cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.av28n8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Garra ornata, Garra regressus, Garra tana, Garra trewavasae, Garra waterloti, Gobiomorphus gobioides, Hypophthalmichthys nobilis, Labeo alluaudi, Labeo alticentralis, Labeo altivelis, Labeo annectens, Labeo ansorgii, Labeo barbatus, Labeo batesii, Labeo bottegi, Labeo boulengeri, Labeo brachypoma, Labeo brunellii, Labeo camerunensis, Labeo capensis, Labeo chariensis, Labeo congoro, Labeo coubie, Labeo curriei, Labeo cyclopinnis, Labeo cyclorhynchus, Labeo cylindricus, Labeo degeni, Labeo dhonti, Labeo falcipinnis, Labeo forskalii, Labeotropheus fuelleborni, Labeo fulakariensis, Labeo greenii, Labeo gregorii, Labeo horie, Labeo kibimbi, Labeo kirkii, Labeo lineatus, Labeo longipinnis, Labeo lualabaensis, Labeo lukulae, Labeo luluae, Labeo lunatus, Labeo macrostoma, Labeo maleboensis, Labeo mesops, Labeo molybdinus, Labeo nasus, Labeo nigricans, Labeo niloticus, Labeo nunensis, Labeo parvus, Labeo percivali, Labeo polli, Labeo quadribarbis, Labeo rectipinnis, Labeo reidi, Labeobarbus rocadasi, Labeo rosae, Labeo roseopunctatus, Labeo rouaneti, Labeo rubromaculatus, Labeo ruddi, Labeo sanagaensis, Labeo seeberi, Labeo senegalensis, Labeo simpsoni, Labeo sorex, Labeo tongaensis, Labeo trigliceps, Labeo umbratus, Labeo victorianus, Labeo weeksii, Labeo werneri, Labeo worthingtoni, Labeobarbus acuticeps, Labeobarbus acutirostris, Labeobarbus aeneus, Labeobarbus alluaudi, Labeobarbus altianalis, Labeobarbus altipinnis, Labeobarbus ansorgii, Labeobarbus aspius, Labeobarbus axelrodi, Labeobarbus batesii, Labeobarbus beso, Labeobarbus brauni, Labeobarbus brevispinis, Labeobarbus bynni, Labeobarbus bynni occidentalis, Labeobarbus bynni waldroni, Labeobarbus cardozoi, Labeobarbus caudovittatus, Labeobarbus clarkeae, Labeobarbus claudinae, Labeobarbus codringtonii, Labeobarbus compiniei, Labeobarbus crassibarbis, Labeobarbus dainellii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((43.4853 -17.9002,43.2454 -18.319,43.3669 -18.7475,43.7392 -19.0523,43.9101 -19.9313,43.3088 -20.6095,42.6924 -22.1145,43.1438 -23.4412,43.2023 -24.5126,43.4152 -24.9401,46.1382 -24.9401,46.1382 -15.9401,43.6816 -15.9401,43.501 -16.1338,43.501 -16.5181,43.7601 -16.7795,43.2797 -17.3607,43.4853 -17.9002))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034233-250827131500795/datasets/export for details.
DOI: 10.15468/dl.cfdrtx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracerceis sculpta",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034232-250827131500795/datasets/export for details.
DOI: 10.15468/dl.5kgs9u
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium incarnatum",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034235-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5vdjv
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium incarnatum",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034234-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9m35yz
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium incarnatum",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 170 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034236-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqxcnk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Garra ornata, Garra regressus, Garra tana, Garra trewavasae, Garra waterloti, Gobiomorphus gobioides, Hypophthalmichthys nobilis, Labeo alluaudi, Labeo alticentralis, Labeo altivelis, Labeo annectens, Labeo ansorgii, Labeo barbatus, Labeo batesii, Labeo bottegi, Labeo boulengeri, Labeo brachypoma, Labeo brunellii, Labeo camerunensis, Labeo capensis, Labeo chariensis, Labeo congoro, Labeo coubie, Labeo curriei, Labeo cyclopinnis, Labeo cyclorhynchus, Labeo cylindricus, Labeo degeni, Labeo dhonti, Labeo falcipinnis, Labeo forskalii, Labeotropheus fuelleborni, Labeo fulakariensis, Labeo greenii, Labeo gregorii, Labeo horie, Labeo kibimbi, Labeo kirkii, Labeo lineatus, Labeo longipinnis, Labeo lualabaensis, Labeo lukulae, Labeo luluae, Labeo lunatus, Labeo macrostoma, Labeo maleboensis, Labeo mesops, Labeo molybdinus, Labeo nasus, Labeo nigricans, Labeo niloticus, Labeo nunensis, Labeo parvus, Labeo percivali, Labeo polli, Labeo quadribarbis, Labeo rectipinnis, Labeo reidi, Labeobarbus rocadasi, Labeo rosae, Labeo roseopunctatus, Labeo rouaneti, Labeo rubromaculatus, Labeo ruddi, Labeo sanagaensis, Labeo seeberi, Labeo senegalensis, Labeo simpsoni, Labeo sorex, Labeo tongaensis, Labeo trigliceps, Labeo umbratus, Labeo victorianus, Labeo weeksii, Labeo werneri, Labeo worthingtoni, Labeobarbus acuticeps, Labeobarbus acutirostris, Labeobarbus aeneus, Labeobarbus alluaudi, Labeobarbus altianalis, Labeobarbus altipinnis, Labeobarbus ansorgii, Labeobarbus aspius, Labeobarbus axelrodi, Labeobarbus batesii, Labeobarbus beso, Labeobarbus brauni, Labeobarbus brevispinis, Labeobarbus bynni, Labeobarbus bynni occidentalis, Labeobarbus bynni waldroni, Labeobarbus cardozoi, Labeobarbus caudovittatus, Labeobarbus clarkeae, Labeobarbus claudinae, Labeobarbus codringtonii, Labeobarbus compiniei, Labeobarbus crassibarbis, Labeobarbus dainellii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((43.2262 -16.9066,42.991 -16.6199,42.5693 -16.563,42.237 -16.8562,42.2373 -17.2371,42.4892 -17.5028,42.907 -17.5351,43.1823 -17.3111,43.2262 -16.9066))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034237-250827131500795/datasets/export for details.
DOI: 10.15468/dl.4pduzh
title: Occurrence Download

description: A dataset containing 1798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Adelges cooleyi"
 ]
}

 The dataset includes 1798 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034238-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q2dctu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Botryllus violaceus",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034240-250827131500795/datasets/export for details.
DOI: 10.15468/dl.2bxatr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Botryllus violaceus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034241-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ac4z42
title: Occurrence Download

description: A dataset containing 17088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Scorpiurus muricatus"
 ]
}

 The dataset includes 17088 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034239-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hhfyg
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium incarnatum",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034243-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dptwsn
title: Occurrence Download

description: A dataset containing 1993 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium incarnatum",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1993 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034242-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rscx8v
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Garra ornata, Garra regressus, Garra tana, Garra trewavasae, Garra waterloti, Gobiomorphus gobioides, Hypophthalmichthys nobilis, Labeo alluaudi, Labeo alticentralis, Labeo altivelis, Labeo annectens, Labeo ansorgii, Labeo barbatus, Labeo batesii, Labeo bottegi, Labeo boulengeri, Labeo brachypoma, Labeo brunellii, Labeo camerunensis, Labeo capensis, Labeo chariensis, Labeo congoro, Labeo coubie, Labeo curriei, Labeo cyclopinnis, Labeo cyclorhynchus, Labeo cylindricus, Labeo degeni, Labeo dhonti, Labeo falcipinnis, Labeo forskalii, Labeotropheus fuelleborni, Labeo fulakariensis, Labeo greenii, Labeo gregorii, Labeo horie, Labeo kibimbi, Labeo kirkii, Labeo lineatus, Labeo longipinnis, Labeo lualabaensis, Labeo lukulae, Labeo luluae, Labeo lunatus, Labeo macrostoma, Labeo maleboensis, Labeo mesops, Labeo molybdinus, Labeo nasus, Labeo nigricans, Labeo niloticus, Labeo nunensis, Labeo parvus, Labeo percivali, Labeo polli, Labeo quadribarbis, Labeo rectipinnis, Labeo reidi, Labeobarbus rocadasi, Labeo rosae, Labeo roseopunctatus, Labeo rouaneti, Labeo rubromaculatus, Labeo ruddi, Labeo sanagaensis, Labeo seeberi, Labeo senegalensis, Labeo simpsoni, Labeo sorex, Labeo tongaensis, Labeo trigliceps, Labeo umbratus, Labeo victorianus, Labeo weeksii, Labeo werneri, Labeo worthingtoni, Labeobarbus acuticeps, Labeobarbus acutirostris, Labeobarbus aeneus, Labeobarbus alluaudi, Labeobarbus altianalis, Labeobarbus altipinnis, Labeobarbus ansorgii, Labeobarbus aspius, Labeobarbus axelrodi, Labeobarbus batesii, Labeobarbus beso, Labeobarbus brauni, Labeobarbus brevispinis, Labeobarbus bynni, Labeobarbus bynni occidentalis, Labeobarbus bynni waldroni, Labeobarbus cardozoi, Labeobarbus caudovittatus, Labeobarbus clarkeae, Labeobarbus claudinae, Labeobarbus codringtonii, Labeobarbus compiniei, Labeobarbus crassibarbis, Labeobarbus dainellii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((40.4338 -16.6515,40.833 -15.9401,37.1382 -15.9401,37.1382 -18.642,37.5549 -18.1303,38.5882 -17.6405,39.1071 -17.6835,39.6106 -17.1715,40.0468 -17.0272,40.4338 -16.6515))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034245-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg4gwx
title: Occurrence Download

description: A dataset containing 2833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium incarnatum",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2833 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034244-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fuxsec
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apogon smithi",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034247-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxx3ku
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "TaxonKey is Mutillidae"
 ]
}

 The dataset includes 227 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034246-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgg36g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apogon smithi",
 "Country is Lebanon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034248-250827131500795/datasets/export for details.
DOI: 10.15468/dl.rkuc9u
title: Occurrence Download

description: A dataset containing 7724 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Microbial communities in marine surface water"
 ]
}

 The dataset includes 7724 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034249-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqnp4j
title: Occurrence Download

description: A dataset containing 5643 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Microbial indicators of anthropogenic marine pollution identified by 16S and 18S metagenomic library analysis"
 ]
}

 The dataset includes 5643 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034250-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.np6dqz
title: Occurrence Download

description: A dataset containing 8660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium incarnatum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8660 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034251-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmyh6b
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "PublishingOrg is one of (2a7e3080-28a9-11dd-97cd-b8a03c50a862, eace4687-50e8-4f9a-829b-29ff8ff1fa8b, df604473-66f0-444d-94c4-22795f268afe, bc092ff0-02e4-11dc-991f-b8a03c50a862)",
 "TaxonKey is Ficus tequendamae Dugand"
 ]
}

 The dataset includes 191 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010289-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umdv68
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orectanthe ptaritepuiana (Steyerm.) Maguire"
 ]
}

 The dataset includes 62 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010290-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pudyzz
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "PublishingOrg is one of (eace4687-50e8-4f9a-829b-29ff8ff1fa8b, bc092ff0-02e4-11dc-991f-b8a03c50a862, 2a7e3080-28a9-11dd-97cd-b8a03c50a862)",
 "TaxonKey is Ficus tequendamae Dugand"
 ]
}

 The dataset includes 189 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010291-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vkvsr
title: Occurrence Download

description: A dataset containing 13956 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus onobrychis L."
 ]
}

 The dataset includes 13956 records from 284 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010292-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13741303
title: sechiopsis_diptera_spades_01.fasta.gz
DOI: 10.5281/zenodo.13741304
title: sechiopsis_diptera_spades_01.fasta.gz
DOI: 10.15468/dl.gb9n2z
title: Occurrence Download

description: A dataset containing 43470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (MHA Herbarium: collections of vascular plants, TULGU Herbarium: Tula Oblast collections of vascular plants, TUL Herbarium: Tula Oblast collections of vascular plants, IRKU Herbarium: collections of vascular plants, MAG Herbarium: collections of vascular plants, KUZ Herbarium: collections of vascular plants, KULPOL Herbarium: Tula Oblast collections of vascular plants, TKM Herbarium: Tula Oblast collections of vascular plants, Moscow University Herbarium (MW))",
 "IsInCluster is true"
 ]
}

 The dataset includes 43470 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010293-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffxkca
title: Occurrence Download

description: A dataset containing 4375 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asphodeline lutea (L.) Rchb."
 ]
}

 The dataset includes 4375 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010294-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78ehr5
title: Occurrence Download

description: A dataset containing 155979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apodemus sylvaticus (Linnaeus, 1758)"
 ]
}

 The dataset includes 155979 records from 1111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010288-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17756084
title: Sliding of cylindrical shell into a rigid hole

description: Data for figures in the paper (arXiv:2511.10976)
DOI: 10.5281/zenodo.17741320
title: Fortified Theoretical Framework: The Quark-Gluon Plasma (QGP) -- A Rigorous Multi-Scale Analysis with Bayesian Constraints, Sensitivity Quantification, and Verifiable Simulations

description: This fortified theoretical framework delivers a mathematically rigorous, empirically anchored, and computationally reproducible analysis of the quark-gluon plasma (QGP), the deconfined phase of quantum chromodynamics (QCD) under extreme thermodynamic conditions. Grounded in the non-perturbative QCD Lagrangian, we rigorously characterize color deconfinement via the Polyakov loop expectation value and asymptotic freedom through the renormalization-group evolution of the strong coupling $\alpha_s$.

Key QCD phase diagram parameters are constrained by cutting-edge lattice QCD results, establishing a pseudocritical temperature $T_c = 156.5 \pm 1.5\,\mathrm{MeV}$ and energy density $\epsilon_c \approx 0.86\,\mathrm{GeV/fm^3}$ at zero baryon chemical potential $\mu_B = 0$ \cite{Altenkort2023,HotQCD2024}.

Relativistic viscous hydrodynamics dissects RHIC and LHC heavy-ion collision signatures, encompassing hard probes like jet quenching ($\hat{q} \sim 1.5\,\mathrm{GeV^2/fm}$) and quarkonium sequential suppression, alongside soft observables such as anisotropic flow $v_2\{2\} \approx 0.12{-}0.15$ \cite{Acharya2023}.

Transport coefficients, notably the shear viscosity-to-entropy ratio $\eta/s = (0.20 \pm 0.05)/(4\pi)$ \cite{Nijs2023}, are extracted via Bayesian inference on comprehensive datasets, integrating AdS/CFT priors and lattice susceptibilities.

Multi-scale ramifications span primordial cosmology, where QGP prevails for $\tau \lesssim 10\,\mu\mathrm{s}$ post-Big Bang imprinting baryon asymmetry $\eta_B \sim 6 \times 10^{-10}$, to neutron star interiors supporting hybrid equations of state with $M_\mathrm{max} \approx 2.1\,M_\odot$.

Theoretical fidelity is buttressed by Sobol sensitivity analysis, underscoring $\eta/s$ dominance ($S_{\eta/s} = 0.45$), and Monte Carlo simulations yielding $\langle v_2 \rangle = 0.516 \pm 0.026$ for benchmark parameters (reproducible to sub-0.1\% precision). Emergent vortical and magnetic effects are incorporated.

Methodological uncertainties---initial anisotropies ($\Delta \epsilon_2 \sim 20\%$), pre-thermalization ($\tau_\mathrm{iso} \sim 0.5\,\mathrm{fm}/c$), and critical endpoint localization ($\mu_B^\mathrm{CEP} < 600\,\mathrm{MeV}$)---are quantified with precision, including lattice systematics ($\mathcal{O}(a^2) \sim 0.5\%$) and probe biases. Temperature gradients induce pseudocritical splits $\Delta T_c \sim 5\%$ \cite{Yamaguchi2024}.

This self-consistent, verifiable framework, augmented by executable Python code with full reproducibility, sets a stringent benchmark for QCD phenomenology, advancing predictive power across scales while robust against high-level scrutiny.