cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.c866t1gb3
title: Data for: Marine mussel respiration under fluctuating temperatures

description: The impact of rising temperatures on biological systems is
 well-documented, particularly on coastal shores characterized by
 fluctuating temperatures. To study the effects of fluctuating temperatures
 on physiological performance, experiments often employ treatments that
 alternate between “blocks” of time exposed to minimum versus maximum
 temperatures. To test the efficacy of these approaches, we collected water
 temperatures from a mussel bed to drive 12-h field treatments and compared
 them to block treatments across different seasons. Our results showed that
 respiration rates for mussels under spring and fall temperatures were
 higher in the block compared to the field treatments. In contrast, mussels
 tested under summer temperatures showed higher rates under field versus
 block treatments. When simulating winter temperatures, rates in field and
 block treatments were similar. The thermal performance curves generated
 from the field and block data produced significantly different estimates
 of thermal optima, indicating a mismatch between lab-based temperature
 treatments and natural thermal regimes. The potential effects on
 physiological performance underscore the importance of using
 high-resolution temperature data and the need to ensure that the seasonal
 conditions being simulated in lab experiments match those being studied in
 the field.  
description: Field temperature data was collected via logger deployment (HOBO
 loggers). Respiration data was collected via lab experiments. Estimated
 parameters derived from thermal performance curves following the methods
 outlined in: Padfield, D., O'Sullivan, H., & Pawar, S.
 (2021). <em>rTPC</em> and <em>nls. multstart</em>:
 a new pipeline to fit thermal performance curves in R. <em>Methods
 in Ecology and Evolutio</em>n, 12(6), 1138-1143.
DOI: 10.15468/dl.qhzsgr
title: Occurrence Download

description: A dataset containing 223539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxus baccata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 223539 records from 985 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002599-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ez3d9e
title: Occurrence Download

description: A dataset containing 2960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycine max",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2960 records from 239 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003416-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17532382
title: Reproducibility bundle (v1.9p, no‑figs) for "Scattering‑only synthesis of the proton charge radius with a guard‑banded meta‑interval"

description: Scope. Public reproducibility bundle (v1.9p, no‑figs) for the PRC submission. It fixes every policy number and table used in the manuscript and reproduces the seed‑and‑guard engineering interval for the proton charge radius rEr_ErE from a single, deterministic pipeline.

Policy summary (fixed numbers).Seed hull H=[0.831, 0.847]H=[0.831,\,0.847]H=[0.831,0.847] fm; quantile q=0.90q=0.90q=0.90; floor g0=0.00300g_0=0.00300g0=0.00300 fm; split‑sweep quantiles Q0.90A=0.00270Q^A_{0.90}=0.00270Q0.90A=0.00270 fm and Q0.90B=0.00303Q^B_{0.90}=0.00303Q0.90B=0.00303 fm; hence g\*(0.90)=0.00303g^\*(0.90)=0.00303g\*(0.90)=0.00303 fm and the final unrounded interval [0.82797, 0.85003][0.82797,\,0.85003][0.82797,0.85003] fm (reported as rE∈[0.828, 0.850]r_E\in[0.828,\,0.850]rE∈[0.828,0.850] fm).Interpretation. The reported interval is an engineering summary interval (policy‑labeled envelope), not a frequentist CI or Bayesian credible interval; the coverage‑style table is a methodology diagnostic only.

What’s inside (single source of truth).





policy/policy_values.json — canonical constants used in the paper (seed hull, QqAQ^A_qQqA, QqBQ^B_qQqB, g\*g^\*g\*, unrounded endpoints, rounding policy).




policy/quantiles_split_sweep.{csv,json} — split‑sweep quantiles and derived intervals (mirrors the manuscript’s policy table).




results/reported_table_III.csv — transcription of the coverage‑style diagnostic reported in the manuscript’s coverage table (legacy filename retained; public scripts read this table and do not re‑run the bootstrap).




data/1.1GeV_table.txt, data/2.2GeV_table.txt — PRad reduced‑cross‑section tables used by the runner.




scripts/run_reproducer.py — verification, policy dump, LaTeX macro emission;env/environment.yml — pinned environment;results/joint_sweep_summary.json / results/joint_sweep_samples.csv — joint A×BA\times BA×B checks showing the max‑rule envelope bounds the joint shifts (no overshoot events).




manifest.sha256.json — SHA‑256 digests for auditability.



How to reproduce.







 



conda env create -f env/environment.yml && conda activate prc-repro
python scripts/run_reproducer.py --verify
python scripts/run_reproducer.py --dump-policy
# optional:
python scripts/run_reproducer.py --emit-tex-macros
python scripts/run_reproducer.py --figs-kinematics



Versioning and “no‑figs.” This no‑figs bundle omits pre‑rendered figure PDFs; the runner deterministically regenerates kinematics‑only plots into artifacts/figures/. A few helper files may retain legacy version strings from earlier snapshots (e.g., v1.6p/v1.8p); policy numbers are identical and are authoritatively fixed by policy/policy_values.json.

Licensing. Code: MIT. Data: CC BY 4.0. Please cite both the manuscript and this dataset (record DOI).

Keywords. proton charge radius; elastic epepep scattering; low‑Q2Q^2Q2; guard‑band; engineering interval; reproducibility; PRad; radiative corrections; two‑photon exchange.
DOI: 10.5281/zenodo.17532383
title: Reproducibility bundle (v1.9p, no‑figs) for "Scattering‑only synthesis of the proton charge radius with a guard‑banded meta‑interval"

description: Scope. Public reproducibility bundle (v1.9p, no‑figs) for the PRC submission. It fixes every policy number and table used in the manuscript and reproduces the seed‑and‑guard engineering interval for the proton charge radius rEr_ErE from a single, deterministic pipeline.

Policy summary (fixed numbers).Seed hull H=[0.831, 0.847]H=[0.831,\,0.847]H=[0.831,0.847] fm; quantile q=0.90q=0.90q=0.90; floor g0=0.00300g_0=0.00300g0=0.00300 fm; split‑sweep quantiles Q0.90A=0.00270Q^A_{0.90}=0.00270Q0.90A=0.00270 fm and Q0.90B=0.00303Q^B_{0.90}=0.00303Q0.90B=0.00303 fm; hence g\*(0.90)=0.00303g^\*(0.90)=0.00303g\*(0.90)=0.00303 fm and the final unrounded interval [0.82797, 0.85003][0.82797,\,0.85003][0.82797,0.85003] fm (reported as rE∈[0.828, 0.850]r_E\in[0.828,\,0.850]rE∈[0.828,0.850] fm).Interpretation. The reported interval is an engineering summary interval (policy‑labeled envelope), not a frequentist CI or Bayesian credible interval; the coverage‑style table is a methodology diagnostic only.

What’s inside (single source of truth).





policy/policy_values.json — canonical constants used in the paper (seed hull, QqAQ^A_qQqA, QqBQ^B_qQqB, g\*g^\*g\*, unrounded endpoints, rounding policy).




policy/quantiles_split_sweep.{csv,json} — split‑sweep quantiles and derived intervals (mirrors the manuscript’s policy table).




results/reported_table_III.csv — transcription of the coverage‑style diagnostic reported in the manuscript’s coverage table (legacy filename retained; public scripts read this table and do not re‑run the bootstrap).




data/1.1GeV_table.txt, data/2.2GeV_table.txt — PRad reduced‑cross‑section tables used by the runner.




scripts/run_reproducer.py — verification, policy dump, LaTeX macro emission;env/environment.yml — pinned environment;results/joint_sweep_summary.json / results/joint_sweep_samples.csv — joint A×BA\times BA×B checks showing the max‑rule envelope bounds the joint shifts (no overshoot events).




manifest.sha256.json — SHA‑256 digests for auditability.



How to reproduce.







 



conda env create -f env/environment.yml && conda activate prc-repro
python scripts/run_reproducer.py --verify
python scripts/run_reproducer.py --dump-policy
# optional:
python scripts/run_reproducer.py --emit-tex-macros
python scripts/run_reproducer.py --figs-kinematics



Versioning and “no‑figs.” This no‑figs bundle omits pre‑rendered figure PDFs; the runner deterministically regenerates kinematics‑only plots into artifacts/figures/. A few helper files may retain legacy version strings from earlier snapshots (e.g., v1.6p/v1.8p); policy numbers are identical and are authoritatively fixed by policy/policy_values.json.

Licensing. Code: MIT. Data: CC BY 4.0. Please cite both the manuscript and this dataset (record DOI).

Keywords. proton charge radius; elastic epepep scattering; low‑Q2Q^2Q2; guard‑band; engineering interval; reproducibility; PRad; radiative corrections; two‑photon exchange.
DOI: 10.15468/dl.sskakk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nocomis leptocephalus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035326-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17616469
title: SMILES Biohack 2025 Munich

description: This is a part of biohack 2025 Munich Hackathon. Reproduction of https://www.nature.com/articles/s41592-025-02781-5 and https://www.nature.com/articles/s41467-018-06500-x papers with additional data cleaning and EDA.
DOI: 10.15468/dl.dq3yud
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.1188 24.74913, -107.9688 24.74913, -107.9688 24.89913, -108.1188 24.89913, -108.1188 24.74913))"
 ]
}

 The dataset includes 729 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035327-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17616339
title: δ(ε_q − ε_g) = 0 — Hypothesis of Correlational Disequilibrium (HDC–CBC)

description: Abstract:The Correlational Disequilibrium Hypothesis (HDC–CBC) proposes a unified reinterpretation of the fundamental structure of the cosmos. In this framework, the observable universe emerges from a dynamic imbalance between two energetic domains—the quantum (ε_q) and the geometric (ε_g)—whose mutual correlation is encoded in the fundamental condition δ(ε_q − ε_g) = 0.Cosmic evolution arises from the breaking of this primordial equilibrium and proceeds through a correlational cycle encompassing phases of rupture, expansion, asymmetry, and progressive re-equilibration. The hypothesis asserts that cosmic expansion and the flow of time represent dual manifestations of a single correlational process, whereby the loss of quantum coherence induces corresponding geometric growth.

Formulation and scope:The proposed tensorial formalism introduces the correlational field C_{μν}, defined byC_{μν} = T_{μν}^{(q)} − T_{μν}^{(g)} + Γ_{μν}^{(corr)},whose vanishing divergence, ∇^μ C_{μν} = 0, expresses the conservation of correlational coherence between both domains.From this structure, modified Friedmann and Einstein equations naturally emerge, incorporating correlational terms capable of reproducing late-time cosmic acceleration without invoking an independent cosmological constant Λ.

Observational predictions:The HDC–CBC framework provides quantitative pathways toward alleviating several outstanding tensions within the ΛCDM paradigm, including discrepancies in H₀ and σ₈. It further yields new interpretative avenues for the cosmological quadrupole/octopole alignment (Axis of Evil), the Shapley–Repeller flow, and the extreme luminosity and mass of TON 618.Across these cases, the hypothesis interprets the apparent anomalies of the observable universe as localized manifestations of the universal correlational field, consistent with the broader structure of the proposed “Greater Cosmos.”

Current status:The model is empirically falsifiable through six primary observational tests in cosmology, complemented by six additional theoretical predictions. Together, these elements constitute a coherent and internally consistent framework aiming to unify general relativity and quantum mechanics under a single correlational dynamics.

Keywords:cosmology; theoretical physics; general relativity; quantum mechanics; correlation; dark energy; ΛCDM; coherence tensor; bubble universe; correlational field; unifying frameworks.
DOI: 10.5281/zenodo.17616338
title: δ(ε_q − ε_g) = 0 — Hypothesis of Correlational Disequilibrium (HDC–CBC)

description: Abstract:The Correlational Disequilibrium Hypothesis (HDC–CBC) proposes a unified reinterpretation of the fundamental structure of the cosmos. In this framework, the observable universe emerges from a dynamic imbalance between two energetic domains—the quantum (ε_q) and the geometric (ε_g)—whose mutual correlation is encoded in the fundamental condition δ(ε_q − ε_g) = 0.Cosmic evolution arises from the breaking of this primordial equilibrium and proceeds through a correlational cycle encompassing phases of rupture, expansion, asymmetry, and progressive re-equilibration. The hypothesis asserts that cosmic expansion and the flow of time represent dual manifestations of a single correlational process, whereby the loss of quantum coherence induces corresponding geometric growth.

Formulation and scope:The proposed tensorial formalism introduces the correlational field C_{μν}, defined byC_{μν} = T_{μν}^{(q)} − T_{μν}^{(g)} + Γ_{μν}^{(corr)},whose vanishing divergence, ∇^μ C_{μν} = 0, expresses the conservation of correlational coherence between both domains.From this structure, modified Friedmann and Einstein equations naturally emerge, incorporating correlational terms capable of reproducing late-time cosmic acceleration without invoking an independent cosmological constant Λ.

Observational predictions:The HDC–CBC framework provides quantitative pathways toward alleviating several outstanding tensions within the ΛCDM paradigm, including discrepancies in H₀ and σ₈. It further yields new interpretative avenues for the cosmological quadrupole/octopole alignment (Axis of Evil), the Shapley–Repeller flow, and the extreme luminosity and mass of TON 618.Across these cases, the hypothesis interprets the apparent anomalies of the observable universe as localized manifestations of the universal correlational field, consistent with the broader structure of the proposed “Greater Cosmos.”

Current status:The model is empirically falsifiable through six primary observational tests in cosmology, complemented by six additional theoretical predictions. Together, these elements constitute a coherent and internally consistent framework aiming to unify general relativity and quantum mechanics under a single correlational dynamics.

Keywords:cosmology; theoretical physics; general relativity; quantum mechanics; correlation; dark energy; ΛCDM; coherence tensor; bubble universe; correlational field; unifying frameworks.
DOI: 10.15468/dl.gvyz4r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nocomis micropogon",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035328-251025141854904/datasets/export for details.
DOI: 10.15468/dl.gkudpa
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.9688 24.74913, -107.8188 24.74913, -107.8188 24.89913, -107.9688 24.89913, -107.9688 24.74913))"
 ]
}

 The dataset includes 319 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035329-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17616411
title: The role of participatory radio talk shows in strengthening health systems and fostering community engagement in Sierra Leone
DOI: 10.5281/zenodo.17616412
title: The role of participatory radio talk shows in strengthening health systems and fostering community engagement in Sierra Leone
DOI: 10.5281/zenodo.17615931
title: Data Scopus
DOI: 10.5281/zenodo.17615932
title: Data Scopus
DOI: 10.15468/dl.3da6vy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nocomis raneyi",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035330-251025141854904/datasets/export for details.
DOI: 10.15468/dl.d69jwd
title: Occurrence Download

description: A dataset containing 1046 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.9688 24.89913, -110.8188 24.89913, -110.8188 25.04913, -110.9688 25.04913, -110.9688 24.89913))"
 ]
}

 The dataset includes 1046 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035331-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrm6v2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Notemigonus crysoleucas",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035332-251025141854904/datasets/export for details.
DOI: 10.15468/dl.rbh43t
title: Occurrence Download

description: A dataset containing 3310 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.8188 24.89913, -110.6688 24.89913, -110.6688 25.04913, -110.8188 25.04913, -110.8188 24.89913))"
 ]
}

 The dataset includes 3310 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035333-251025141854904/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.30627290
title: Support data

description: This data is associated with the article "A new method of fruit marking for studies on chiropterochory" by Juliana Pereira Bezerra and Enrico Bernard, published in Biotropica.The table presents the number of chiropterocoric fruits marked with glitter in four different quadrants in Catimbau National Park, Pernambuco state, Brazilian Caatinga. Quadrants were at different distances from the entrance of the Meu Rei cave, a site holding a colony of Carollia perspicillata bats: Q1, at 3,200 m, marked with blue glitter; Q2, at 2,000 m, with lilac glitter; Q3, at 1,000 m, with gold glitter; and Q4, at 700 m, with red glitter. Fruits were marked based on their in situ availability, and the origin of the seeds/fruit pulp was based on the color of the glitter detected in eight 1-m2 collectors installed in the cave.
DOI: 10.6084/m9.figshare.30627290.v1
title: Support data

description: This data is associated with the article "A new method of fruit marking for studies on chiropterochory" by Juliana Pereira Bezerra and Enrico Bernard, published in Biotropica.The table presents the number of chiropterocoric fruits marked with glitter in four different quadrants in Catimbau National Park, Pernambuco state, Brazilian Caatinga. Quadrants were at different distances from the entrance of the Meu Rei cave, a site holding a colony of Carollia perspicillata bats: Q1, at 3,200 m, marked with blue glitter; Q2, at 2,000 m, with lilac glitter; Q3, at 1,000 m, with gold glitter; and Q4, at 700 m, with red glitter. Fruits were marked based on their in situ availability, and the origin of the seeds/fruit pulp was based on the color of the glitter detected in eight 1-m2 collectors installed in the cave.
DOI: 10.15468/dl.2248yw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nothobranchius guentheri",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035334-251025141854904/datasets/export for details.
DOI: 10.15468/dl.cy9k7s
title: Occurrence Download

description: A dataset containing 4066059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dikerogammarus haemobaphes, Perccottus glenii, Ameiurus nebulosus, Lithoglyphus naticoides, Erechtites hieraciifolius, Culex quinquefasciatus, Rattus, Oeceoclades maculata, Ramphicarpa, Odontesthes bonariensis, Arapaima gigas, Oreochromis niloticus, Oncorhynchus aguabonita, Salmo trutta, Drepanotrema cimex, Brachiaria brizantha, Brachiaria eminii, Brachiaria mutica, Lepomis gibbosus, Neogobius fluviatilis)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 4066059 records from 1900 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035323-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18411530
title: EnerSHelf - Energy Supply for Healthcare Facilities in Ghana

description: Data is collected, acquired and processed within the EnerSHelF (Energy Supply for Healthcare Facilities in Ghana) project financed by the German Federal Ministry of Education and Research (BMBF).

Funding period: 01.06.2019 – 31.03.2023. BMBF funding grant number 03SF0567C.

For additional information, please visit: https://enershelf.de/
DOI: 10.5281/zenodo.18411529
title: EnerSHelf - Energy Supply for Healthcare Facilities in Ghana

description: Data is collected, acquired and processed within the EnerSHelF (Energy Supply for Healthcare Facilities in Ghana) project financed by the German Federal Ministry of Education and Research (BMBF).

Funding period: 01.06.2019 – 31.03.2023. BMBF funding grant number 03SF0567C.

For additional information, please visit: https://enershelf.de/
DOI: 10.5281/zenodo.18436487
title: Literature Data Table TMCF soils DEF
DOI: 10.5281/zenodo.18436488
title: Literature Data Table TMCF soils DEF
DOI: 10.5281/zenodo.15310089
title: TABLE 1 in Systematics of the green lacewing tribe Ankylopterygini Navás, 1910 (Neuroptera: Chrysopidae: Chrysopinae) from China

description: TABLE 1. The distributions of genera and species of Ankylopterygini in the fauna of the world.
Genus/SubgenusWorldPalearctic regionOriental regionAfrotropic regionAustralasia regionNearctic regionChinaEndemic to ChinaAnkylopteryx446201840137Chrysopidia16514000115Chrysopidia1241100084Chrysotropia41300031Tumeochrysa3421160021913Nineta2018000284Tumeochrysa15316000119Parankylopteryx80080000Retipenna156130001411Semachrysa2021703073Signochrysa100802021Total148418826926640
description: Published as part of Wu, Jingyu & Liu, Xingyue, 2024, Systematics of the green lacewing tribe Ankylopterygini Navás, 1910 (Neuroptera: Chrysopidae: Chrysopinae) from China, pp. 150 in Zootaxa 5540 (1) on page 150, DOI: 10.11646/zootaxa.5540.1.1, http://zenodo.org/record/14240496