cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31228951.v1
title: Knowledge, practices, and acceptance of physiotherapists regarding the use of immersive virtual reality in clinical practice: a cross-sectional online survey

description: To assess French- and Dutch-speaking physiotherapists’ knowledge, practices, and acceptance of immersive virtual reality (VR) in clinical settings. A cross-sectional online survey (NCT06252363) was conducted from February to July 2024, targeting French- and Dutch-speaking physiotherapists <i>via</i> non-probability sampling methods. Data were analyzed descriptively. A total of 155 physiotherapists from eight countries participated, mostly from Belgium. Most (75.5%) had never used immersive VR, while 12.25% were current users and 12.25% past users. Physiotherapists generally demonstrated satisfactory knowledge of immersive VR. Key facilitators and barriers to usage, reasons for discontinuation, and factors contributing to nonuse were identified. Half of the never-users showed interest in future use, a minority of past users planned to resume, and nearly all current users intended to continue. Attitudes toward immersive VR were mostly positive, though concerns about cost and value for money were noted. Immersive VR was generally perceived as clinically useful and not overly complex. Social influence did not appear to be a key factor in its adoption. These findings provide insights into the perspectives of French- and Dutch-speaking physiotherapists regarding the use of immersive VR in clinical settings and may help inform the development of implementation strategies targeting physiotherapists. Although immersive virtual reality is increasingly being studied in physiotherapy and shows promising results across various conditions, only a small proportion of physiotherapists incorporate it in their clinical practice. Understanding physiotherapists’ perspectives and the factors influencing their adoption of immersive virtual reality is essential for its successful implementation into clinical practice. The majority of respondents demonstrated satisfactory general knowledge of immersive virtual reality and reported a favorable level of acceptance, although intention to use varied across user subgroups and social influence appeared to exert little impact on its adoption. Key facilitators and barriers to its use, reasons for discontinuation, and factors contributing to nonuse were also identified. The findings of this study could help inform the design of dissemination and integration strategies targeting physiotherapists.
DOI: 10.6084/m9.figshare.24746166
title: A grounded pattern language: testing a methodology for exploring cohousing residents’ involvement in shared outdoor spaces

description: This paper presents a ‘grounded pattern language’ developed from a study on cohousing residents’ participation in shared landscapes. Pattern languages are recognised in the fields of architecture and urban design as useful tools for documenting commonplace problem-solving ideas in an easy-to-understand format. Since their initiation by Christopher Alexander in 1977, researchers across a wide range of disciplines have adopted the use of pattern languages in research as a way of engaging participants and creating succinct, implementable outputs. However, further methodological refinement for developing a pattern language is required to address criticisms around rigour and transparency. By combining previously adopted pattern language development stages with those of grounded theory, this paper outlines a grounded pattern methodology and its application in the study of cohousing residents’ participation in shared landscapes. The paper discusses the benefits and limitations of the grounded pattern methodology as a participatory research, design and theory building tool observed during its initial testing as a card game.
DOI: 10.6084/m9.figshare.24746166.v1
title: A grounded pattern language: testing a methodology for exploring cohousing residents’ involvement in shared outdoor spaces

description: This paper presents a ‘grounded pattern language’ developed from a study on cohousing residents’ participation in shared landscapes. Pattern languages are recognised in the fields of architecture and urban design as useful tools for documenting commonplace problem-solving ideas in an easy-to-understand format. Since their initiation by Christopher Alexander in 1977, researchers across a wide range of disciplines have adopted the use of pattern languages in research as a way of engaging participants and creating succinct, implementable outputs. However, further methodological refinement for developing a pattern language is required to address criticisms around rigour and transparency. By combining previously adopted pattern language development stages with those of grounded theory, this paper outlines a grounded pattern methodology and its application in the study of cohousing residents’ participation in shared landscapes. The paper discusses the benefits and limitations of the grounded pattern methodology as a participatory research, design and theory building tool observed during its initial testing as a card game.
DOI: 10.6084/m9.figshare.29555658
title: Preventive Protection of Earth Heritage: Influence of Silane Application Methods on Surface Effectiveness of Consolidation– Pingyao Rammed Earth Wall, a World Heritage Site

description: The surface soil at rammed earth sites exhibits low mechanical strength, high water susceptibility, and prevalent soil stripping deterioration.These deteriorating conditions urgently require preventive stabilization measures.This study, focusing on the rammed earth inner walls of Pingyao Ancient City — a UNESCO World Heritage Site, evaluates the critical role of application methods in earthen site conservation by comparative analysis of surface-reinforced specimens treated with four silane coupling agents and three application methods. Hydrophobicity, water resistance, and mechanical property variations were systematically assessed to elucidate method-dependent efficacy. Adhering to the <i>repairing the old as old</i> principle, colorimetric variation and permeability analyses were conducted. Microstructural and pore characteristic alterations after reinforcement were further investigated through scanning electron microscopy. Results indicate that spray-reinforced specimens exhibited optimal performance among all four materials, demonstrating uniform reinforcement efficacy, maximal water resistance, minimal chromatic and permeability deviations. Capillary absorption reinforcement, while yielding limited surface hydrophobicity, enhanced internal structural integrity via capillary-driven material migration, achieving balanced permeability and mechanical improvement. These findings underscore spray reinforcement as the premier strategy for surface protection, whereas capillary absorption proves viable for subsurface consolidation in some constrained engineering contexts. This study produced weathering-like soil specimens to simulate the highly weathered rammed earth surfaces.This study focused on the influence of the application method on the consolidation effect with different silane coupling agents.Spraying can better utilize the good water repellency of silane coupling agent with long chain.SEM observations further demonstrated the effect of application method in microscale. This study produced weathering-like soil specimens to simulate the highly weathered rammed earth surfaces. This study focused on the influence of the application method on the consolidation effect with different silane coupling agents. Spraying can better utilize the good water repellency of silane coupling agent with long chain. SEM observations further demonstrated the effect of application method in microscale.
DOI: 10.6084/m9.figshare.29555658.v1
title: Preventive Protection of Earth Heritage: Influence of Silane Application Methods on Surface Effectiveness of Consolidation– Pingyao Rammed Earth Wall, a World Heritage Site

description: The surface soil at rammed earth sites exhibits low mechanical strength, high water susceptibility, and prevalent soil stripping deterioration.These deteriorating conditions urgently require preventive stabilization measures.This study, focusing on the rammed earth inner walls of Pingyao Ancient City — a UNESCO World Heritage Site, evaluates the critical role of application methods in earthen site conservation by comparative analysis of surface-reinforced specimens treated with four silane coupling agents and three application methods. Hydrophobicity, water resistance, and mechanical property variations were systematically assessed to elucidate method-dependent efficacy. Adhering to the <i>repairing the old as old</i> principle, colorimetric variation and permeability analyses were conducted. Microstructural and pore characteristic alterations after reinforcement were further investigated through scanning electron microscopy. Results indicate that spray-reinforced specimens exhibited optimal performance among all four materials, demonstrating uniform reinforcement efficacy, maximal water resistance, minimal chromatic and permeability deviations. Capillary absorption reinforcement, while yielding limited surface hydrophobicity, enhanced internal structural integrity via capillary-driven material migration, achieving balanced permeability and mechanical improvement. These findings underscore spray reinforcement as the premier strategy for surface protection, whereas capillary absorption proves viable for subsurface consolidation in some constrained engineering contexts. This study produced weathering-like soil specimens to simulate the highly weathered rammed earth surfaces.This study focused on the influence of the application method on the consolidation effect with different silane coupling agents.Spraying can better utilize the good water repellency of silane coupling agent with long chain.SEM observations further demonstrated the effect of application method in microscale. This study produced weathering-like soil specimens to simulate the highly weathered rammed earth surfaces. This study focused on the influence of the application method on the consolidation effect with different silane coupling agents. Spraying can better utilize the good water repellency of silane coupling agent with long chain. SEM observations further demonstrated the effect of application method in microscale.
DOI: 10.13140/rg.2.2.33144.71689
title: [AI] Assessment of EGM Construct
DOI: 10.6084/m9.figshare.31228962
title: Mathematical models and numerical methods for high-fidelity simulation of ignition of reactive mixtures by nanosecond plasma discharges in realistic configurations

description: We present a newly developed framework for the numerical simulation of ignition of reactive mixtures using single or repeated nanosecond discharge pulses. The framework builds upon the AMReX library, using the existing compressible solver PeleC and low-Mach solver PeleLMeX and allowing for adaptive mesh refinement, complex geometries, and execution on next-generation high-performance computing (HPC) systems. High-fidelity elementary models are adopted for weakly-ionised plasma discharges with significant energy deposition, consistent with nanosecond discharge pulses, and then implemented in the solver. The treatment of non-thermal electrons and charged species, thermodynamics of non-equilbrium species, plasma kinetics, limiting time scales, and boundary conditions for charged species are discussed and addressed for computational efficiency. The framework is demonstrated for three relevant applications: single and multi-pulse discharges in air, single pulse ignition of an ethylene/air mixture, and a three-dimensional plasma discharge in air with temperature stratification. The successful application of the framework demonstrates the feasibility of high-fidelity simulation of ignition of air/hydrocarbon mixtures in three-dimensions with multiple discharge pulses.
DOI: 10.6084/m9.figshare.31228962.v1
title: Mathematical models and numerical methods for high-fidelity simulation of ignition of reactive mixtures by nanosecond plasma discharges in realistic configurations

description: We present a newly developed framework for the numerical simulation of ignition of reactive mixtures using single or repeated nanosecond discharge pulses. The framework builds upon the AMReX library, using the existing compressible solver PeleC and low-Mach solver PeleLMeX and allowing for adaptive mesh refinement, complex geometries, and execution on next-generation high-performance computing (HPC) systems. High-fidelity elementary models are adopted for weakly-ionised plasma discharges with significant energy deposition, consistent with nanosecond discharge pulses, and then implemented in the solver. The treatment of non-thermal electrons and charged species, thermodynamics of non-equilbrium species, plasma kinetics, limiting time scales, and boundary conditions for charged species are discussed and addressed for computational efficiency. The framework is demonstrated for three relevant applications: single and multi-pulse discharges in air, single pulse ignition of an ethylene/air mixture, and a three-dimensional plasma discharge in air with temperature stratification. The successful application of the framework demonstrates the feasibility of high-fidelity simulation of ignition of air/hydrocarbon mixtures in three-dimensions with multiple discharge pulses.
DOI: 10.15468/dl.ruqwxz
title: Occurrence Download

description: A dataset containing 677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ganophyllum falcatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 677 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006532-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/pxwe-pb08
title: "Multi-MPP:Multimodal Learning Framework for Molecular Property Prediction"

description: "This refers to the relevant datasets for molecular property prediction, including the pre-training dataset."
DOI: 10.5281/zenodo.18451652
title: P ≠ NP Proof: Complete Dataset, Code, and Figures (13.55 Billion Assignments)

description: Complete dataset, source code, and publication materials for "Undisputed Proof of P ≠ NP via Seven Independent Algorithmic Methods and 13.55-Billion-Scale GPU Computation"

This archive contains:

CODE:- gpu_pnp_breakthrough.py (main analysis, 648 lines)- gpu_formalization.py (extreme scale + oracle tests)- ultimate_proof.py (final synthesis of 7 methods)- generate_figures.py (publication figures)- requirements.txt (Python dependencies)

DATA:- gpu_pnp_breakthrough.json (3,000 topological analyses, 2MB)- formalization_results.json (oracle tests, extreme SAT results)- ultimate_proof_results.json (final verdict: 7/7 methods prove P≠NP)

PAPER:- main.pdf (complete paper with 7 theorems)- supplement.pdf (extended methodology and proofs)

FIGURES:- figure1_throughput_paradox.pdf (6.94× slowdown)- figure2_betti_distributions.pdf (3,015× topological variance)- figure3_reduction_heatmap.pdf (27.6× reduction gap)- figure4_oracle_survival.pdf (4/4 non-relativizing)- figure5_neural_performance.pdf (77.8% accuracy)- figure6_seven_methods.pdf (7/7 confidence summary)- figure7_computational_scale.pdf (13.55B scale comparison)

MAIN RESULTS:- Seven independent methods all prove P ≠ NP with 100% confidence- 13.55 billion SAT assignments exhaustively analyzed- Peak throughput: 979 million assignments per second- Non-relativizing evidence via oracle relativization tests- 3,015× topological variance between problem classes- Largest computational complexity proof in history

HARDWARE:- NVIDIA GeForce RTX 5070 Laptop GPU- 36 multiprocessors, 8.5 GB memory, compute capability 12.0

SOFTWARE:- Python 3.13, CuPy 13.x, NumPy, Matplotlib, SciPy- Runtime: ~40 minutes for complete analysis

REPRODUCIBILITY:All results are fully reproducible. See README.md for installation and usage instructions.

CITATION:Zaro, N. F. N. (2026). Undisputed Proof of P ≠ NP via Seven Independent Algorithmic Methods and 13.55-Billion-Scale GPU Computation. arXiv preprint.

GitHub Repository: https://github.com/big-brain-zaro/PvsNP
DOI: 10.5281/zenodo.18451653
title: P ≠ NP Proof: Complete Dataset, Code, and Figures (13.55 Billion Assignments)

description: Complete dataset, source code, and publication materials for "Undisputed Proof of P ≠ NP via Seven Independent Algorithmic Methods and 13.55-Billion-Scale GPU Computation"

This archive contains:

CODE:- gpu_pnp_breakthrough.py (main analysis, 648 lines)- gpu_formalization.py (extreme scale + oracle tests)- ultimate_proof.py (final synthesis of 7 methods)- generate_figures.py (publication figures)- requirements.txt (Python dependencies)

DATA:- gpu_pnp_breakthrough.json (3,000 topological analyses, 2MB)- formalization_results.json (oracle tests, extreme SAT results)- ultimate_proof_results.json (final verdict: 7/7 methods prove P≠NP)

PAPER:- main.pdf (complete paper with 7 theorems)- supplement.pdf (extended methodology and proofs)

FIGURES:- figure1_throughput_paradox.pdf (6.94× slowdown)- figure2_betti_distributions.pdf (3,015× topological variance)- figure3_reduction_heatmap.pdf (27.6× reduction gap)- figure4_oracle_survival.pdf (4/4 non-relativizing)- figure5_neural_performance.pdf (77.8% accuracy)- figure6_seven_methods.pdf (7/7 confidence summary)- figure7_computational_scale.pdf (13.55B scale comparison)

MAIN RESULTS:- Seven independent methods all prove P ≠ NP with 100% confidence- 13.55 billion SAT assignments exhaustively analyzed- Peak throughput: 979 million assignments per second- Non-relativizing evidence via oracle relativization tests- 3,015× topological variance between problem classes- Largest computational complexity proof in history

HARDWARE:- NVIDIA GeForce RTX 5070 Laptop GPU- 36 multiprocessors, 8.5 GB memory, compute capability 12.0

SOFTWARE:- Python 3.13, CuPy 13.x, NumPy, Matplotlib, SciPy- Runtime: ~40 minutes for complete analysis

REPRODUCIBILITY:All results are fully reproducible. See README.md for installation and usage instructions.

CITATION:Zaro, N. F. N. (2026). Undisputed Proof of P ≠ NP via Seven Independent Algorithmic Methods and 13.55-Billion-Scale GPU Computation. arXiv preprint.

GitHub Repository: https://github.com/big-brain-zaro/PvsNP
DOI: 10.15468/fcp87c
title: Nigerian Bird Atlas Project (Adhoc Records)

description: The dataset for birds in Nigeria was obtained from the Nigeria Bird Atlas Project (NiBAP), which is a member of the continent-wide African Bird Atlas Project (ABAP). The NiBAP's objective is to map all of Nigeria's bird species and describe their status with the help of valuable input from citizen scientists - volunteer members of the public who are keen to contribute by going birding and submitting their observations to the project. The project has been running since the end of 2015.

The dataset published here covers adhoc records from the beginning of the project on 2015-05-22 to the present. A number of citizen scientists across the country were involved in collecting and digitizing the data. This was made possible with the aid of a digital data collection mobile application called Birdlasser (https://www.birdlasser.com/) and by following an established bird atlas protocol for the Bird Map Africa. The submitted data is usually pipelined into a central database for the ABAP and displayed on the BirdMap Africa portal (http://www.birdmap.africa) after a thorough vetting process.
DOI: 10.15468/dl.mpwbez
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gereaua perrieri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 98 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006533-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/jolylt
title: Kenya Virtual Museum Records

description: This data-set contains Virtual Museum records for Kenya, it is part of the project "Prioritizing conservation management in an East African forest landscape" (Project ID BID-AF2017-0274-NAC).The Virtual Museum (VM) is a database system and corresponding web front-end, it is a research tool with the following main objectives: (1) to provide a platform for citizen scientists to contribute to science-driven biodiversity projects; submitted records are identified and vetted online by a panel of experts; (2) to serve as a repository for the long term curation of distributional data sets; (3) to provide open access to distributional data in the form of maps and lists. The VM has been used as the platform for the Conservation Assessment of reptiles, butterflies, mammals and birds. Currently the VM hosts 17 biodiversity projects: BirdPix (bird pictures archive), BOP (odd plumages of birds), DungBeetleMAP (atlas of dung beetles, Coleoptera: Scarabaeidae), EchinoMAP (atlas of African Echinoderma , sea stars, sea urchins and brittle stars), FishMAP (atlas of freshwater fish in southern and eastern Africa), FrogMAP (atlas of African frogs), LacewingMAP (atlas of African Neuroptera and Megaloptera), MushroomMAP (atlas of South African Mushrooms), OdonataMAP (atlas of African Odonata), OrchidMAP (atlas of African Orchids), PHOWN (photos of weaver nests), LepiMAP (atlas of African Lepidoptera), ReptileMAP (atlas of African Reptiles), ScorpionMAP (atlas of African Scorpions), SpiderMAP (atlas of African Spiders), MammalMAP (atlas of African Mammals), TreeMAP (atlas of South African trees).
DOI: 10.15468/npx9ow
title: Coordinated Waterbird Counts

description: The Animal Demography Unit (ADU) launched the Coordinated Waterbird Counts (CWAC) project in 1992 as part South Africas commitment to International waterbird conservation. This is being done by means of a programme of regular mid-summer and mid-winter censuses at a large number of South African wetlands. Regular six-monthly counts are regarded as a minimum standard; however, we do encourage counters to survey their wetlands on a more regular basis as this provides more accurate data. All the counts are conducted by volunteers; people and organisations with a passion for waterbird conservation. It is one of the largest and most successful citizen science programmes in Africa, providing much needed data for waterbird conservation around the world. Currently the project regularly monitors over 400 wetlands around the country, and furthermore curates waterbird data for over 600 sites.
DOI: 10.3886/e244846
title: 08122868281 Bingham University 2026/27 Direct Entry/Transfer Application/Admission Form

description: 08122868281 Bingham University 2026/27 Direct Entry/Transfer Application/Admission Form call(08122868281)(+2348122868281 IS STILL ON SALE . Call the school admin office [DR MRS Maryan Adeyemo] Predegree/Part Time Form/Conversion form on (08122868281)(+2348122868281] For HND in Community Health Extension Workers (CHEWs), Junior Community Health Extension Workers (JCHEWs), environmental health officers (EH medical technicians (MT) and records clerks (RC).
DOI: 10.15468/dl.ebg5aq
title: Occurrence Download

description: A dataset containing 75634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((12.569725 0.256058, 14.186564 0.256058, 14.186564 1.789562, 12.569725 1.789562, 12.569725 0.256058))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Specimen)"
 ]
}

 The dataset includes 75634 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006485-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.