cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hdgpwpjbh9.1
title: Ambroggi. Etude géologique du versant méridional du Haut Atlas Occidental et de la plaine du Sous. Faculté des sciences , 1963.

description: Maestrichtian consulted on pages 203-207;
Eocene consulted on pages 209-214;
Probable Upper Oligocene consulted on pages 215-219;
Miocene consulted on pages 219-220;
Pliocene and Quaternary consulted on pages 212-256.
DOI: 10.17632/s3wc7nc5s3.1
title: Whey based films with PLA fiber mat

description: The raw data file contains Excel data-sheets representing partially processed research results from SEM, GC/Ms, FT-IR, color evaluation, mechanical tests, permeability tests, antimicrobial and antiradical activity assessment of the whey protein films with thyme essential oil, reinforced by electrospun polylactic acid fiber mat.
DOI: 10.17632/j3xp66hvbb.1
title: Prediction-Free Coordinated Dispatch of Microgrid: A Data-Driven Online Optimization Approach

description: This dataset includes 5-minute-interval data on WT, PV, load, and electricity prices, as well as detailed configurations of a microgrid.
The 5-minute interval power data is sourced from the Australian Energy Market Operator (AEMO) (website: https://www.aemo.com.au/energy-systems/electricity/national-electricity-market-nem/data-nem/market-data-nemweb) and has been appropriately scaled to match the microgrid's capacity.
All the data are used for paper: Prediction-Free Coordinated Dispatch of Microgrid: A Data-Driven Online Optimization Approach.
DOI: 10.17632/j3xp66hvbb.2
title: Prediction-Free Coordinated Dispatch of Microgrid: A Data-Driven Online Optimization Approach

description: This dataset includes 5-minute-interval data on WT, PV, load, and electricity prices, as well as detailed configurations of a microgrid.
The 5-minute interval power data is sourced from the Australian Energy Market Operator (AEMO) (website: https://www.aemo.com.au/energy-systems/electricity/national-electricity-market-nem/data-nem/market-data-nemweb) and has been appropriately scaled to match the microgrid's capacity.
All the data are used for paper: Prediction-Free Coordinated Dispatch of Microgrid: A Data-Driven Online Optimization Approach.
DOI: 10.17632/j3xp66hvbb.3
title: Prediction-Free Coordinated Dispatch of Microgrid: A Data-Driven Online Optimization Approach

description: This dataset includes 5-minute-interval data on WT, PV, load, and electricity prices, as well as detailed configurations of a microgrid.
The 5-minute interval power data is sourced from the Australian Energy Market Operator (AEMO) (website: https://www.aemo.com.au/energy-systems/electricity/national-electricity-market-nem/data-nem/market-data-nemweb) and has been appropriately scaled to match the microgrid's capacity.
All the data are used for paper: Prediction-Free Coordinated Dispatch of Microgrid: A Data-Driven Online Optimization Approach.
DOI: 10.15468/dl.4hfg48
title: Occurrence Download

description: A dataset containing 585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulva prolifera O.F.Mull.",
 "Year 2000-2010"
 ]
}

 The dataset includes 585 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009958-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tg4c6frvff.1
title: VND/USD exchange rate

description: Data between January 5, 2000 to July, 11, 2023
DOI: 10.17632/h75k9tr25w.1
title: Suicide corpus (three coders and Boson)

description: Suicide note corpus
DOI: 10.17632/bng9pnfcy8.1
title: Behaviour of Silver-coated Fused Filament Fabricated PLA in HCl and NaCl Solutions

description: 3D-printed PLA parts have gained popularity in various fields today. However, the real application of such parts in fields involving acidic and salty conditions (such as marine, food, biomedical, and others) is a subject of research. Herein, we present dataset of the behaviour of silver-coated PLA produced via fused filament fabrication. The data presents the images of topography, microstructure, and chemical characteristics of uncoated PLA and silver-coated PLA before and after immersion in HCl and NaCl for 21 days at room temperature. It also presents the tables for topography and mechanical properties of the samples.
DOI: 10.17632/bng9pnfcy8.2
title: Behaviour of Silver-coated Fused Filament Fabricated PLA in HCl and NaCl Solutions

description: 3D-printed PLA parts have gained popularity in various fields today. However, the real application of such parts in fields involving acidic and salty conditions (such as marine, food, biomedical, and others) is a subject of research. Herein, we present dataset of the behaviour of silver-coated PLA produced via fused filament fabrication. The data presents the images of topography, microstructure, and chemical characteristics of uncoated PLA and silver-coated PLA before and after immersion in HCl and NaCl for 21 days at room temperature. It also presents the tables for topography and mechanical properties of the samples.
DOI: 10.17632/363sj7xmb2.1
title: Barun Sen Gupta. Modern Foraminifera. Kluwer Academic Publishers 2003:4–384.

description: This document provides information on the paleoecology of interesting foraminifera such as Ammonia beccarii and Elphidium crispum.
DOI: 10.6084/m9.figshare.26819422
title: 7T data used in NORDIC-VASO study.

description: 7T dataset used to assess NORDIC denoising on VASO data. <br>
DOI: 10.6084/m9.figshare.26819422.v1
title: 7T data used in NORDIC-VASO study.

description: 7T dataset used to assess NORDIC denoising on VASO data. <br>
DOI: 10.26182/jh7k-9e77
title: Kimberley Visions: Rock Art Style Provinces of North Australia
DOI: 10.17632/vd2jj477f7.1
title: Ambroggi R. Carte géologique d’Agadir (1/50000); feuille NH-29-XV-1d: Rabat: Office National des irrigations (Institut Géographique National); 1955.

description: Note that the map does not cover the N'toughza valley or the area to the east of this valley, as no geological map has been drawn up to the east of the Agadir geological map up to the time of writing.
DOI: 10.17632/2gcrkjr88z.1
title: Low light image enhancement - GFT

description: This dataset contains MATLAB code used for enhancing low-light images based on the coefficients derived from the Sakaguchi-type functions subordinated to the Gegenbauer polynomial. The enhancement method focuses on improving image clarity while maintaining balanced illumination, avoiding over-enhancement, and ensuring uniform brightness across the image.
DOI: 10.17632/nygjfzxpc2.1
title: Prosocial Behavior Toward non-Muslims in Indonesia

description: Prosocial Behavior Toward non-Muslims in Indonesia
DOI: 10.17632/ks3bd6bddb.1
title: Sand goby；fish

description: yolov7，aquaculture
DOI: 10.17632/ks3bd6bddb.2
title: Sand goby；fish

description: yolov7，aquaculture；Video and image data of fish fry
DOI: 10.17632/psnydbp5tk.1
title: Academician Effectiveness Data 233

description: Data was examined in testing the relationship between motivation and organizational climate on academic effectiveness. also, emotional labour was tested as a mediating hypothesis on the relationship between motivation, organisational climate and academician effectiveness. Findings revealed that the study underscores the role of motivation and organizational climate in influencing academic effectiveness in the higher education sector. It reveals that motivation plays a pivotal role among academicians while organizational climate fosters collaborations, job satisfaction, and a conducive environment for academic success. The findings also showed that emotional labour significantly mediates between the tested variables. During the research, 233 valid surveys were distributed (physically and electronically) to the lecturer and students, who were paired in teams and used for statistical analysis.
DOI: 10.17632/8ymh93nbsc.1
title: Foreign direct investment and Innovation - developing countries

description: The data is extracted from WDI and GII for developing countries between 2013 and 2021
DOI: 10.17632/y9sntnf5bm.1
title: Brocchi. Conchiologia fossile subapennina avec des observations géologiques sur les Apennins et sur le suolo adiacente. vol. 1. Milano: 1824. 529-550.

description: Indicates the taxonomy of some species in our study area.
DOI: 10.17632/y57h5wtnk5.1
title: Data for:Effects of deep brain stimulation of the nucleus accumbens and anterior limb of the internal capsule on heroin addiction: Over five years of long-term follow-up in a prospective open-label pilot study

description: Part of the data file for the article "Effects of deep brain stimulation of the nucleus accumbens and anterior limb of the internal capsule on heroin addiction: Over five years of long-term follow-up in a prospective open-label pilot study", include instruments' scores for each patient, LPP data for each patient, VTA for each patient and overlapping volume of VTA with each nuclei for each patient.
DOI: 10.17632/6vzcn9gp7c.1
title: Spadini. Quaderno di Studi e Notizie di Storia Naturale della Romagna. La famiglia Pectinidae nel Pliocene senese (Italia, Toscana). 2022

description: - Details: ). Quad. Studi Nat. Romagna, 55: 67-136 (giugno 2022) ISSN 1123-6787. GIUGNO 
- Species: Lissochlamys excisa var. perstriatula Sacco, 1897
DOI: 10.17632/jb2yh6fphp.1
title: Emotional intelligence and social innovation influence intention toward sustainability in University students

description: Data from a sample of 1082 Spanish university students
Variables: Emotional Intelligence, Social Innovation, Beliefs, Attitudes and Intention towards sustainability
DOI: 10.17632/3bxjzk3cr9.1
title: Division de la Carte.

description: -Carte topographique d’Agadir (1/50000); feuille NH-29-XV-1d: Rabat: Divisio de la cartographie (Direction de la conservation foncière et des travaux topographiques); 1976.
-Carte topographique de GHABAT ADMINE (1/50000); feuille NH-29-XV-2c: Rabat: Divisio de la cartographie (Direction de la conservation foncière et des travaux topographiques); 1983.
DOI: 10.17632/k992knbyyv.1
title: Topological and Conversational Features in a Large Mastodon Network

description: This dataset was created as part of a research paper titled 'Leading the Mastodon Herd: Analysing the Traits of Influential Leaders on a Decentralised Social Media Platform' by Luke Gassmann, Dr Matthew Edwards and Dr Ryan McConville. The datasets original purpose was to analyse how influence and conversational metrics interact within a decentralised social network environment.

This dataset contains a network of Mastodon users linked by conversational traits, mentions and reposts. Between the year 2001 and 2023 this dataset has 150,000 users, 70,000,000 total collected conversational and user features, 1,000,000 repost connections, 1,000,000 mention connections, and 1,000,000 post and reply connections. This dataset was collected using a three hop method from seed users referring to BBC News in the Mastodon Network. Personal information has been redacted from the dataset.
DOI: 10.17632/chg9jpp7rg.1
title: Supplementary Table 3 - References of Included Studies

description: List of references of included studies in study titled "Medical therapies for pediatric lymphatic malformations: a systematic review"
DOI: 10.17632/5dzp36sw3g.1
title: Supplementary Table 2 - Evidence Quality Analysis

description: Evidence Quality Analysis for study titled "Medical therapies for pediatric lymphatic malformations: a systematic review"
DOI: 10.17632/7zwbz8gdr9.1
title: Kuler achar

description: *Project Title:* Good and Bad Classification of Kuler Achar Using OnePlus Nord CE 2 Lite 5G Mobile Camera

*Description:*

The project "Good and Bad Classification of Kuler Achar" is focused on developing a system for automatically classifying kuler achar (Indian jujube pickle) into "good" and "bad" categories based on visual characteristics. The dataset includes over 500 images of kuler achar, equally divided between good and bad samples. These images were captured using the OnePlus Nord CE 2 Lite 5G mobile camera, ensuring high-quality visual data for training a machine learning model. The images were taken against a white background in daylight conditions to ensure consistency, clarity, and minimal environmental interference.

*Dataset Composition:*

- *Good Samples (High-Quality Kuler Achar):* The dataset contains more than 250 images of high-quality kuler achar. These samples exhibit desirable characteristics, such as consistent texture, proper fermentation, vibrant color, and no visible signs of contamination or spoilage. These images represent the positive class for the classification model, showcasing what is considered high-quality and safe kuler achar.
 
- *Bad Samples (Low-Quality Kuler Achar):* More than 250 images depict low-quality or spoiled kuler achar. These samples may exhibit visual signs of spoilage, such as mold growth, discoloration, uneven texture, or over-fermentation. These images form the negative class for model training, helping to identify unwanted and unsafe products.

*Data Collection Setup:*

All images were captured using the OnePlus Nord CE 2 Lite 5G mobile camera, which provides high-resolution imaging capabilities to capture fine details. A white background was chosen to create a neutral, non-distracting environment that highlights the key features of the kuler achar. Daylight conditions were used for consistent and natural lighting, allowing the camera to capture the true color, texture, and visual quality of the samples.

*Image Characteristics:*

The dataset features a wide range of kuler achar samples, varying in appearance due to different stages of fermentation, levels of spoilage, and types of ingredients. This diversity ensures that the classification model can generalize across different variations in the appearance of kuler achar, allowing it to effectively distinguish between good and bad samples.

*Data Annotation:*

Each image in the dataset is carefully labeled as either "good" or "bad" based on its quality. These annotations serve as the ground truth for the machine learning model, providing the necessary data for training, validating, and testing the classifier.

*Data Preprocessing:*

To ensure the model receives optimal input data, several preprocessing steps are applied:
- *Resizing:* All images are resized to a uniform resolution to maintain consistency across the dataset.
DOI: 10.17632/hxmm3xd8zf.1
title: The Global Reach of Artificial Intelligence in Atopic Dermatitis Supplementary Dataset

description: This dataset features 101 commonly asked questions from atopic dermatitis (AD) patients and the corresponding scores assigned to ChatGPT-4's generated responses. The responses were evaluated across eight languages: Traditional Chinese, German, Danish, French, Spanish, Polish, Italian, and Brazilian Portuguese. Dermatologists proficient in these languages assessed the responses based on accuracy, depth, completeness, and clinical relevance. Each evaluation was conducted using a 5-point Likert scale, where 1 indicates strong disagreement and 5 indicates strong agreement with the quality of the response.
DOI: 10.17632/k75b4kbxpc.1
title: Supplementary Table 1 - Search Strategy

description: Summary of search strategy for systematic review titled "Medical therapies for pediatric lymphatic malformations: a systematic review"
DOI: 10.17632/kh3v4zybxr.1
title: Types du Prodrome de paléontologie stratigraphique universelle de d’Orbigny.

description: Annales de Paléotologie 1925;fasc.4:133–64.
DOI: 10.17632/nfc4d4kj69.1
title: Energy density and power density data

description: Data set for predicting energy density and power density using biomass feedstock characteristics
DOI: 10.25952/41r5-c117
title: Understanding How Expectant Parents Think About Parenting and How This Speaks to Engagement in Parenting Education Programs - dataset

description: The dataset consists of five separate interview recordings.  The interviews are recordings of semi-structured interviews of expectant parents (currently in the third trimester of their first pregnancy) with a focus on understanding their thoughts regarding preparation for parenting and engaging in parenting education.
description: The dataset consists of five separate interview recordings.  The interviews are recordings of semi-structured interviews of expectant parents (currently in the third trimester of their first pregnancy) with a focus on understanding their thoughts regarding preparation for parenting and engaging in parenting education.
DOI: 10.15468/dl.mmhqxr
title: Occurrence Download

description: A dataset containing 644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Cibotium barometz (L.) J.Sm."
 ]
}

 The dataset includes 644 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009961-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahkwyf
title: Occurrence Download

description: A dataset containing 5313 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saga pedo (Pallas, 1771)"
 ]
}

 The dataset includes 5313 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009960-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpxv8k
title: Occurrence Download

description: A dataset containing 644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Cibotium barometz (L.) J.Sm."
 ]
}

 The dataset includes 644 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009962-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9jc4zp8n58.1
title: Choubert. Note préliminaire sur le Pontien au Maroc; Essai de synthèse orogénique du Maroc atlasique 1945;S5-XV, Number 9:677–764.

description: Note preliminaire sur le Pontien au Maroc; essai de synthese orogenique du Maroc atlasique 
Georges Choubert
Author and Article Information
Bulletin de la Société Géologique de France (1945) S5-XV (9): 677–764.
https://doi.org/10.2113/gssgfbull.S5-XV.9.677
DOI: 10.17632/d75z4db4hs.1
title: Remote identification of the severity of abnormalities of motor assessments of people with Parkinson’s disease by visual observation of accelerometry output

description: Parkinson's disease is one of the most common neurodegenerative disorders, caused by the progressive deterioration of dopaminergic cells in the substantia nigra pars compacta. It is the second leading cause of death in the United States, following Alzheimer's disease. The diagnosis of Parkinson's disease primarily relies on physical and neurological examinations, supported by laboratory data and structured interviews. Motor assessments are typically performed through the visual observation of trained raters, who evaluate patients from a distance as they perform motor tasks (Goetz CG, et al. Mov Disord 2008).

However, quantifying the severity of motor symptoms by the naked human eye presents significant challenges and limitations. The utilization of advanced technologies is considered the most reliable solution in the era of technology to address these challenges and provide more precise and objective assessments.

To reduce the uncertainty in the motor assessment of people with Parkinson’s disease by visual observation from several feet away, we developed a low-cost, quantitative, continuous measurement of movements in the extremities of individuals with Parkinson’s disease (McKay GN, et al. MethodsX 2019).

A low-cost, quantitative, continuous measurement of movements in the extremities of people with Parkinson's disease was conducted by trained raters on 10 individuals with Parkinson’s disease aged 58-80 (65.52 + 9.26 years). Representations of the output signals and their transforms (Harrigan TP, et al., Data Brief 2022) were evaluated by 35 trained raters. Signals and fast Fourier and continuous wavelet transforms were presented to trained raters, without clinical assessments, to be scored for halts, interruptions, amplitude decrements, and slowing. This scoring utilized a scheme (Hernandez ME, et al., MethodsX 2022) similar to the schemes used for rating clinical assessments based on visual observation (Goetz CG, et al. Mov Disord 2008; McKay GN, et al. MethodsX 2019).

An online procedure allowed 35 trained raters to complete structured ratings, including halts, amplitude decrements, and slowing of the signals and transforms (Hernandez ME, et al., MethodsX 2022). The scores for movements with no, minimal, or mild impairments were more challenging to classify compared to those indicating moderate or worse impairments. 

This poster was presented at NYU Psychiatry Research Day, NYU Langone Health, New York, New York, USA, on October 25, 2023.
DOI: 10.17632/scngpytdf9.1
title: Remote scoring of a low-cost quantitative continuous measurement of movements in the extremities of people with Parkinson’s disease

description: Parkinson’s disease is one of the most prevalent neurodegenerative disorders, caused by the gradual degeneration of dopaminergic cells in the substantia nigra pars compacta. It ranks as the second leading cause of death in the United States, following Alzheimer’s disease. Diagnosis of Parkinson’s disease is primarily based on physical and neurological examinations, complemented by laboratory data and structured interviews. Motor symptoms are typically assessed through visual observation by trained raters, who evaluate patients from a distance while they perform motor tasks (Goetz CG, et al. Mov Disord 2008).

The use of the Movement Disorder Society Unified Parkinson’s Disease Rating Scale (MDS-UPDRS) has proven to be highly effective due to its well-structured tasks administered to patients, allowing for a detailed quantification of motor symptom severity, which plays a crucial role in designing an appropriate treatment plan.

Traditionally, the MDS-UPDRS has been applied during in-person evaluations. However, due to global crises, there has been a growing need to transition to remote assessments.

In a remote rating session, six trained raters, certified by the Movement Disorder Society and located across different continents, evaluated the motor symptoms of five participants aged 66.2 ± 9.2 years (range: 55–76). These participants included individuals with Parkinson’s disease (ages 72 F and 76 M) and those with typical development (ages 55 M, 58 M, and 70 M).

The investigators conducted the session by sharing videos of the participants performing motor tasks via screen-sharing. The names and numbers of each test were announced prior to playing the videos for all participants. After each video session, the raters scored the following motor tasks: (3.17U: Rest tremor amplitude upper limbs, 3.17UC: Rest tremor amplitude upper limbs counting, 3.15PT: Postural tremor of the hands, 3.4FT: Finger tapping, 3.5HM: Hand movements, 3.6PS: Pronation-supination movements of the hands, 3.9U: Arising from chair upper limbs, 3.17L: Rest tremor amplitude lower limbs, 3.17LC: Rest tremor amplitude lower limbs counting, 3.7TT: Toe tapping, 3.8LA: Leg agility, 3.9L: Arising from chair lower limbs).

Following each rating session, a consensus conference was held to agree on a unified score for each test. In cases where there was no initial agreement, a discussion period was allowed to reach consensus.

This poster was presented at Neurology Exchange Virtual Conference, September 19-21, 2023, www.neurology-exchange.com