we have developed and
 used a population genetic approach to search for signals of selection
 within a set of 36 candidate genes chosen for their putative effects on
 adaptation to climate and human-induced air pollution within five
 populations of red spruce (Picea rubens Sarg.), distributed across its
 natural range and air pollution gradient in eastern North America.
 Specifically, we used FST outlier and environmental correlation analyses
 to highlight a set of seven single nucleotide polymorphisms (SNPs) that
 were overly correlated with climate and levels of sulphate pollution after
 correcting for the confounding effects of population history. Use of three
 age cohorts within each population allowed the effects of climate and
 pollution to be separated temporally, as climate-related SNPs (n = 7)
 showed the strongest signals in the oldest cohort, while pollution-related
 SNPs (n = 3) showed the strongest signals in the youngest cohorts. These
 results highlight the usefulness of population genetic scans for the
 identification of putatively nonneutral evolution within genomes of
 nonmodel forest tree species, but also highlight the need for the
 development and application of robust methodologies to deal with the
 inherent multivariate nature of the genetic and ecological data used in
 these types of analyses.
description: Bashalkhanov-Eckert-Rajora_Mol_Ecol_DATARed spruce genetic and climate dataBashalkhanov-Eckert-Rajora_genetic_analysesR Scripts for Genetic Data AnalysisBashalkhanov-Eckert-Rajora-climate_dataR Scripts for Climate Data Analysis
DOI: 10.5061/dryad.gd290
title: Data from: Tropical bird species have less variable body sizes

description: Ecologists have often predicted that species’ niche breadths should
 decline toward the equator. Dan Janzen arrived at this prediction based on
 climatic constraints, while Robert MacArthur argued that a latitudinal
 gradient in resource specialization drives the pattern. This idea has some
 support when it comes to thermal niches, but has rarely been explored for
 other niche dimensions. Body size is linked to niche dimensions related to
 diet, competition, and environmental tolerance in vertebrates. We
 identified 68 pairs of tropical and nontropical sister bird species using
 a comprehensive phylogeny and used the VertNet specimen database to ask
 whether tropical birds have lower intraspecific body-size variation than
 their nontropical sister species. Our results show that tropical species
 have less intraspecific variability in body mass ( = 0.0092; p = 0.009).
 Variation in body-size variability was poorly explained by both abiotic
 and biotic drivers, thus the mechanisms underlying the pattern are still
 unclear. The lower variation in body size of tropical bird species may
 have evolved in response to more stable climates and resource
 environments.
description: Processed data and
 covariates for each bird sister species pairThis file contains all
 data (variability of body mass across species ranges) and covariates
 assembled for each tropical-nontropical bird sister species pair
 identified from a global bird phylogeny. Detailed metadata for each
 column, including description, units, and data source, are in another
 associated file:
 bird_sister_species_column_metadata.txt.bird_sister_species_data.csvColumn metadata for bird sister species dataThis is a tab-delimited .txt file with column metadata (description, data source, and units) for each of the columns in the bird_sister_species_data.csv file also archived with this submission.bird_sister_species_column_metadata.txtRaw body mass data for bird speciesThese are raw body mass measurements from the vertnet.org specimen database that have already been subject to extensive quality control. All columns other than species binomial and mass in grams have been stripped away; this is the minimal information required to do the bootstrap resampling to recreate the analysis in the manuscript.raw_body_mass_data.csvstepAICc R functionThis is a modified version of the stepAIC() function from the R package MASS which uses AICc (Akaike's corrected information criterion) rather than AIC to select the predictor to add at each step.stepaicc.rCode to reproduce analyses in paperThis R script was tested with R version 3.3.3 on 13 December 2017. It loads the two .csv files also archived with this submission and reproduces the analyses in the paper: t-test, bootstrap sampling of the individual measurements to correct for unequal sample sizes, multiple regression, and model selection.bird_sister_species_code.r
DOI: 10.5061/dryad.6k2qm
title: Data from: Widespread primary, but geographically restricted secondary, human introductions of wall lizards, Podarcis muralis

description: Establishing the introduction pathways of alien species is a fundamental
 task in invasion biology. The common wall lizard, Podarcis muralis, has
 been widely introduced outside of its native range in both Europe and
 North America, primarily through escaped pets or deliberate release of
 animals from captive or wild populations. Here, we use Bayesian
 clustering, approximate Bayesian computation (ABC) methods and network
 analyses to reconstruct the origin and colonization history of 23
 non-native populations of wall lizards in England. Our analyses show that
 established populations in southern England originate from at least nine
 separate sources of animals from native populations in France and Italy.
 Secondary introductions from previously established non-native populations
 were supported for eleven (47%) populations. In contrast to the primary
 introductions, secondary introductions were highly restricted
 geographically and appear to have occurred within a limited time frame
 rather than being increasingly common. Together, these data suggest that
 extant wall lizard populations in England are the result of isolated
 accidental and deliberate releases of imported animals since the 1970s,
 with only local translocation of animals from established non-native
 populations. Given that populations introduced as recently as 25 years ago
 show evidence of having adapted to cool climate, discouraging further
 translocations may be important to prevent more extensive establishment on
 the south coast of England.
description: Microsatellite
 datasetThis file contains
 genotypes of all individuals used in the study at 16 microsatellite loci
 and information on the sampling locations.Michaelides_et_al.MolEco_Microsatellite_dataset.xlsxmtDNA Sequence alignmentThis file contains the mtDNA sequence alignment of 211 haplotypes used in reconstructing the phylogenetic tree.Michaelides_et_al_2015MolEco_mtDNAsequenceAlignment.fasta
DOI: 10.5061/dryad.772g3
title: Data from: Berry production drives bottom-up effects on body mass and reproductive success in an omnivore

description: Obligate herbivores dominate studies of the effects of climate change on
 mammals, however there is limited empirical evidence for how changes in
 the abundance or quality of plant food affect mammalian omnivores.
 Omnivores can exploit a range of different food resources over the course
 of a year, but they often rely on seasonally restricted highly nutritious
 fruiting bodies during critical life stages. Brown bears Ursus arctos in
 Sweden are dependent on berries for fattening before entering hibernation.
 We used a ten-year time series to evaluate the effect of temperature and
 snow on annual variation in berry abundance and how this variation
 affected bears. We found marked interannual variation in berry production
 of bilberry Vaccinium myrtillus and lingonberry V. vitis-idaea, that we
 could attribute in part to temperature during plant dormancy and flowering
 and precipitation during fruit ripening. Both, autumn weights of female
 bears and spring weights of yearling bears increased linearly with
 bilberry abundance. When bilberry abundance was low, lightweight female
 bears had a lower reproductive success than females in better condition.
 This effect vanished when food abundance was above average, indicating
 that lightweight females could compensate for their initial weight during
 good bilberry years. Our study highlights the importance of considering
 individuals’ dynamic responses to variation in food availability, which
 leave some more vulnerable to food shortage than others. Individual
 life-history heterogeneity in response to resource variation likely
 affects long-term population recruitment. Our findings emphasize that
 Scandinavian bears can be dependent on a single food resource during a
 critical period of the year and are therefore less resilient to
 environmental change than expected for an omnivore. Future climate
 scenarios predict ambiguous trends for weather covariates that affected
 crucial stages of berry phenology, preventing a clear prognosis of how
 climate change may affect long-term bilberry production.
description: Berry abundance time
 seriesRipe bilberries
 (Vaccinium myrtillus) and lingonberries (Vaccinium vitis-idaea) were
 counted in permanent sampling plots between 2006 - 2015. Weather
 covariates were extracted from an on-site weather station for each
 year.BerriesDryad.txtAutumn weight of female bearsBodyweight of female brown bears (Ursus arctos) shot in the annual bear hunting season in autumn 2006 - 2015.AutumnWeightDryad.txtSpringweight of yearling bearcubsSpring weight of yearling offspring of monitored females, 2007-2016. Bears were darted from a helicopter and weighed in a sling suspended beneath a spring scale.YearlingWeightDryad.txtReproductive success of female bearsReproductive success of female bears &gt; 5 years of age was determined from helicopter surveys, inspection of the winter den, and activity data during denning in the years 2007 - 2016.ReproSuccessDryad.txt
DOI: 10.15468/dl.uf4zrd
title: Occurrence Download

description: A dataset containing 108351 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 Orchis militaris"
 ]
}

 The dataset includes 108351 records from 624 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000551-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/y4vty4
title: Base de Huelgas Laborales 1979-2024 / Dataset labor strikes 1979-2024
title: BBDD OHL 1979-2024

description: Base de Huelgas Laborales 1979-2024
description: https://www.observatoriodehuelgas.cl/
https://coes.cl/observatorio-de-huelgas-laborales/
DOI: 10.15468/dl.gszr4r
title: Occurrence Download

description: A dataset containing 846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poecile palustris",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Sweden",
 "Year is 2025",
 "DatasetKey is Artportalen",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Month is July"
 ]
}

 The dataset includes 846 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000591-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yq35m
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-67.42149 11.40961,-58.61974 11.40961,-58.61974 20.87421,-67.42149 20.87421,-67.42149 11.40961))",
 "TaxonKey is Stenella coeruleoalba"
 ]
}

 The dataset includes 33 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000590-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15857680
title: Collision Detection Dataset in Time Windows (BIN)

description: This dataset was designed for the development and evaluation of binary classification models focused on collision event detection. Each record in the dataset represents a ‘time window’ or ‘BIN,’ containing 24 samples (P1_PDP to P24_PDP) that describe the transmission events.

 

Dataset Structure:

The dataset is provided in two separate files:

RACH_XTRAIN_YTRAIN_SIMULATION_9010_ETU70: This file contains the training set, combining the 24 feature columns (P1_PDP to P24_PDP) and the target column (Label).

Dimensions: 25 columns and 850,077 rows.

RACH_XTEST_YTEST_SIMULATION_9010_ETU70: This file contains the test set, also with the 24 feature columns and the target column (Label).

Dimensions: 25 columns and 57,988 rows.

 

Columns:

P1_PDP to P24_PDP: These 24 columns contain numerical data, where each Px_PDP represents a sample within a time window (‘BIN’). The values reflect transmission events.

Label: This is the target column, indicating the class of the event within the respective time window.

0: Represents the absence of a collision (normal state or no incident).

1: Represents the occurrence of a collision.
DOI: 10.5281/zenodo.15857679
title: Collision Detection Dataset in Time Windows (BIN)

description: This dataset was designed for the development and evaluation of binary classification models focused on collision event detection. Each record in the dataset represents a ‘time window’ or ‘BIN,’ containing 24 samples (P1_PDP to P24_PDP) that describe the transmission events.

 

Dataset Structure:

The dataset is provided in two separate files:

RACH_XTRAIN_YTRAIN_SIMULATION_9010_ETU70: This file contains the training set, combining the 24 feature columns (P1_PDP to P24_PDP) and the target column (Label).

Dimensions: 25 columns and 850,077 rows.

RACH_XTEST_YTEST_SIMULATION_9010_ETU70: This file contains the test set, also with the 24 feature columns and the target column (Label).

Dimensions: 25 columns and 57,988 rows.

 

Columns:

P1_PDP to P24_PDP: These 24 columns contain numerical data, where each Px_PDP represents a sample within a time window (‘BIN’). The values reflect transmission events.

Label: This is the target column, indicating the class of the event within the respective time window.

0: Represents the absence of a collision (normal state or no incident).

1: Represents the occurrence of a collision.
DOI: 10.25345/c5222rk7p
title: MassIVE MSV000100646 - Identified downstream products observed from ceftazidime and cefepime
title: Identification of ceftazidime and cefepime downstream products that have been observed due to the chemical degradation and also identified in the stool of patients administered these antibiotics
DOI: 10.15468/dl.pjunga
title: Occurrence Download

description: A dataset containing 692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "GbifRegion is Latin America and the Caribbean",
 "Geometry POLYGON Z((-43.91964 -7.66822 0,-43.79291 -7.52691 0,-43.60719 -7.34717 0,-43.5185 -7.20487 0,-43.39092 -7.1291 0,-43.21692 -7.02343 0,-43.09802 -6.96608 0,-43.00919 -6.85272 0,-42.91527 -6.87042 0,-42.85949 -6.79195 0,-42.85908 -6.72831 0,-42.80628 -6.68553 0,-42.74686 -6.64535 0,-42.71658 -6.52568 0,-42.72644 -6.34499 0,-42.68209 -6.30843 0,-42.61377 -6.25741 0,-42.61103 -6.16735 0,-42.61937 -6.0465 0,-42.60809 -5.9911 0,-42.55078 -5.9477 0,-42.54804 -5.94388 0,-42.54253 -5.93812 0,-42.50219 -5.852 0,-42.50224 -5.85013 0,-42.50143 -5.84449 0,-42.50156 -5.83888 0,-42.51426 -5.74001 0,-42.51525 -5.73817 0,-42.51726 -5.73259 0,-42.57149 -5.70656 0,-42.63944 -5.73455 0,-42.69186 -5.78166 0,-42.75695 -5.89412 0,-42.80258 -6.05079 0,-42.789 -6.1663 0,-42.8703 -6.19575 0,-42.90123 -6.25483 0,-42.9002 -6.25669 0,-42.85263 -6.36127 0,-42.86364 -6.49851 0,-42.96317 -6.63853 0,-43.10842 -6.75431 0,-43.21145 -6.84205 0,-43.28421 -6.90373 0,-43.43817 -6.96416 0,-43.53731 -7.05349 0,-43.62693 -7.10414 0,-43.62968 -7.10795 0,-43.6306 -7.10891 0,-43.73408 -7.24061 0,-43.77981 -7.2917 0,-43.87834 -7.39187 0,-43.97877 -7.48536 0,-44.02337 -7.57448 0,-43.98865 -7.6494 0,-43.91964 -7.66822 0))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 692 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000595-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqe5mb
title: Occurrence Download

description: A dataset containing 2976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.70041 9.98086,-58.70148 9.98086,-58.70148 20.29512,-71.70041 20.29512,-71.70041 9.98086))",
 "TaxonKey is Stenella attenuata"
 ]
}

 The dataset includes 2976 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000592-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18008608
title: A Conserved Monocyte Activation Program Links Brain Injury to Systemic Immune Adaptation and Clinical Outcomes

description: for the code used you can check the github repo :  https://doi.org/10.5281/zenodo.18008608
DOI: 10.5281/zenodo.18008607
title: A Conserved Monocyte Activation Program Links Brain Injury to Systemic Immune Adaptation and Clinical Outcomes

description: for the code used you can check the github repo :  https://doi.org/10.5281/zenodo.18008608
DOI: 10.5281/zenodo.18420304
title: weecology/EvergladesWadingBird: 3.3.1

description: v3.3.1
DOI: 10.7799/3015212
title: NLR HPC Facility Power Usage Effectiveness (PUE) Data

description: Timeseries of Energy Systems Integration Facility (ESIF) Data Center Power Usage Effectiveness (PUE) Data provided in Parquet and compressed CSV formats Power Metrics Timeseries Fields: ts: Timestamp cooling_kw: Cooling (kilowatts) - Captures the power used by fans and pipe trace heaters associated with outdoor cooling equipment. The dedicated tower filter pump power is also captured as cooling load. energy_reuse: Energy Reuse Effectiveness hvac_kw: Heating, ventilation, and air conditioning (kilowatts) - Captures fan walls, fan coils that support the data center electrical rooms, and the make-up air unit. it_power_kw: IT equipment (kilowatts) - Captures power used by the IT equipment on the data center floor. plug_and_light_kw: Lights and utility plugs (kilowatts) - Captures power associated with the data center and dedicated mechanical room. The crank-case heater for the emergency standby generator is also captured as light and plug load. pue: Power Usage Effectiveness pump_kw: Pumps (kilowatts) - Captures power from pumps that move water in the data center Energy Recover Water loop and the Tower Water loops, and also captures power used by the boost pumps that circulate water through the fan walls. Note: The tower filter pump runs constantly to filter water from the data center cooling tower system, so 2.67 kilowatts are attributed to this pump and that is not reflected in this data field. day: Day of month Outside Weather Station Timeseries Fields: ts: Timestamp outside_air_humidity: Outside air humidity - Relative humidity percent outside_air_temp: Outside air temperature - Degrees Fahrenheit day: Day of month More detail: High-Performance Computing Data Center Power Usage Effectiveness
DOI: 10.15468/dl.ped6vg
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Desmodus rotundus",
 "Year 2015-2026"
 ]
}

 The dataset includes 363 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000598-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgr3nx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tenuiproboscis ernakulensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000596-260129131611470/datasets/export for details.
DOI: 10.15468/dl.ebqyuq
title: Occurrence Download

description: A dataset containing 432321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Chile",
 "DatasetKey is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 432321 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000593-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18420286
title: FAKE
DOI: 10.5281/zenodo.18420287
title: FAKE
DOI: 10.6084/m9.figshare.31196050
title: De la Operación Cuántica a la Arquitectura Neuronal

description: La explicación dominante de la cognición asume una ruptura efectiva entre la dinámica física fundamental y la organización biológica de alto nivel, atribuyendo la emergencia de la mente a propiedades colectivas irreductibles del tejido neuronal. En este trabajo se propone una hipótesis alternativa basada en el principio de continuidad operativa: los procesos cognitivos no introducen nuevas leyes, sino que constituyen una reorganización jerárquica de operaciones informacionales preexistentes en los campos físicos fundamentales. Partiendo de la no-separabilidad ontológica entre materia y campo, se argumenta que la actividad neuronal (incluyendo las fluctuaciones tradicionalmente clasificadas como ruido) puede interpretarse como la proyección macroscópica de dinámicas informacionales subyacentes, conservadas a través de escalas mediante transformaciones no unitarias pero estructuralmente coherentes. Se introduce el concepto de información operativa como magnitud conservada en sentido funcional, aun en presencia de decoherencia térmica, y se discute su papel en la estabilidad de la razón lógica y matemática. Finalmente, se propone un marco empírico basado en aprendizaje automático y análisis de patrones para evaluar la existencia de isomorfismos estadísticos entre estructuras presentes en sistemas físicos fundamentales y en la actividad neuronal subumbral. Este enfoque no postula mecanismos exóticos ni excepciones biológicas a la física conocida, sino que explora las consecuencias aún no agotadas de su aplicación consistente a la cognición.