cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17873377
title: Sex Differences in Pituitary Disorders: A Multidimensional Conceptual and Computational Framework for Enhanced Diagnostic and Therapeutic Protocols

description: Pituitary disorders, encompassing a broad spectrum of adenomas and functional disruptions, manifest profound sex-specific disparities in epidemiology, clinical presentation, diagnostic delays, and therapeutic outcomes. This conceptual manuscript rigorously integrates epidemiological evidence from diverse cohorts, advanced mathematical modeling, high-fidelity computational simulations, Bayesian inference, global sensitivity analyses, and uncertainty quantification to delineate these differences with scientific precision. Leveraging verifiable, peer-reviewed data from 2017--2025, we propose a personalized, sex-stratified framework for screening, diagnosis, and long-term management, aligned with WHO guidelines on sex and gender integration in health research. A semi-mechanistic ordinary differential equation (ODE) model of the hypothalamic-pituitary-adrenal (HPA) axis captures sex-dimorphic dynamics, incorporating parameters calibrated to physiological ranges. Python-based simulations, reproducible via the provided code, demonstrate relatively elevated steady-state cortisol levels in females (mean 3.39 arbitrary units [AU]) compared to males (2.02 AU), attributable to heightened adrenal sensitivity (k_cort) and attenuated negative feedback (f_b1, f_b2). Bayesian analysis, employing sequential Monte Carlo approximation, yields a posterior mean difference in cortisol of 1.36 AU (95% credible interval [CrI]: 1.33--1.40), with effective sample sizes exceeding 500 for convergence assurance. Global sensitivity analysis reveals linear amplification of cortisol output with respect to k_cort (slopes: 1.97 AU in females vs. 1.36 AU in males; R^2 > 0.99), while Monte Carlo uncertainty propagation highlights greater variability in females (std = 0.45 AU vs. 0.25 AU in males). Falsifiability is ensured through null hypothesis testing (OLS β = 1.36, p = 1.51 × 10^{-66}, post-hoc power = 0.99) and distributional comparisons (Kolmogorov-Smirnov D = 0.85, p < 10^{-10}). This framework advocates for sex- and gender-sensitive protocols to mitigate disparities in morbidity and mortality, bolstered by TikZ visualizations, comparative tables, and extensions incorporating gonadal crosstalk. By bridging clinical observations with computational rigor, this work establishes a foundational, equitable paradigm for endocrinology, designed to withstand peer scrutiny in international scientific fora through its transparent, replicable, and empirically grounded methodology.Keywords: Pituitary disorders, sex differences, HPA axis, ODE modeling, Bayesian inference, sensitivity analysis, uncertainty quantification, personalized medicine
DOI: 10.5281/zenodo.17885266
title: Sex Differences in Pituitary Disorders: A Multidimensional Conceptual and Computational Framework for Enhanced Diagnostic and Therapeutic Protocols

description: Pituitary disorders, encompassing a broad spectrum of adenomas and functional disruptions, manifest profound sex-specific disparities in epidemiology, clinical presentation, diagnostic delays, and therapeutic outcomes. This conceptual manuscript rigorously integrates epidemiological evidence from diverse cohorts, advanced mathematical modeling, high-fidelity computational simulations, Bayesian inference, global sensitivity analyses, and uncertainty quantification to delineate these differences with scientific precision. Leveraging verifiable, peer-reviewed data from 2017--2025, we propose a personalized, sex-stratified framework for screening, diagnosis, and long-term management, aligned with WHO guidelines on sex and gender integration in health research. A semi-mechanistic ordinary differential equation (ODE) model of the hypothalamic-pituitary-adrenal (HPA) axis captures sex-dimorphic dynamics, incorporating parameters calibrated to physiological ranges. Python-based simulations, reproducible via the provided code, demonstrate relatively elevated steady-state cortisol levels in females (mean 3.39 arbitrary units [AU]) compared to males (2.02 AU), attributable to heightened adrenal sensitivity (k_cort) and attenuated negative feedback (f_b1, f_b2). Bayesian analysis, employing sequential Monte Carlo approximation, yields a posterior mean difference in cortisol of 1.36 AU (95% credible interval [CrI]: 1.33--1.40), with effective sample sizes exceeding 500 for convergence assurance. Global sensitivity analysis reveals linear amplification of cortisol output with respect to k_cort (slopes: 1.97 AU in females vs. 1.36 AU in males; R^2 > 0.99), while Monte Carlo uncertainty propagation highlights greater variability in females (std = 0.45 AU vs. 0.25 AU in males). Falsifiability is ensured through null hypothesis testing (OLS β = 1.36, p = 1.51 × 10^{-66}, post-hoc power = 0.99) and distributional comparisons (Kolmogorov-Smirnov D = 0.85, p < 10^{-10}). This framework advocates for sex- and gender-sensitive protocols to mitigate disparities in morbidity and mortality, bolstered by TikZ visualizations, comparative tables, and extensions incorporating gonadal crosstalk. By bridging clinical observations with computational rigor, this work establishes a foundational, equitable paradigm for endocrinology, designed to withstand peer scrutiny in international scientific fora through its transparent, replicable, and empirically grounded methodology.Keywords: Pituitary disorders, sex differences, HPA axis, ODE modeling, Bayesian inference, sensitivity analysis, uncertainty quantification, personalized medicine
DOI: 10.15468/dl.cj7kwe
title: Occurrence Download

description: A dataset containing 2378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Onthophagus",
 "Year 2000-2025"
 ]
}

 The dataset includes 2378 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045489-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmfgsg
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sipunculus robustus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 72 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045491-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5p9jg
title: Occurrence Download

description: A dataset containing 576 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophichthus ophis"
 ]
}

 The dataset includes 576 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045492-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srskfn
title: Occurrence Download

description: A dataset containing 13388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapirus terrestris",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 13388 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045490-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17885270
title: Mechanisms of copper acquisition from mineral to promote aerobic methane oxidation
DOI: 10.5281/zenodo.17885269
title: Mechanisms of copper acquisition from mineral to promote aerobic methane oxidation
DOI: 10.15468/dl.ug5cwc
title: Occurrence Download

description: A dataset containing 1106 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Acer saccharum"
 ]
 },
 "HasCoordinate is TRUE",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "DecimalLatitude is greater than or equal to 39.7198",
 "DecimalLatitude is less than or equal to 42.26939",
 "DecimalLongitude is greater than or equal to -80.5195",
 "DecimalLongitude is less than or equal to -74.6895",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1106 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045495-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdc28d
title: Occurrence Download

description: A dataset containing 588 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phascolosoma puntarenae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 588 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045494-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnx224
title: Occurrence Download

description: A dataset containing 2885 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera subulata"
 ]
}

 The dataset includes 2885 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045493-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tewdqu
title: Occurrence Download

description: A dataset containing 1523420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "Geometry POLYGON((-106.80482 14.07403,-93.88558 14.07403,-93.88558 20.32129,-106.80482 20.32129,-106.80482 14.07403))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1523420 records from 533 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045481-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9wtcx
title: Occurrence Download

description: A dataset containing 528 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atlantoraja castelnaui"
 ]
}

 The dataset includes 528 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045497-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ff8jg
title: Occurrence Download

description: A dataset containing 2215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapirus pinchaque",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 2215 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045496-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqftja
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-8.99172 44.6967,-10.18624 37.02665,-8.38924 35.84042,-4.24229 36.06421,-0.27966 36.73179,0.82619 39.55768,4.2359 41.79383,-1.75413 43.95461,-8.99172 44.6967))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Laserpitium longiradium"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045498-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2h7sex
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phascolosoma pacificum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 43 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045499-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a2fn10v1t
title: ERA5-Land hourly data from 1950 to present

description: ERA5-Land (European Centre for Medium-Range Weather Forecasts (ECMWF) Re-Analysis) is a reanalysis dataset providing a consistent view of the evolution of land variables over several decades at an enhanced resolution compared to ERA5. ERA5-Land has been produced by replaying the land component of the ECMWF ERA5 climate reanalysis. Reanalysis combines model data with observations from across the world into a globally complete and consistent dataset using the laws of physics. Reanalysis produces data that goes several decades back in time, providing an accurate description of the climate of the past.
 ERA5-Land uses as input to control the simulated land fields ERA5 atmospheric variables, such as air temperature and air humidity. This is called the atmospheric forcing. Without the constraint of the atmospheric forcing, the model-based estimates can rapidly deviate from reality. Therefore, while observations are not directly used in the production of ERA5-Land, they have an indirect influence through the atmospheric forcing used to run the simulation. In addition, the input air temperature, air humidity and pressure used to run ERA5-Land are corrected to account for the altitude difference between the grid of the forcing and the higher resolution grid of ERA5-Land. This correction is called 'lapse rate correction'.
 The ERA5-Land dataset, as any other simulation, provides estimates which have some degree of uncertainty. Numerical models can only provide a more or less accurate representation of the real physical processes governing different components of the Earth System. In general, the uncertainty of model estimates grows as we go back in time, because the number of observations available to create a good quality atmospheric forcing is lower. ERA5-land parameter fields can currently be used in combination with the uncertainty of the equivalent ERA5 fields.
DOI: 10.15468/dl.tb6zss
title: Occurrence Download

description: A dataset containing 1323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Aphodius",
 "Year 2000-2025"
 ]
}

 The dataset includes 1323 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045500-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pp84k3
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "RecordedBy is one of (A.R. Phillips, A.R. Phillips + R. Jenks, A.R. Phillips, Gale Monson, Alan R Phillips)",
 "CollectionCode is one of (Herpetology)"
 ]
 }
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045501-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/v575-3r57.85
title: Japanese Newspaper Coverage of Climate Change or Global Warming, 2000-2025 - November 2025

description: The Media and Climate Change Observatory Data monitors 126 sources (across newspapers, radio and TV) in 58 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.15468/dl.6hn852
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phascolosoma meteori",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045502-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/jzlm90
title: Management of Stemphylium leaf blight: S. vesicarium resistance to fluxapyroxad and penflufen active ingredients

description: As part of the "Management of Stemphylium leaf blight" thesis research, EC50 values, inhibition (%) and categorical assignment conidial and mycelial response of isolates of S. vesicarium to FRAC group 7 (succinate dehydrogenase inhibitor) fungicides, fluxapyroxad and penflufen, after exposure in vitro.
description: <b>Notes on Preservation Files:</b> 
For preservation purposes, 'flat file' versions of the multi-spreadsheet Excel workbooks contained in this dataset have been created. The content of these Excel workbooks have been exported into preservation-friendly format and stored in the Preservation Files zip archive.
DOI: 10.34740/kaggle/dsv/14096467
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.8h4434
title: Occurrence Download

description: A dataset containing 243 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atlantoraja cyclophora"
 ]
}

 The dataset includes 243 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045503-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2regkd
title: Occurrence Download

description: A dataset containing 718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phascolosoma carneum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 718 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045504-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xcg7n
title: Occurrence Download

description: A dataset containing 1461710 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fagus"
 ]
}

 The dataset includes 1461710 records from 2641 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045466-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhoqyp
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MCME UPLB Museum Plant Collection"
 ]
}

 The dataset includes 268 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013111-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gehkg
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.78959 36.98717,-4.86403 36.98717,-4.86403 37.39396,-5.78959 37.39396,-5.78959 36.98717))",
 "HasCoordinate is true",
 "TaxonKey is Santolina canescens Lag.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082894-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjr2yd
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Month is greater than or equal to January",
 "Country is Malaysia",
 "TaxonKey is Mantodea"
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001999-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es8xvg
title: Occurrence Download

description: A dataset containing 43324 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Syntrichia caninervis Mitt.",
 "TaxonKey is Syntrichia laevipila Brid.",
 "TaxonKey is Syntrichia fragilis (Taylor) Ochyra",
 "TaxonKey is Syntrichia ruralis (Hedw.) F.Weber & D.Mohr",
 "TaxonKey is Syntrichia longimucronata (X.J.Li) R.H.Zander",
 "TaxonKey is Timmiella barbuloides (Brid.) Mönk."
 ]
}

 The dataset includes 43324 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028645-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxv103
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caenolestes convelatus Anthony, 1924",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082895-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grmgfc
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydnoraceae",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 238 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036971-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2w6sqs
title: Occurrence Download

description: A dataset containing 1198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Barbacenia Vand.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1198 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082900-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.