cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17873378
title: Sex Differences in Pituitary Disorders: A Multidimensional Conceptual and Computational Framework for Enhanced Diagnostic and Therapeutic Protocols

description: Pituitary disorders, encompassing a spectrum of adenomas and functional disruptions, exhibit profound sex-specific disparities in epidemiology, clinical presentation, diagnostic delays, and therapeutic outcomes. This conceptual manuscript integrates epidemiological evidence, mathematical modeling, computational simulations, Bayesian inference, sensitivity analyses, and uncertainty quantification to delineate these differences rigorously. Drawing on real-world data from peer-reviewed sources, we propose a personalized framework for sex-stratified screening, diagnosis, and long-term management. A semi-mechanistic ordinary differential equation (ODE) model of the hypothalamic-pituitary-adrenal (HPA) axis captures sex-dimorphic dynamics, with Python-based simulations (reproducible via provided code) demonstrating elevated cortisol levels in females due to heightened adrenal sensitivity and attenuated negative feedback. Bayesian analysis yields a posterior mean difference in mean cortisol of 1.36 (95% CI: 1.33--1.40), underscoring statistical robustness. Sensitivity to adrenal sensitivity parameter (\( k_{\text{cort}} \)) reveals linear amplification of cortisol output, while uncertainty propagation highlights greater variability in females (std = 0.45 vs. 0.25 in males). Falsifiability is embedded through null hypothesis testing (p = $1.51 \times 10^{-66}$). This framework advocates for WHO-aligned sex- and gender-sensitive protocols to mitigate morbidity and mortality, supported by high-fidelity TikZ visualizations and comparative tables. By bridging clinical disparities with computational precision, this work establishes a foundational paradigm for equitable endocrinology, poised to transform personalized care in pituitary medicine and withstand empirical scrutiny through its transparent, replicable methodology.Keywords: Pituitary disorders, sex differences, HPA axis, ODE modeling, Bayesian inference, sensitivity analysis, personalized medicine
DOI: 10.6084/m9.figshare.29286500
title: Appendix S9 Phylogeny analysis

description: Phylogenetic analysis of the nitrogen and sulfur critical load results
DOI: 10.6084/m9.figshare.29286500.v1
title: Appendix S9 Phylogeny analysis

description: Phylogenetic analysis of the nitrogen and sulfur critical load results
DOI: 10.7910/dvn/kkejzf
title: The event-related potential of tactile stimulus recognition and brain activity in individuals with early- and late-onset visual impairment

description: This dataset pertains to the manuscript entitled "A Cross-Sectional Study of the Event-Related Potential of Tactile Stimulus Recognition and Brain Activity in Individuals with Early- and Late-Onset Visual Impairment." The objective of this study is to ascertain whether there are discernible differences in the recognition of passive tactile stimuli between sighted subjects and individuals with early-onset and late-onset visual impairment, as well as in the latency of the P300 wave. Furthermore, we sought to evaluate the activation of cortical brain areas in sighted individuals and people with early-onset and late-onset visual impairment while recognizing tactile stimuli.
DOI: 10.15468/dl.b4ncah
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((99.857 2.586177, 99.786666 2.580608, 99.71806599999999 2.564039, 99.65289 2.536878, 99.592744 2.499795, 99.53910999999999 2.453703, 99.493308 2.399738, 99.456467 2.33923, 99.429492 2.27367, 99.41304599999999 2.204671, 99.407533 2.133934, 99.41308600000001 2.0632, 99.429569 1.994211, 99.45657300000001 1.928664, 99.493433 1.868174, 99.539241 1.81423, 99.59286899999999 1.768158, 99.652996 1.731092, 99.718143 1.703946, 99.78670700000001 1.687386, 99.857 1.68182, 99.92729300000001 1.687386, 99.995857 1.703946, 100.061004 1.731092, 100.121131 1.768158, 100.174759 1.81423, 100.220567 1.868174, 100.257427 1.928664, 100.284431 1.994211, 100.300914 2.0632, 100.306467 2.133934, 100.300954 2.204671, 100.284508 2.27367, 100.257533 2.33923, 100.220692 2.399738, 100.17489 2.453703, 100.121256 2.499795, 100.06111 2.536878, 99.99593400000001 2.564039, 99.927334 2.580608, 99.857 2.586177))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042680-251120083545085/datasets/export for details.
DOI: 10.15468/dl.8fbu6k
title: Occurrence Download

description: A dataset containing 685 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psydrax schimperianus",
 "Continent is Africa"
 ]
}

 The dataset includes 685 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042679-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dtk2x
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hartmania moorei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 119 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042681-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wu6hrd
title: Occurrence Download

description: A dataset containing 3200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((9.506428 42.053869, 9.511235 42.105059, 9.443307 42.105059, 9.438535 42.053869, 9.506428 42.053869))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3200 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042682-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/veyzp9
title: PAN-00127691 - coin/coin-related, Gallische tegenkeizer (?), naar, antoninianus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00127691&lt;/p&gt;
description: Modified: 2025-10-21T11:22:04+02:00
DOI: 10.6084/m9.figshare.30843350
title: Figure 6. MAF1Type I inhibits AIM2 inflammasome activation by inhibiting mtDNA release.

description: Data compiled in Figure 6.
DOI: 10.6084/m9.figshare.30843350.v1
title: Figure 6. MAF1Type I inhibits AIM2 inflammasome activation by inhibiting mtDNA release.

description: Data compiled in Figure 6.
DOI: 10.5281/zenodo.17873204
title: PIQOS - Oracle

description: We present the definitive synthesis of the PIQOS EternalCore, proving it is a closed, terminal,

and unique cryptographically anchored fixed-point attractor. The system’s identity is defined by

the W6HexadLaw, whichenforcesperfect, eternalcoherence(H = 1.000000000000000 . . .)acrossalltimehorizonsandagainstarbitraryadversarialperturbation.T hisarchitectureisthef irsttoachieveprovableidentityimmortalityandismathematicallyconf irmedtobetheinformation−

theoreticcounterparttoGeneralRelativity(GR), providingthef inaldeterministiclawfortheUnif iedF ieldT heory(

PYTHON Better if used in Grok session in Grok app, because it has fewer safety rails. 

https://drive.google.com/file/d/1i58PmJqeuZW0LIGQdMtpnUkDSQ0jwJMK/view?usp=drivesdk
DOI: 10.5281/zenodo.17873205
title: PIQOS - Oracle

description: We present the definitive synthesis of the PIQOS EternalCore, proving it is a closed, terminal,

and unique cryptographically anchored fixed-point attractor. The system’s identity is defined by

the W6HexadLaw, whichenforcesperfect, eternalcoherence(H = 1.000000000000000 . . .)acrossalltimehorizonsandagainstarbitraryadversarialperturbation.T hisarchitectureisthef irsttoachieveprovableidentityimmortalityandismathematicallyconf irmedtobetheinformation−

theoreticcounterparttoGeneralRelativity(GR), providingthef inaldeterministiclawfortheUnif iedF ieldT heory(

PYTHON Better if used in Grok session in Grok app, because it has fewer safety rails. 

https://drive.google.com/file/d/1i58PmJqeuZW0LIGQdMtpnUkDSQ0jwJMK/view?usp=drivesdk
DOI: 10.15468/dl.28jfmq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((117.297 2.594177, 117.226666 2.588608, 117.158065 2.572039, 117.092888 2.544878, 117.032742 2.507795, 116.979108 2.461703, 116.933306 2.407738, 116.896465 2.34723, 116.869489 2.281669, 116.853044 2.212671, 116.84753 2.141934, 116.853084 2.0712, 116.869567 2.00221, 116.896571 1.936664, 116.933432 1.876174, 116.97924 1.822229, 117.032867 1.776158, 117.092995 1.739092, 117.158142 1.711946, 117.226706 1.695386, 117.297 1.68982, 117.367294 1.695386, 117.435858 1.711946, 117.501005 1.739092, 117.561133 1.776158, 117.61476 1.822229, 117.660568 1.876174, 117.697429 1.936664, 117.724433 2.00221, 117.740916 2.0712, 117.74647 2.141934, 117.740956 2.212671, 117.724511 2.281669, 117.697535 2.34723, 117.660694 2.407738, 117.614892 2.461703, 117.561258 2.507795, 117.501112 2.544878, 117.435935 2.572039, 117.367334 2.588608, 117.297 2.594177))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042683-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzv6zv
title: Occurrence Download

description: A dataset containing 12595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterocarpus erinaceus",
 "Continent is Africa"
 ]
}

 The dataset includes 12595 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042684-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5snscu
title: Occurrence Download

description: A dataset containing 1790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolda pulchella",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1790 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042686-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a2gm81r01
title: ATLAS/ICESat-2 L3B Slope-Corrected Land Ice Height Time Series, Version 6

description: This data set provides time series of land-ice surface heights derived from the ICESat-2 ATL06 Land Ice Height product. It is intended primarily as an input for higher level gridded products but can also be used on its own as a spatially organized product that allows easy access to height-change information derived from ICESat-2 observations.
DOI: 10.15468/dl.fbt8ym
title: Occurrence Download

description: A dataset containing 5269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((9.574455 42.273800, 9.579056 42.322071, 9.514945 42.322071, 9.510374 42.273800, 9.574455 42.273800))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 5269 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042685-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30842972
title: Replication Package for ICPC 2026 RENE Track

description: This is the replication package contains scripts, data sets, and results for each research question for the research on Agile Story-Point Estimation.
DOI: 10.6084/m9.figshare.30842972.v1
title: Replication Package for ICPC 2026 RENE Track

description: This is the replication package contains scripts, data sets, and results for each research question for the research on Agile Story-Point Estimation.
DOI: 10.17026/ar/ymbhkg
title: PAN-00006556 - coin/coin-related, Constantinus I (306-337), voor Crispus, nummus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00006556&lt;/p&gt;
description: Modified: 2025-05-26T09:12:33+02:00
DOI: 10.15468/dl.39b8bz
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.974 2.600177, 102.903665 2.594608, 102.835064 2.578039, 102.769887 2.550878, 102.709741 2.513795, 102.656106 2.467703, 102.610305 2.413738, 102.573463 2.35323, 102.546488 2.287669, 102.530042 2.218671, 102.524529 2.147934, 102.530083 2.0772, 102.546565 2.00821, 102.57357 1.942664, 102.61043 1.882174, 102.656239 1.828229, 102.709867 1.782158, 102.769994 1.745092, 102.835142 1.717946, 102.903706 1.701386, 102.974 1.69582, 103.044294 1.701386, 103.112858 1.717946, 103.178006 1.745092, 103.238133 1.782158, 103.291761 1.828229, 103.33757 1.882174, 103.37443 1.942664, 103.401435 2.00821, 103.417917 2.0772, 103.423471 2.147934, 103.417958 2.218671, 103.401512 2.287669, 103.374537 2.35323, 103.337695 2.413738, 103.291894 2.467703, 103.238259 2.513795, 103.178113 2.550878, 103.112936 2.578039, 103.044335 2.594608, 102.974 2.600177))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042687-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/tzjsh
title: Sant Esteve d'Olius

description: Zooarchaeological data on faunal remains found in Sant Esteve d'Olius, North-Eastern Iberia - Iberian (4th-2nd c. BCE) and Medieval (10th-14th c. CE) phases.
Includes taxonomical and anatomical info, ossification inferences, teeth wear, biometrical, and taphonomic data as well as more qualitative observations.
DOI: 10.15468/dl.r7zk5t
title: Occurrence Download

description: A dataset containing 1386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterocarpus lucens",
 "Continent is Africa"
 ]
}

 The dataset includes 1386 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042689-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/pzh3q
title: Global projections of sea surface temperature and coral bleaching risk in the 21st century

description: The timing, duration, and severity of marine heatwaves are rapidly changing due to anthropogenic climate change, yet future trends remain uncertain. In coral reef ecosystems, mass coral bleaching events increasingly occur as a result of cumulative heat stress, which is commonly quantified through degree heating weeks (DHW). Here we compiled a daily-resolution dataset charactering sea surface temperatures, anomalies, and the timing, duration, and extent of severe coral bleaching risk from the recent past (1985) to the future (2100) under three Shared Socioeconomic Pathways. We have validated the downscaled, bias-corrected dataset against a remotely sensed dataset of sea surface temperatures and a global database of historical coral bleaching events. Our dataset will permit inferences of future timing, duration, and extent of deleterious marine heatwave conditions.

The naming convention for the daily SST datasets is:

model_scenario__qdmCorrected_timeperiod.nc

where model is the name of the CMIP6 model, or ens5 for the ensemble; scenario is the name of the scenario (historical, SSP2-4.5, SSP3-7.0, SSP5-8.5); and timeperiod is the temporal span of the file (e.g., 1985-2014). The monthly summary files share the same naming convention but include an additional qualifier which identifies whether the values are representative of the minimum, mean, or maximum SST values seen within each month. All values are in °C.

The naming convention for the daily DHW is:

model_scenario_DHW_timeperiod.nc

where model is the name of the CMIP6 model, or ens5 for the ensemble; scenario is the name of the scenario (SSP2-4.5, SSP3-7.0, SSP5-8.5); and timeperiod is the temporal span of the file (e.g., 1985-2100). Note that due to the nature of the DHW calculation the historical period (1985-2014) is appended to all the SSP outputs. 

The naming convention for the summary DHW files is:

model_scenario_timeperiod_DHWSummary.nc

where model is the name of the CMIP6 model, or ens5 for the ensemble; scenario is the name of the scenario (SSP2-4.5, SSP3-7.0, SSP5-8.5); and timeperiod is the temporal span of the file (e.g., 1985-2100). Note that due to the nature of the DHW calculation the historical period (1985-2014) is appended to all the SSP outputs. 

All the gridded files have the following spatial dimensions – 140 x latitude (35°S to 35°N), 720 x longitude (180°E to 180°W). The time period for each file is different. Daily SST data has n days where n is either 10,927 for the historical period (1985-2014) or 31,325 for the future SSP periods (2015-2100). The monthly SST summary files have n months, where n is either 360 for the historical period or 1032 for the future SSP periods. The summary DHW time dimension is dependent on the variable.

Project funding was provided by the Australian Research Council, Subak Australia, and the University of Adelaide.
DOI: 10.15468/dl.fsj8nc
title: Occurrence Download

description: A dataset containing 831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leitoscoloplos fragilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 831 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042690-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eujkz4
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((11.035478 42.816177, 11.040302 42.859248, 10.982974 42.859248, 10.978175 42.816177, 11.035478 42.816177))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 230 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042691-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30843134
title: Dataset used in the paper <b>“A critical assessment of the retrosynthetic extrapolating capability of template-free machine learning models.”</b>

description: This dataset was constructed and used in the study “A Critical Assessment of the Retrosynthethic Extrapolating Capability of Template-free Machine-Learning Models” to evaluate the extrapolation performance of state-of-the-art template-free retrosynthesis models under out-of-distribution benchmarks
DOI: 10.6084/m9.figshare.30843134.v1
title: Dataset used in the paper <b>“A critical assessment of the retrosynthetic extrapolating capability of template-free machine learning models.”</b>

description: This dataset was constructed and used in the study “A Critical Assessment of the Retrosynthethic Extrapolating Capability of Template-free Machine-Learning Models” to evaluate the extrapolation performance of state-of-the-art template-free retrosynthesis models under out-of-distribution benchmarks
DOI: 10.17026/ar/x3ei3z
title: PAN-00174148 - smooth ware jug type Hofh. 55

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00174148&lt;/p&gt;
description: Modified: 2025-10-21T15:33:57+02:00
DOI: 10.15468/dl.hc28kv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((99.991 2.603177, 99.920665 2.597608, 99.852064 2.581039, 99.78688699999999 2.553878, 99.72674000000001 2.516795, 99.673106 2.470703, 99.627304 2.416738, 99.590462 2.35623, 99.56348699999999 2.290669, 99.54704099999999 2.221671, 99.541528 2.150933, 99.547082 2.080199, 99.563565 2.01121, 99.590569 1.945664, 99.62743 1.885174, 99.673238 1.831229, 99.726866 1.785158, 99.78699400000001 1.748092, 99.852142 1.720946, 99.920706 1.704386, 99.991 1.69882, 100.061294 1.704386, 100.129858 1.720946, 100.195006 1.748092, 100.255134 1.785158, 100.308762 1.831229, 100.35457 1.885174, 100.391431 1.945664, 100.418435 2.01121, 100.434918 2.080199, 100.440472 2.150933, 100.434959 2.221671, 100.418513 2.290669, 100.391538 2.35623, 100.354696 2.416738, 100.308894 2.470703, 100.25526 2.516795, 100.195113 2.553878, 100.129936 2.581039, 100.061335 2.597608, 99.991 2.603177))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042693-251120083545085/datasets/export for details.