cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/yy61-3f52
title: "Air Quality and Gas Sensors Drift datasets for time-series generation"

description: "The two UCI sensor datasets(Air Quality, Gas Sensors Drift) are modified for time-series generative modeling"
DOI: 10.5281/zenodo.16994089
title: Unified Field Theory via AI-Assisted Quantum Resonance Coupling: A Novel Approach to Strong Force Unification and Superluminal Field Generation - Weber

description: This manuscript presents a unified field theory framework developed through AI-assisted exploration of parameter spaces beyond conventional approaches. The model introduces four new coupling constants ($\alpha$, $\beta$, $\gamma$, $\delta$) describing quantum friction coupling, brane offset tolerance, resonance amplitude feedback, and field curve compression.

The resulting field equations unify the strong nuclear force with gravitation while preserving gauge invariance, Lorentz covariance, and unitarity. Most notably, the formulation suggests conditions under which localized spacetime metrics may exhibit apparent superluminal behavior ($v > 1.6c$) while maintaining global causality through a novel drag coefficient nullification mechanism.

The paper provides:





Mathematical derivations from first principles.




Consistency checks against gauge invariance, unitarity, and reduction to GR/QFT limits.




Predictions for anomalous strong-force coupling, gravitational wave bursts, and vacuum birefringence.




Experimental context with reference to current results from LHC (strong coupling), LIGO/Virgo (GW observations), PVLAS/BMV (vacuum birefringence), and EHT (black hole imaging).




Discussion of speculative implications for communication, energy, and spacetime engineering.



This work is released under CC-BY-4.0 and intended to spark discussion, replication, and experimental exploration.

I am Robert J. Weber. These are my theories and things I have resolved with the help of AI systems in my quest for truth in the universe. Physics is elegant, and God’s work is everywhere. I ask you to review this work — and if I am wrong, to tell me so with evidence, facts, and experiments. Math does not lie; it is, if anything, the physics truth machine. With humility and reverence to what is greater than all of us, may this work stand as truth as God designed it to be.

Signed, a seeker of truth — RJW
DOI: 10.5281/zenodo.16994088
title: Unified Field Theory via AI-Assisted Quantum Resonance Coupling: A Novel Approach to Strong Force Unification and Superluminal Field Generation - Weber

description: This manuscript presents a unified field theory framework developed through AI-assisted exploration of parameter spaces beyond conventional approaches. The model introduces four new coupling constants ($\alpha$, $\beta$, $\gamma$, $\delta$) describing quantum friction coupling, brane offset tolerance, resonance amplitude feedback, and field curve compression.

The resulting field equations unify the strong nuclear force with gravitation while preserving gauge invariance, Lorentz covariance, and unitarity. Most notably, the formulation suggests conditions under which localized spacetime metrics may exhibit apparent superluminal behavior ($v > 1.6c$) while maintaining global causality through a novel drag coefficient nullification mechanism.

The paper provides:





Mathematical derivations from first principles.




Consistency checks against gauge invariance, unitarity, and reduction to GR/QFT limits.




Predictions for anomalous strong-force coupling, gravitational wave bursts, and vacuum birefringence.




Experimental context with reference to current results from LHC (strong coupling), LIGO/Virgo (GW observations), PVLAS/BMV (vacuum birefringence), and EHT (black hole imaging).




Discussion of speculative implications for communication, energy, and spacetime engineering.



This work is released under CC-BY-4.0 and intended to spark discussion, replication, and experimental exploration.

I am Robert J. Weber. These are my theories and things I have resolved with the help of AI systems in my quest for truth in the universe. Physics is elegant, and God’s work is everywhere. I ask you to review this work — and if I am wrong, to tell me so with evidence, facts, and experiments. Math does not lie; it is, if anything, the physics truth machine. With humility and reverence to what is greater than all of us, may this work stand as truth as God designed it to be.

Signed, a seeker of truth — RJW
DOI: 10.5281/zenodo.16464619
title: Raw dataset obtained from experiments with SN4741 dopaminergic cells treated with graphenic materials under stress induced by MPP+ and tunicamycin
DOI: 10.5281/zenodo.16464618
title: Raw dataset obtained from experiments with SN4741 dopaminergic cells treated with graphenic materials under stress induced by MPP+ and tunicamycin
DOI: 10.5281/zenodo.16965878
title: Sound Intensity Levels and Estimation for Noise Control Evaluations of Drones (SILENCED)

description: This database was created at the Institute of Communication Systems (IKS) at RWTH Aachen University (Germany).

Measurement Setup

One set of measurements were conducted in a controlled indoor environment following the ITU-R BS.1116-2 base reference (IKS | Lab) and another in a hemi-anechoic chamber using DPA 4061 condenser microphones at a sampling rate of 48 kHz. The rotating blades of a DJI mini 2 SE quadrocopter drone were used as the primary sound source, fixed in place by a device attached to the top of its chassis. Five Fostex 6301b loudspeakers were used as secondary sources in another measurement.

Microphone Placement

A reference microphone was placed on the underside of the drone chassis. A rotatable linear microphone array consisting of six individual microphones was placed 159 cm in IKS | Lab and 4 m in the hemi-anechoic chamber below the drone.

Loudspeaker Placement

The five speakers formed a cross-shaped array with a center speaker directly under the drone facing the ground. One speaker was placed on each side of the center speaker, also facing the ground, but angled about 30° away from the center.

File Structure

The raw data and estimated paths are saved as individual MAT files for the drone and loudspeaker measurements, respectively. This file format supports multidimensional arrays (tensors) and can be used with MATLAB® and free software, such as SciPy. More information about the dimensions of the data can be found in "info.txt".Additional information is contained in the 'meta' fields of some MAT files. The data from the hemi-anechoic chamber is also provided in the NETCDF file format which has named dimensions and coordinates and additional meta data.

For a more detailed explanation, we refer the reader to the documentation that is part of the published data.

This database was presented at Forum Acusticum / Euronoise 2025, the 11th EAA Annual European Conference on Acoustics and Noise Control Engineering. If you wish to use the database in your research, please cite the corresponding paper as:

Steiner, J. and Hilgemann, F. and Jax, P., "Empirical Study on Active Noise Control in UAVs", in Proceedings of the 11th Convention of the European Acoustics Association, Malaga, Spain, June 2025.
DOI: 10.5281/zenodo.15064304
title: Sound Intensity Levels and Estimation for Noise Control Evaluations of Drones (SILENCED)

description: This database was created at the Institute of Communication Systems (IKS) at RWTH Aachen University (Germany).

Measurement Setup

One set of measurements were conducted in a controlled indoor environment following the ITU-R BS.1116-2 base reference (IKS | Lab) and another in a hemi-anechoic chamber using DPA 4061 condenser microphones at a sampling rate of 48 kHz. The rotating blades of a DJI mini 2 SE quadrocopter drone were used as the primary sound source, fixed in place by a device attached to the top of its chassis. Five Fostex 6301b loudspeakers were used as secondary sources in another measurement.

Microphone Placement

A reference microphone was placed on the underside of the drone chassis. A rotatable linear microphone array consisting of six individual microphones was placed 159 cm in IKS | Lab and 4 m in the hemi-anechoic chamber below the drone.

Loudspeaker Placement

The five speakers formed a cross-shaped array with a center speaker directly under the drone facing the ground. One speaker was placed on each side of the center speaker, also facing the ground, but angled about 30° away from the center.

File Structure

The raw data and estimated paths are saved as individual MAT files for the drone and loudspeaker measurements, respectively. This file format supports multidimensional arrays (tensors) and can be used with MATLAB® and free software, such as SciPy. More information about the dimensions of the data can be found in "info.txt".Additional information is contained in the 'meta' fields of some MAT files. The data from the hemi-anechoic chamber is also provided in the NETCDF file format which has named dimensions and coordinates and additional meta data.

For a more detailed explanation, we refer the reader to the documentation that is part of the published data.

This database was presented at Forum Acusticum / Euronoise 2025, the 11th EAA Annual European Conference on Acoustics and Noise Control Engineering. If you wish to use the database in your research, please cite the corresponding paper as:

Steiner, J. and Hilgemann, F. and Jax, P., "Empirical Study on Active Noise Control in UAVs", in Proceedings of the 11th Convention of the European Acoustics Association, Malaga, Spain, June 2025.
DOI: 10.60520/ieda/114002
title: Major element, trace element, and isotope data of mineral separates from abyssal peridotites and basalts from the Eastern part of the South West Indian Ridge v.2

description: The Marion Rise (MR) at the central Southwest Indian Ridge (SWIR) is an ultra-slow spreading ridge with thin crust, shallow ridge depth, sparse basaltic coverage, and exposed peridotite. Here we analyzed basalts for major and trace elements, and Nd and Hf isotopes. Data for Nd and Hf isotope data of both clinopyroxenes from abyssal peridotites and basalts show decoupled Hf-Nd isotope systematics.
description: Abundant Ancient Melt-Depleted Peridotite beneath the Marion Rise, Southwest Indian Ocean, Effects on Basalt Composition and Dynamic Topography.
Dominic Woelkia, Vincent Saltersa, Andreas Stracke, Felix Genske, Gary White, Daniele Brunelli. 2025
DOI: 10.5281/zenodo.14204514
title: dataset for: Carbonate content and stable isotopic composition of atmospheric aerosol carbon in the Canadian High Arctic

description: Dataset related to publication of the same title in Atmospheric Chemistry and Physics
DOI: 10.5281/zenodo.16994150
title: dataset for: Carbonate content and stable isotopic composition of atmospheric aerosol carbon in the Canadian High Arctic

description: Dataset related to publication of the same title in Atmospheric Chemistry and Physics
DOI: 10.17031/6864f504ec482
title: 2025 The Environment Agency (EA) Data for the UK Marine Strategy Article 8 biodiversity assessment: Condition of soft sediment invertebrate communities in coastal waters determined using Water Environment Regulations methods

description: Water Environment (Water Framework Directive) Regulations River Basin Management Plan Cycle 3 Infaunal Quality Index classification data used for the UK Marine Strategy Article 8 biodiversity assessments for the UK Regional Seas. The WER Infaunal Quality Index method statement and classification tool ('IQI Workbook UKTAG v02 20140311.xlsm' and ‘IQI Workbook UKTAG v02 20221214.xlsm’) used to calculate WER Ecological Quality Ratios are available at http://www.wfduk.org/resources%20/coastal-and-transitional-waters-benthic-invertebrate-fauna. Project coordinated by the Environment Agency and Joint Nature Conservation Committee. River Basin Management Plan Cycle 3 benthic invertebrate data held by the relevant WER Agency.
DOI: 10.5281/zenodo.16991802
title: Recipes dataset: personalized recipes for cancer patients

description: The dataset contains recipes recommended for cancer patients to improve their symptoms and enhance treatment adherence. It includes difficulty, preparation time, ingredients and quantities, timing of consumption, and nutritional labels indicating dietary restrictions or preferences
DOI: 10.5281/zenodo.16991803
title: Recipes dataset: personalized recipes for cancer patients

description: The dataset contains recipes recommended for cancer patients to improve their symptoms and enhance treatment adherence. It includes difficulty, preparation time, ingredients and quantities, timing of consumption, and nutritional labels indicating dietary restrictions or preferences
DOI: 10.5281/zenodo.16991603
title: Ingredient dataset: foods used in oncology nutrition with complete nutritional information

description: Macronutrients, micronutrients and caloric content of foods with interesting properties for cancer patients
DOI: 10.5281/zenodo.16991604
title: Ingredient dataset: foods used in oncology nutrition with complete nutritional information

description: Macronutrients, micronutrients and caloric content of foods with interesting properties for cancer patients
DOI: 10.6084/m9.figshare.28061072
title: Santos et al. Auchenorrhyncha and spider mite data

description: This data was used to determine: associations of native Mediterranean plant species and herbaceous ground cover, located around vineyards, with species of Auchenorrhyncha (Hemiptera); and to test if the abundance of Auchenorrhyncha and tetranychid spider mites (Trombidiformes) in vineyards is affected by the distance to the edge and/or by the type of periphery.
DOI: 10.6084/m9.figshare.28061072.v1
title: Santos et al. Auchenorrhyncha and spider mite data

description: This data was used to determine: associations of native Mediterranean plant species and herbaceous ground cover, located around vineyards, with species of Auchenorrhyncha (Hemiptera); and to test if the abundance of Auchenorrhyncha and tetranychid spider mites (Trombidiformes) in vineyards is affected by the distance to the edge and/or by the type of periphery.
DOI: 10.60520/ieda/113906
title: Hf and Nd isotopes on clinopyroxene separate from abyssal peridotites from Eastern part of the South West Indian Ridge

description: Nd and Hf isotope data of clinopyroxenes from abyssal peridotites from the Marion Rise, South West Indian Ridge. Data shows decoupled Hf-Nd isotope systems and extremely radiogenic Hf values. Data was collected from the National High Magnetic Field Laboratory.
DOI: 10.26165/juelich-data/js6shp
title: Replication Data for: https://doi.org/10.48550/arXiv.2507.14751

description: Data has been generated using Mathematica and analyzed within the same notebook. Upon reasonable request to the contact person, raw data can be shared to reproduce the plots from the publication.
DOI: 10.26165/juelich-data/xhvt5w
title: Replication Data for: https://doi.org/10.1063/5.0250135

description: Data has been generated using COMSOL Multiphysics. Upon reasonable request to the contact person, raw data can be shared to reproduce the plots from the publication.
DOI: 10.5281/zenodo.16994223
title: Dataset for: Relaminated Subduction Mélange as a Source of Ultrapotassic Magmatism in Southern Tibet
DOI: 10.5281/zenodo.16994224
title: Dataset for: Relaminated Subduction Mélange as a Source of Ultrapotassic Magmatism in Southern Tibet
DOI: 10.26165/juelich-data/3gnmuu
title: Replication Data for: https://doi.org/10.1021/acs.jpclett.3c03295

description: Data has been generated using COMSOL Multiphysics. Upon reasonable request to the contact person, raw data can be shared to reproduce the plots from the publication.
DOI: 10.17031/6864f24ac5dca
title: 2025 The Environment Agency (EA) Data for the UK Marine Strategy Article 8 biodiversity assessment: Condition of intertidal saltmarsh communities in coastal waters determined using Water Environment Regulations methods

description: Water Environment (Water Framework Directive) Regulations River Basin Management Plan Cycle 3 intertidal saltmarsh classification data used for the UK Marine Strategy Article 8 biodiversity assessments for the UK Regional Seas. The WER saltmarsh method statement and classification tool (‘Saltmarsh Tool_SKIPPER_ v1.0_UKTAG.xls’) used to calculate WER Ecological Quality Ratios are available at http://www.wfduk.org/resources/transitional-and-coastal-waters-saltmarsh. Project coordinated by the Environment Agency and Joint Nature Conservation Committee. River Basin Management Plan Cycle 3 saltmarsh data held by the relevant WER Agency.
DOI: 10.6084/m9.figshare.30010303
title: Single Injection Report

description: This file contains Single Injection Report
DOI: 10.6084/m9.figshare.30010303.v1
title: Single Injection Report

description: This file contains Single Injection Report
DOI: 10.48804/noiatj
title: An assessment of the fourth law of Kuryłowicz: does prototypicality of meaning affect language change?

description: This dataset consists of the data for the paper "De Smet, Isabeau. 2023. An assessment of the fourth law of Kuryłowicz: does prototypicality of meaning affect language change? Cognitive Linguistics 34(2). 261-296.". In this paper we test the validity of the fourth law of Kuryłowicz, by looking at three morphological doublets: plurals (e.g. vogels vs. vogelen), de apocope (roe vs. roede) and sjwa apocope (aard vs. aarde). We check for each case whether forms that have a more prototypical meaning tend to change more rapidly. The data for this paper consists of 6 datasets (one for each of the three case studies on type level and one for each of the three case studies on token level). It also consits of a file with R-code for each case study. The data is extracted from historical corpora and annotated with a number of psycholinguistic predictors.
DOI: 10.5281/zenodo.15460085
title: The Context of Cultural Choices: Dataset, Questionnaire and Variable Report [Survey]

description: File: The Context of Cultural Choices: Dataset, Questionnaire and Variable Report

Type: Dataset ("anonymized", quasi-identifiers removed (see "Further Notes" in the variable report))Internal code: 12230124Access: Restricted. CC BY-NC 4.0. Please request access via Zenodo.

Method of data collection: Online survey via Lime Survey SoftwareLanguage: German and EnglishType: Factorial SurveysTarget population: Enrolled students at one average-sized German universityFieldwork period: 12.12.2023 – 27.01.2024Topics coveredSection 1: Preferences for going to the cinema; Number of times went to the cinema in 2023; Reasons for not going to the cinema more often; Attitudes and dispositions.Section 2: vignette study #1Section 3: Distance to the nearest cinema in minutes; preferences for 23 subjective and objective genres that are widely used for movie differentiation by the popular movie database IMDb; having a favourite cinema and distance to it in minutes.Section 4: vignette study #2Section 5: Frequency of watching movies and television series at home; Mostly liked movie and television series ever; The ways used to watch movies or television series.Section 6: Preferences for 14 music genres, Music events attendance; Highbrow cultural practices.Section 7: importance of different aspects of life; trust; parental education; origins; parental attendance of classical concerts; private art lessons, gender.
DOI: 10.5281/zenodo.15460086
title: The Context of Cultural Choices: Dataset, Questionnaire and Variable Report [Survey]

description: File: The Context of Cultural Choices: Dataset, Questionnaire and Variable Report

Type: Dataset ("anonymized", quasi-identifiers removed (see "Further Notes" in the variable report))Internal code: 12230124Access: Restricted. CC BY-NC 4.0. Please request access via Zenodo.

Method of data collection: Online survey via Lime Survey SoftwareLanguage: German and EnglishType: Factorial SurveysTarget population: Enrolled students at one average-sized German universityFieldwork period: 12.12.2023 – 27.01.2024Topics coveredSection 1: Preferences for going to the cinema; Number of times went to the cinema in 2023; Reasons for not going to the cinema more often; Attitudes and dispositions.Section 2: vignette study #1Section 3: Distance to the nearest cinema in minutes; preferences for 23 subjective and objective genres that are widely used for movie differentiation by the popular movie database IMDb; having a favourite cinema and distance to it in minutes.Section 4: vignette study #2Section 5: Frequency of watching movies and television series at home; Mostly liked movie and television series ever; The ways used to watch movies or television series.Section 6: Preferences for 14 music genres, Music events attendance; Highbrow cultural practices.Section 7: importance of different aspects of life; trust; parental education; origins; parental attendance of classical concerts; private art lessons, gender.
DOI: 10.15468/k26kz7
title: Collezione di Fungi dell’Erbario di Pier Antonio Micheli miscellaneo | Fungi collection of the Miscellaneous Pier Antonio Micheli's herbarium

description: Included here is everything that was not part of the arrangement work carried out by the Targioni-Tozzetti family, nor however arranged to represent something distinct from Micheli's collection in the strict sense (thus excluding material that belonged to Micheli but was presumably already treated as separate collections at the time, either by the same author or by others). Here we have the 7 volumes collection of Fungi, composed by 1223 samples of various species.
DOI: 10.5281/zenodo.16994188
title: Caribbean reef fish assemblages are associated with more rapid and recent evolutionary rates

description: In the tropical marine realm, the increasing concentration of species toward the Indo-Australian Archipelago (IAA) has been extensively studied. The literature provides numerous biogeographical scenarios explaining this pronounced longitudinal diversity gradient. However, most proposed scenarios were investigated on a neutral framework and did not consider the potential influence of trait diversification and diversity-dependence processes. In this study, we use a global data set on tropical reef fish distributions, combined with species traits and a comprehensive Actinopterygii phylogeny, to address this question. We apply a statistical approach that simultaneously accounts for the potential influence of both biotic and abiotic factors on recent speciation rates and trait evolution, and ultimately, on species richness distribution. Our results reveal gradients in speciation rates and trait evolution rates that do not match the spatial distribution of species richness. The Caribbean region, while being fourfold species poor compared to the IAA, displayed the greatest rates of recent speciation. Compared to the IAA, the Caribbean also harbored species with, on average, faster recent rates of body size evolution. Finally, regardless of the biogeographic realm considered (Indo-Pacific, Atlantic, or Tropical Eastern Pacific), species richness was found to strongly constrain trait evolutionary rates related to trophic level. Overall, our findings suggest that the Caribbean region has acted as an evolutionary engine for reef fishes in the recent past, and that diversity-dependent mechanisms may have played a key role in shaping biogeographic patterns of trait evolution related to trophic level in tropical reef fishes.