cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29006996.v2
title: Robotic Prototype with Human Mimicry Abilities - 104 Algorithms (RPHMA<sup>104a</sup>): Toward an Integrative Computational-Robotic Theory of Very Complex Skills

description: <b>Abstract</b>This paper introduces the RPHMS<sup>104a</sup> model (Robotic Prototype with Human Mimicry Abilities - 104 Algorithms), a framework for the progressive development of artificial systems capable of emulating human cognitive-behavioral functions. The system is stratified in five ascending levels of algorithmic complexity, from HMS-1 to HMS-5, culminating in the simulation of "Very Complex Skills". RPHMS<sup>104a</sup> integrates advanced computational techniques, machine learning (ML), deep neural networks (DNNs), and principles from quantum computing and cognitive robotics, proposing a paradigm shift toward a unified computational theory for human-like artificial intelligence.____________________<br><b>References</b>Biamonte, J., Wittek, P., Pancotti, N., Rebentrost, P., Wiebe, N., & Lloyd, S. (2017). Quantum machine learning. Nature, 549(7671), 195–202. [https://doi.org/10.1038/nature23474].Garcez, A. d., Lamb, L. C., & Gabbay, D. M. (2019). Neural-symbolic cognitive reasoning. Springer. [https://doi.org/10.1007/978-3-030-03347-3].Goertzel, B., & Pennachin, C. (Eds.). (2007). Artificial general intelligence. Springer. [https://doi.org/10.1007/978-3-540-68677-4].Goodfellow, I., et al. (2014). Generative adversarial nets. Advances in Neural Information Processing Systems, 27. https://papers.nips.cc/paper\_files/paper/2014/hash/5ca3e9b122f61f8f06494c97b1afccf3-Abstract.html].Hawkins, J., & Blakeslee, S. (2004). On Intelligence. Times Books.Hassabis, D., Kumaran, D., Summerfield, C., & Botvinick, M. (2017). Neuroscience-inspired artificial intelligence. Neuron, 95(2), 245–258. [https://doi.org/10.1016/j.neuron.2017.06.011.LeCun, Y., Bengio, Y., & Hinton, G. (2015). Deep learning. Nature, 521(7553), 436–444. [https://doi.org/10.1038/nature14539].Preskill, J. (2018). Quantum computing in the NISQ era and beyond. Quantum, 2, 79. [https://doi.org/10.22331/q-2018-08-06-79].Sun, R. (2004). Desiderata for cognitive architectures. Philosophical Psychology, 17(3), 341–373. [https://doi.org/10.1080/0951508042000286721].Vaswani, A., et al. (2017). Attention is all you need. Advances in Neural Information Processing Systems, 30. [https://papers.nips.cc/paper\_files/paper/2017/hash/3f5ee243547dee91fbd053c1c4a845aa-Abstract.html].<br>
DOI: 10.17632/863538jnx9
title: MICE Tourism Gendered Authorship Corpus (MTGAC): A Scopus-Sourced Dataset

description: The dataset comprises 208 scholarly articles from the Scopus database, focusing on MICE tourism research, with an analytical lens on gender representation in authorship. Key metadata include the gender of the main author, citation count, article title, source title, publication year, abbreviated source title, original document language, country of publication, open access status, digital object identifier (DOI), and up to nine author keywords. This dataset facilitates gender-based bibliometric analysis in tourism studies, supporting research into authorship trends and thematic focus within the MICE tourism sector. It is a valuable resource for researchers examining gender dynamics in academic output and thematic evolution over time. The dataset is registered in Mendeley for ease of access and citation.
DOI: 10.15468/dl.c2yywh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((14.3361 -25.1213,14.3389 -25.1504,17.9648 -25.1504,17.9648 -16.1504,11.2727 -16.1504,11.2674 -18.0072,11.5829 -18.7133,12.1645 -19.4011,13.5129 -22.0148,13.9862 -22.5966,13.9591 -24.1097,14.3361 -25.1213))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013145-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.22369341.v1
title: Lyman et al_Tables_ESM.xlsx from Natural genetic variation in a dopamine receptor is associated with variation in female fertility in <i>Drosophila melanogaster</i>

description: Fertility is a major component of fitness but its genetic architecture remains poorly understood. Using a full diallel cross of 50 <i>Drosophila</i> Genetic Reference Panel inbred lines with whole genome sequences, we found substantial genetic variation in fertility largely attributable to females. We mapped genes associated with variation in female fertility by genome-wide association analysis of common variants in the fly genome. Validation of candidate genes by RNAi knockdown confirmed the role of the dopamine 2-like receptor (<i>Dop2R</i>) in promoting egg laying. We replicated the <i>Dop2R</i> effect in an independently collected productivity dataset and showed that the effect of the <i>Dop2R</i> variant was mediated in part by regulatory gene expression variation. This study demonstrates the strong potential of genome-wide association analysis in this diverse panel of inbred strains and subsequent functional analyses for understanding the genetic architecture of fitness traits.
DOI: 10.6084/m9.figshare.26252294.v2
title: <b>Assessment of stress levels, environmental conditions and associated factors in Pakistan's conflict-affected region: A cross-sectional study in Leepa valley, Azad Jammu and Ka</b><b>shmir.</b>

description: <b>Background:</b> The border area of Leepa Valley bears witness to the persistent echoes of gunfire. The delivery of mental health services in such areas presents enormous challenges, including limited access to trained mental health professionals, stigma surrounding mental illness, and inadequate healthcare infrastructure. This study highlights the mental health status and resilience of residents of Leepa Valley.<b>Objectives:</b> To assess mental health status along with the socio-economic and environmental conditions in the Conflict-Affected Region of Leepa Valley, Azad Jammu and Kashmir, Pakistan.<b>Methodology:</b> A cross-sectional study was executed by circulating a self-structured questionnaire among the patients at a Medical Camp in Leepa. Sample size was calculated by Raosoft. A total of 152 participants were included in the study.<b>Results: </b>An overwhelming majority of 84.1% reported high perceived stress based on the Perceived Stress Scale. 78.3% of individuals reported that their daily life activities were affected by border-related activities. Moreover, 76.3% reported decreased employment opportunities in Leepa Valley due to the ongoing border conflicts.<b>Conclusion:</b> The findings of this study underscore the profound psychological toll of prolonged conflict on individuals and communities, shedding light on the urgent need for targeted interventions to address the complex interplay of mental health challenges and socio-environmental stressors.
DOI: 10.17632/47hzszw9hn
title: Workforce Analysis of Dermatology Residency Programs within the United States

description: Supplementary Figures 1-5 for "Workforce Analysis of Dermatology Residency Programs within the United States"
DOI: 10.17632/sg4s2x5t9h
title: Finite element model files of a frontal crash test using a compact hybrid vehicle (LS-Dyna)

description: These files can be used as basis files in the development of a compact hybrid vehicle. The files contains the vehicle itself, the contact, material and control cards ready to be used in a frontal crash test. The FEM files are fully compatible with LS-Dyna. The dummies used in the simulations are the Hybrid 3 - 50th percentile and can be obtained on https://www.lstc.com/download/dummy_models if you have a valid LS-Dyna license.
DOI: 10.6084/m9.figshare.12001248.v1
title: Long-term repeatability in social behaviours suggests stable social phenotypes in wild chimpanzees

description: Datasets for social phenotype study of wilf chimpanzees<br>
DOI: 10.6084/m9.figshare.23509044.v1
title: Supplementary Material for: Updating the predictive models for mortality and morbidity after low anterior resection based on the National Clinical Database

description: Introduction: We previously developed risk models for mortality and morbidity after low anterior resection using a nationwide Japanese database. However, the milieu of low anterior resection in Japan has undergone drastic changes since then. This study aimed to construct risk models for 6 short-term postoperative outcomes after low anterior resection, i.e., in-hospital mortality, 30-day mortality, anastomotic leakage, surgical site infection except for anastomotic leakage, overall postoperative complication rate, and 30-day reoperation rate. Methods: This study enrolled 120,912 patients registered with the National Clinical Database, who underwent low anterior resection between 2014 and 2019. Multiple logistic regression analyses were performed to generate predictive models of mortality and morbidity using preoperative information, including the TNM stage. Results: We developed new risk prediction models for the overall postoperative complication and 30-day reoperation rates for low anterior resection, which were absent from the previous version. The concordance indices for each endpoint were: 0.82 for in-hospital mortality, 0.79 for 30-day mortality, 0.64 for anastomotic leakage, 0.62 for surgical site infection besides anastomotic leakage, 0.63 for complications, and 0.62 for reoperation. The concordance indices of all four models included in the previous version showed improvement. Conclusion: This study successfully updated the risk calculators for predicting mortality and morbidity after low anterior resection using a model based on vast nationwide Japanese data.
DOI: 10.6084/m9.figshare.5459299.v3
title: PPG-BP Database

description: The peer-reviewed paper associated with this dataset has now been published in Scientific Data, and can be accessed here: https://www.nature.com/articles/sdata201820. Please cite this when using the<br> dataset. <br> Open clinical trial data provide a valuable opportunity for researchers worldwide to assess new hypotheses, validate published results, and collaborate for scientific advances in medical research. Here, we present a health dataset for the non-invasive detection of cardiovascular disease (CVD), containing 657 data records from 219 subjects. The dataset covers an age range of 20–89 years and records of diseases including hypertension and diabetes. Data acquisition was carried out under the control of standard experimental conditions and specifications. This dataset can be used to carry out the study of photoplethysmograph (PPG) signal quality evaluation and to explore the intrinsic relationship between the PPG waveform and cardiovascular disease to discover and evaluate latent characteristic information contained in PPG signals. These data can also be used to study early and noninvasive screening of common CVD such as hypertension and other related CVD diseases such as diabetes.
DOI: 10.6084/m9.figshare.7297757.v1
title: NicholsonRicketts2018_YieldDeficit_data.csv

description: Please see corresponding metadata document for variable descriptions. These data are production information for highbush blueberry farms where pollination limitation experiments were performed. It presents information on the farm size and berry production. These values can be used with equations 2 & 3 to calculate yield deficit.These data will produce Figure 5 in Nicholson & Ricketts 2018.
DOI: 10.17632/s44mkg6jmb
title: WesternBlots_PRO-IP-seq

description: Original, scanned WB-films reported in the study: "PRO-IP-seq Tracks Molecular Modifications of Engaged Pol II Complexes
at Nucleotide Resolution" by Vihervaara A, Versluis P and Lis JT. 
Pol II was detected with primary antibodies against the largest (RPB1) subunit of Pol II, and the films developed using HRP-conjugated secondary antibodies. Tubulin is shown as a loading control. Levels of Pol II CTD modifications were queried during a heat shock time course.
DOI: 10.17632/wynv6kmz4b
title: Dataset Showing the Procedures for Order Amount Prediction For Manufacturing System with Stochastic Process and Make-to-order Strategy

description: This Dataset contains Raw sales data and cleaned Sales data for prediction of order amount for an alluminium rolling mill company with Stochastic and Make-to-Order Strategy.The Raw Dataset contains the original/raw extraction from SAP Database of University Affiliated Manufacturing Company.Extraction was done using Sql Program.while data cleaning and feature Engineering operation was done Using Python Programming langauage Libraries(Pandas,Numpy,MLP) The Data set was used for: Various descriptive Analysis like:Company With Highest Sales, Predictive Analysis like:Prediction of Order Amount,sales prediction Raw Sales Data:Sales Details 2010new - 18122015.xls Cleaned Data:SalesDataset Features:18 Records:77896
DOI: 10.6084/m9.figshare.20043586.v1
title: Segmented arch or continuous arch technique? A rational approach

description: This study aims at revising the biomechanical principles of the segmented archwire technique as well as describing the clinical conditions in which the rational use of scientific biomechanics is essential to optimize orthodontic treatment and reduce the side effects produced by the straight wire technique.
DOI: 10.6084/m9.figshare.29045684.v1
title: <b>Organic fertilizer enhances crop yield and soil health by increasing arbuscular mycorrhizal fungi </b><b>species richness</b>

description: Meta analysis data on the impact of organic fertilizers replacing chemical fertilizers on the global AM fungal community.
DOI: 10.17632/kpdvjyh58t
title: 表1．IMUセンサ一覧

description: Claude 3.5 Sonnetに依頼し作成してもらった表を、筆者がURLの確認、センサーの削除・追加等の微修正を行った。この表は現在利用可能なIMUをなんとなく一望する目的で作成しており、正確性は求めていない。したがって、利用に関しては個人が責任をもって行っていただきたい。
DOI: 10.6084/m9.figshare.1327869.v1
title: Design of U-Slot Rectangular Patch Antenna for Wireless LAN at 2.45GHz

description: Antenna Design
DOI: 10.6084/m9.figshare.25479661.v1
title: Supplementary Material for: Adjuvant chemotherapy after radical nephroureterectomy for upper tract urothelial carcinoma with variant histology: A systematic review and meta-analysis of survival outcomes

description: Introduction: To determine effects of adjuvant chemotherapy (AC) on survival outcomes compared to surgery alone without AC for upper tract urothelial carcinoma (UTUC) patients with variant histology (VH).
Methods: We conducted a systematic review and meta-analysis of studies investigating AC for UTUC in Medline, Embase, the Cochrane library up to January 2023. Population, intervention, comparator, and outcome were UTUC patients with VH, radical nephroureterectomy with AC, radical nephroureterectomy only, and oncological survival, respectively.
Results: Four retrospective studies were included. Regarding overall survival (OS), the pooled hazard ratio was 0.61 (95% confidence interval: 0.42-0.87; p = 0.007) across two studies. Regarding cancer specific survival (CSS), the pooled hazard ratio was 0.46 (95% confidence interval: 0.25–0.84; p = 0.01) across three studies. All included studies had a high quality based on the Newcastle-Ottawa Scale. Certainty of evidence for OS was low. Certainty of evidence for CSS was moderate due to a strong association (hazard ratio &lt; 0.5). Publication bias was not significant for any studies.
Conclusion: In UTUC patients with VH, administration of AC after surgery might have better survival outcomes than surgery alone. Our study provides evidence for decision-making of clinicians who treat UTUC patients with VH.
DOI: 10.6084/m9.figshare.25975366.v1
title: NMR_Chemical_features_Identification

description: NMR spectral characterization of Sporopollenin materials-enriched. Samples are listed by name present in the manuscript. In each sample, exist 4 folders containing 4 spectra: 1- <sup>1</sup>H spectrum, 2- <sup>1</sup>H-<sup>1</sup>H COSY spectrum, 3- <sup>1</sup>H-<sup>13</sup>C HSQC and 4- <sup>1</sup>H-<sup>13</sup>C HMBC.
DOI: 10.17632/sydxb9rwyb
title: NFT Bidding Behaviours and Sentiment Analysis

description: This folder serves as a repository for hosting the raw data and jupyter notebook files needed to recreate the analysis for 'Dutch auction dynamics in non-fungible token (NFT) markets', published in the Economic Modelling journal.

Purpose of File 'Telegram_Sentiment_Analysis_using_VADER.ipynb':
1. Deconstructing and cleaning 30,197 Telegram Forum messages to extract further insights on the bidding and listing behaviours of investors involved in a fledgling NFT marketplace
2. Applying a Sentiment Analysis model specialising in social media communications (VADER)
3. Extracting sentiment scores, for later analysis against NFT listing and sales data
4. Visually inspecting the evolution of forum participation and investor sentiment over an 8-week study period.

Purpose of File 'NFT_Plots.ipynb':
1. Visually inspecting the evolution of 28,919 NFT listings and 4,937 NFT sales data over an 8-week period.

The data required to run both above notebooks are available in the 'NFT_Dutch_Auction_Study_Data_Regressions.xlsx' file

Purpose of File 'NFT_Dutch_Auction_Study_Network_Graph_of_Wallets.ipynb':
1. Visually inspect the inter-connections between all wallets buying and selling on the NFT marketplace, where each wallet represents a node. This is one method of revealing suspicious trading patters amongst marketplace users.

The data required to run the above notebook is available in the NFT_Dutch_Auction_Study_Data_Network_Analysis.xlsx' file

Jupyter Notebook(s) Author: Dr. Darren Shannon. All errors my own.
Journal Article Authors: Dr. Darren Shannon, Prof. Michael Dowling, Dr. Marjan Zhaf, Dr. Barry Sheehan

More information on running the files:
- Minor code amendments are required in each notebook to open the data file and save generated images locally.
- Although minimial code adjustments are required to get the code working, it is suggested that you have a beginning level of proficiency in Python to run the code.
- Virtual environment / project generation / library / root files are not provided and will need to be created before running the Python code.
- Information on the library packages required to run the analysis are provided in the relevant notebooks.
- Please direct any detected errors in the code / data to: darren.shannon@ul.ie
DOI: 10.6084/m9.figshare.20764627.v1
title: Life Cycle Proportion Data

description: There are 5 data files included in this dataset. Each has the relative proportion of annuals and perennial species among all species, and the relative proportion of annual and perennial species among herbaceous species in WWF-defined ecoregions. Each ecoregion also has 19 BioClim variables as well as several other measures such as latitude, longitude, human footprint, and interannual precipitation variation. <br> The 5 data files are: All species for which we have data Only species in the Asteraceae family Only species in the Brassicaceae family Only species in the Fabaceae family Only species in the Poaceae family <br> Information on data acquisition, cleaning, and preparation is available in the supplement of "Revising the global biogeography of plant life cycles".
DOI: 10.6084/m9.figshare.27798195.v5
title: Effects of nitrogen enrichment on soil nematodes

description: Effects of nitrogen enrichment on soil nematodes
DOI: 10.6084/m9.figshare.29035595.v1
title: Supplementary Data Tables

description: SuppTable1 includes all the radiocarbon dates (new and previously published) for all sediment cores at the Demerara Rise that were presented in this study. SuppTable2 includes all stable isotope (d18O and d13C) data on benthic foraminifera (Cibicidoides), both new and previously published, for all sediment cores at the Demerara Rise that were presented in this study. SuppTable3 includes bulk sediment major and trace element data from all sediment cores at the Demerara Rise that were presented in this study. Elements included are Al, Ba, Fe, Mn, U, and Ti. The ratio U/Ba and quantitative oxygen estimates for each sample are also provided.
DOI: 10.17632/8s2c6wghpy
title: Dataset for hysteresis uncertainty manuscript

description: Dataset for Manuscript "Procedure for assessment of hysteresis uncertainty in calibration of platinum resistance thermometers"

section_3_1_hysteresis_raw_data.xlsx
 Raw data for the hysteresis measurement in nine thermal cycles

section_3_2_hysteresis_processed_data.xlsx
 First tab: Processed data for the hysteresis measurement in nine thermal cycles
 Second tab: Summary table for the data in the first tab. Used to produce Table 3, Figure 4 and some numbers quoted in the manuscript

section_3_3_hysteresis_loop.xlsx
 Assorted data from "section_3_2_hysteresis_processed_data.xlsx" used to produces Figures 1 to 3

section_4_relaxation_time_scale.xlsx
 First tab: Raw data for relaxation time scale measurement. Run2 of PRT A-5 was used to produce Figure 5
 Second tab: Processed data from the first tab. Used to produce Figure 6 and some numbers quoted in the manuscript
DOI: 10.17632/pjgjs34hyr
title: Liu et al SWAO wtCaCO3%

description: The data file provide coordinates, depth, wtCaCO3% of the surface/coretop marine sediments and the sources for the data, as well as corrections we made based on the source of information.
DOI: 10.6084/m9.figshare.24722178.v1
title: Data from: Genomic data reveal that the Cuban Blue-headed Quail-Dove (<i>Starnoenas cyanocephala</i>) is a biogeographic relict

description: This data repository includes data and files resulting from phylogenetic analyses from the study by Oswald JA, Boyd BM, Szewczak AR, Stucky BJ, LeFebvre MJ, Guralnick RP, Johnson KP, Allen JM, Steadman DW; titled "Genomic data reveal that the Cuban Blue-headed Quail-Dove (<i>Starnoenas cyanocephala</i>) is a biogeographic relict". Contents of this repository include raw ortholog assemblies supermatrix alignment, maximum likelihood bipartitions tree (generated using RAxML v8), time calibrated tree (generated using MCMCTree, in PAML v4.9), gene trees (generated using RAxML v8), and multispecies coalescent tree (generated using ASTRAL-IV within ASTER v1.16).
DOI: 10.6084/m9.figshare.7853588.v1
title: Clinical characteristics_CACS_GWAS_n=1688

description: Clnical baseline characteristics of the subjects enrolled in the study of coronary artery calcification score with GWAS
DOI: 10.6084/m9.figshare.14245619.v1
title: Ji et al 2021 Journal of Ecology - Woody Cover Change and Reference list

description: Reference list and woody cover change in global savannas and drylands.
DOI: 10.6084/m9.figshare.27155988.v1
title: A Two-Year Comprehensive Dataset on Occupant Behavior, Indoor Environmental Quality, and Energy Use Before and After Dormitory Retrofits

description: This link presents a comprehensive 2-year-long dataset capturing Occupant Behavior (OB) of students living in residential dorms, collected both before and after a complete building envelope and energy retrofit. The dataset is categorized into three data sets: occupant behavior, indoor environmental quality, and detailed energy usage. Occupant behavior data includes window and door status, while IEQ data comprises measurements of indoor CO₂, total volatile organic compounds (TVOC), temperature, relative humidity, and lighting levels. Energy data spans 16 electrical channels in the building, covering stove usage, exhaust hood, lights, refrigerator, plug loads, HVAC energy consumption by zone, water heater, and Heat Recovery Ventilation (HRV) units (post-retrofit). This dataset offers significant value by enabling researchers to quantify key relationships among occupant behavior, building energy efficiency, and Indoor Environmental Quality (IEQ), acknowledging the influence of behavior on these outcomes. The folder named <i>'Before_Retrofit' </i>contains data for all dorms prior to the retrofit, and the<i> 'After_Retrofit' </i>folder contains data post-retrofit.