cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pk437m5mx7.1
title: Good and Bad classification of Radish

description: Title: Good and Bad Classification of Radish: Techniques, Parameters, and Perspectives .Radish is an edible root vegetable belonging to the family Brassicaceae. It is widely grown and consumed fresh in salads, curries, and pickles. Botanical name Raphanus sativus Parts eaten Mainly the root, sometimes the leaves as leafy vegetables. Types White radish .
Red radish
Pink radish
Long and round varieties
Nutritional value (approx.)
High water content
Rich in vitamin C
Contains fiber, potassium, calcium
Very low in calories
Uses
Consumed raw (salads)
Quality characteristics
Firm texture
Smooth skin
Mild pungent taste
Free from cracks and discoloration
Radish (Raphanus sativus) – Nutritional Value
 Minerals
Calcium: 25 mg
Phosphorus: 20 mg
Potassium: 233 mg
Iron: 0.3 mg
Magnesium: 10 mg
Vitamins
Vitamin C: 14–15 mg
Standard Shelf Life of Radish (Mooli)
The shelf life of radish depends on storage condition and form:
At room temperature
1–3 days
Leaves wilt quickly, roots lose moisture
Refrigerated storage (0–4 °C, 90–95% RH)
2–3 weeks (without leaves)
7–10 days (with leaves)
Cold storage (commercial)
Temperature: 0 °C
Relative Humidity: 95–100%
Up to 3–4 weeks
Processed forms
Cut radish (refrigerated): 2–3 days
Pickled radish: Several months
Dehydrated radish: 6–12 months .
Sample Preparation of Radish
(Collected from Malda Rathabari )
 Objective 
To prepare a representative radish sample collected from Rathabari Market, Malda for quality or laboratory analysis.
Sample Collection
Fresh radishes were randomly collected from different vendors at Rathabari MaldaWest Bengal latitude and longitude.
Diseased, damaged, or over-mature samples were avoided.
Samples were placed in clean polyethylene bags and transported to the laboratory.
Washing of Radish (Sample Preparation Step)
 Objective
To remove soil, dust, pesticide residues, and microorganisms from radish before analysis or processing.
Procedure (Washing of Radish)
Pre-cleaning:
Remove adhering soil and mud by gentle shaking or brushing.
First washing:
Wash radish thoroughly under running potable water to remove visible dirt.
Final rinse:
Rinse again with clean potable or distilled water to remove chlorine residues.
Realme 7 – 
Camera
Rear Quad Camera System:
Main: 64 MP Sony sensor
Ultra wide: 8 MP, 119° field
B&W portrait lens
Macro lens
Camera features: Nightscape, Starry mode, Ultra wide/macros, portrait modes. 
Realme
Front Camera: 16 MP for selfies. 
Realme
 Battery & Charging
5000 mAh battery
Memory & Storage
Several options: 6 GB 
Storage: 64 GB 
For radish images:
Good radish images = 500
Bad radish images = 500
Total number of pictures = 1000 images
DOI: 10.5517/ccdc.csd.cc2p48mr
title: CCDC 2476764: Experimental Crystal Structure Determination

description: Related Article: Qicai Ma, Yuanyuan Li, Zhiping Liu, Chengming Wang, Wei Zhou|2025|Org.Chem.Front.|||doi:10.1039/D5QO01162K
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9lrc
title: CCDC 2481883: Experimental Crystal Structure Determination

description: Related Article: Munugala Chandrakanth, Sehal Mishra, Kankipati Gayathri, Rajasekhara Reddy Katreddy, Sampathkumar Ranganathan, Arya C. G, Ramesh Gondru, Subbiah Rajasekaran, Janardhan Banothu|2026|Eur.J.Med.Chem.|303||doi:10.1016/j.ejmech.2025.118435
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.b3a2v8
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.19649 41.22494,13.72972 41.23206,13.72423 41.51365,13.1887 41.50646,13.19649 41.22494))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acanthocardia tuberculata",
 "Year 1900-2025"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068474-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2p62bb
title: CCDC 2478491: Experimental Crystal Structure Determination

description: Related Article: Atsuki Shimizu, Tetsuo Iwanaga|2025|Bull.Chem.Soc.Jpn.|98|uoaf100|doi:10.1093/bulcsj/uoaf100
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p62cc
title: CCDC 2478492: Experimental Crystal Structure Determination

description: Related Article: Atsuki Shimizu, Tetsuo Iwanaga|2025|Bull.Chem.Soc.Jpn.|98|uoaf100|doi:10.1093/bulcsj/uoaf100
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2py550
title: CSD 2500888: Experimental Crystal Structure Determination

description: Related Article: Zheng Wang|2025|ICSD Communication|||
description: Related Article: Zheng Wang, Lifu Liu, Zhiju Zhao, Jing Liang, Yaran Zhang, Chao Chen, Wei Liu, Hongwei Geng, Zeliang Gao|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c05052
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2pycvw
title: CSD 2500889: Experimental Crystal Structure Determination

description: Related Article: Zheng Wang, Lifu Liu, Zhiju Zhao, Jing Liang, Yaran Zhang, Chao Chen, Wei Liu, Hongwei Geng, Zeliang Gao|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c05052
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2pycwx
title: CSD 2500890: Experimental Crystal Structure Determination

description: Related Article: Zheng Wang, Lifu Liu, Zhiju Zhao, Jing Liang, Yaran Zhang, Chao Chen, Wei Liu, Hongwei Geng, Zeliang Gao|2025|Inorg.Chem.|||doi:10.1021/acs.inorgchem.5c05052
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2qhr33
title: CCDC 2517575: Experimental Crystal Structure Determination

description: Related Article: huiting zhou|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.18085575
title: cordia_dodecandra_spades_01.fasta.gz
DOI: 10.5281/zenodo.18085576
title: cordia_dodecandra_spades_01.fasta.gz
DOI: 10.17632/2y8nyy4yyy
title: Complete Dataset: Advancing Training for Grigore T. Popa University of Medicine and Pharmacy Entrance Examination Based on Educational, Emotional, and Social Data of Future Candidates

description: "This dataset provides comprehensive raw data, descriptive statistics, and advanced statistical analyses documenting prospective candidates' perceptions of free preparatory courses in Human Anatomy and Physiology offered by Grigore T. Popa University of Medicine and Pharmacy of Iași for entrance examination preparation (2024-2025). The primary focus examines participants' evaluations of course usefulness, perceived difficulty of specific anatomical topics, and overall satisfaction with this institutional support initiative. Secondary objectives include comprehensive demographic profiling (age, citizenship, geographical origin), educational background characterization (current high school students vs. university graduates, high school specialization), entrance examination preferences (first and second choice programs), and quantitative assessment of learning engagement (time allocation for self-study, course attendance patterns). The dataset includes anonymized questionnaire responses (n = 119), graphical summaries, comparative year-over-year analyses, and inferential statistics identifying factors significantly associated with perceived course value and content difficulty."
DOI: 10.17632/2y8nyy4yyy.1
title: Complete Dataset: Advancing Training for Grigore T. Popa University of Medicine and Pharmacy Entrance Examination Based on Educational, Emotional, and Social Data of Future Candidates

description: "This dataset provides comprehensive raw data, descriptive statistics, and advanced statistical analyses documenting prospective candidates' perceptions of free preparatory courses in Human Anatomy and Physiology offered by Grigore T. Popa University of Medicine and Pharmacy of Iași for entrance examination preparation (2024-2025). The primary focus examines participants' evaluations of course usefulness, perceived difficulty of specific anatomical topics, and overall satisfaction with this institutional support initiative. Secondary objectives include comprehensive demographic profiling (age, citizenship, geographical origin), educational background characterization (current high school students vs. university graduates, high school specialization), entrance examination preferences (first and second choice programs), and quantitative assessment of learning engagement (time allocation for self-study, course attendance patterns). The dataset includes anonymized questionnaire responses (n = 119), graphical summaries, comparative year-over-year analyses, and inferential statistics identifying factors significantly associated with perceived course value and content difficulty."
DOI: 10.6084/m9.figshare.30963925
title: When Gamification Falls Short: Probing Lurker Resistance to Brand Value Co-Creation

description: Brand value co-creation involves collaboration between companies and end users to drive business growth and innovation. While gamification is widely used to promote engagement in co-creative platforms, its limitations in engaging passive users—commonly known as lurkers—remain underexplored. This study addresses this gap by surveying lurkers on the global gamified travel review platform TripAdvisor. Using a sequential mixed-methods design, thematic analysis of focus group discussions revealed key disengagement patterns, which were then validated through a cross-sectional survey analyzed via Structural Equation Modeling (SEM). As a result, an empirical model titled <i>Lurkers’ Rationale in Gamified Co-Creative Platforms</i> is introduced, elucidating lurkers’ persistent passivity even when incentivized by gamified features, while also revealing a latent interplay between technological and organizational lurking factors in gamified settings. Practical measures to address gamification’s shortcomings are also reported and discussed. The findings contribute to both research and practice, particularly for crowdsourcing platforms, whose effectiveness inherently depends on user participation.
DOI: 10.6084/m9.figshare.30963925.v1
title: When Gamification Falls Short: Probing Lurker Resistance to Brand Value Co-Creation

description: Brand value co-creation involves collaboration between companies and end users to drive business growth and innovation. While gamification is widely used to promote engagement in co-creative platforms, its limitations in engaging passive users—commonly known as lurkers—remain underexplored. This study addresses this gap by surveying lurkers on the global gamified travel review platform TripAdvisor. Using a sequential mixed-methods design, thematic analysis of focus group discussions revealed key disengagement patterns, which were then validated through a cross-sectional survey analyzed via Structural Equation Modeling (SEM). As a result, an empirical model titled <i>Lurkers’ Rationale in Gamified Co-Creative Platforms</i> is introduced, elucidating lurkers’ persistent passivity even when incentivized by gamified features, while also revealing a latent interplay between technological and organizational lurking factors in gamified settings. Practical measures to address gamification’s shortcomings are also reported and discussed. The findings contribute to both research and practice, particularly for crowdsourcing platforms, whose effectiveness inherently depends on user participation.
DOI: 10.6084/m9.figshare.29949854
title: Patient-reported outcome measures used in prophylactic dysphagia intervention for head and neck cancer patients undergoing radiation therapy: a systematic review

description: The primary objective of this systematic review was to identify and assess the Patient Reported Outcome Measures (PROMs) used in studies of prophylactic dysphagia intervention for patients with head and neck cancer undergoing non-surgical treatments. A secondary objective was to evaluate the quality of the PROMs used in these intervention studies and examine the articles related to their development. Five databases (MEDLINE <i>via</i> PubMed, Web of Science, Pro-Quest, CINHAL, and SCOPUS) were searched for intervention studies on dysphagia in head and neck cancer patients, initiated before or during radiation/chemoradiation, with at least one PROM outcome. Studies on the psychometric development of identified PROMs were also analyzed separately. Sixteen intervention studies met the inclusion criteria. Twenty studies on development of 17 PROMs were evaluated. The most used were: MD Anderson Dysphagia Inventory, European Organisation for Research and Treatment of Cancer (EORTC) Quality of Life Questionnaire Core 30 (EORTC QLQ-C30) and EORTC Quality of Life Head and Neck Module (EORTC-QLQ-H&N35). PROMs varied in construct and developmental characteristics, and none met criteria for all measurement domains. Although several studies on prophylactic dysphagia intervention during radiation therapy have reported significant improvements in the clinician-rated outcomes, the current systematic review revealed that patient-reported findings do not depict significant changes pre- and post- intervention, however a trend towards improved scores was noted that warrants further investigation. Including PROMs in research and clinical settings is important, but their growing number makes selecting the right one challenging. Users should exercise caution and understand a PROM’s developmental characteristics before use. t.
DOI: 10.6084/m9.figshare.29949854.v1
title: Patient-reported outcome measures used in prophylactic dysphagia intervention for head and neck cancer patients undergoing radiation therapy: a systematic review

description: The primary objective of this systematic review was to identify and assess the Patient Reported Outcome Measures (PROMs) used in studies of prophylactic dysphagia intervention for patients with head and neck cancer undergoing non-surgical treatments. A secondary objective was to evaluate the quality of the PROMs used in these intervention studies and examine the articles related to their development. Five databases (MEDLINE <i>via</i> PubMed, Web of Science, Pro-Quest, CINHAL, and SCOPUS) were searched for intervention studies on dysphagia in head and neck cancer patients, initiated before or during radiation/chemoradiation, with at least one PROM outcome. Studies on the psychometric development of identified PROMs were also analyzed separately. Sixteen intervention studies met the inclusion criteria. Twenty studies on development of 17 PROMs were evaluated. The most used were: MD Anderson Dysphagia Inventory, European Organisation for Research and Treatment of Cancer (EORTC) Quality of Life Questionnaire Core 30 (EORTC QLQ-C30) and EORTC Quality of Life Head and Neck Module (EORTC-QLQ-H&N35). PROMs varied in construct and developmental characteristics, and none met criteria for all measurement domains. Although several studies on prophylactic dysphagia intervention during radiation therapy have reported significant improvements in the clinician-rated outcomes, the current systematic review revealed that patient-reported findings do not depict significant changes pre- and post- intervention, however a trend towards improved scores was noted that warrants further investigation. Including PROMs in research and clinical settings is important, but their growing number makes selecting the right one challenging. Users should exercise caution and understand a PROM’s developmental characteristics before use. t.
DOI: 10.17632/x2xyr5xpmk
title: EEG and audio data during brain state-dependent changes in audio loudness

description: EEG brain state-dependent design that leverages real-time variations in alpha power to modulate the loudness (volume) of pre-recorded audio files during an experimental task akin to the traditional Digit Span test. The study assesses whether the perceptual intensity of speech signals can modulate speech tracking and short-term memory.
DOI: 10.17632/x2xyr5xpmk.2
title: EEG and audio data during brain state-dependent changes in audio loudness

description: EEG brain state-dependent design that leverages real-time variations in alpha power to modulate the loudness (volume) of pre-recorded audio files during an experimental task akin to the traditional Digit Span test. The study assesses whether the perceptual intensity of speech signals can modulate speech tracking and short-term memory.
DOI: 10.17632/3t3x2p5n5j
title: Good and Bad classification of Brassica oleracea

description: Brassica oleracea, commonly known as kohlrabi, is a nutritious cruciferous vegetable widely consumed in South Asia. It is valued for its low calorie content, high moisture level, and crisp texture, making it suitable for healthy and diabetic-friendly diets. Kohlrabi is a good source of dietary fiber, vitamin C, vitamin B6, and minerals such as potassium, calcium, and magnesium, which support digestion, immunity, bone health, and cardiovascular function.
The standard shelf life of Brassica oleracea (kohlrabi) depends mainly on storage conditions. At ambient (room) temperature (25–30 °C), kohlrabi typically remains acceptable for 2–3 days. Rapid moisture loss, surface wrinkling, textural hardening, and microbial spoilage occur due to its high respiration rate and exposure to uncontrolled environmental conditions.
Fresh kohlrabi samples exhibiting light green to pale green coloration with smooth, firm, and intact skin represent better-preserved quality. Slight surface dullness and minor shrivelling indicate early moisture loss and onset of senescence. In contrast, severely deteriorated samples show yellowing or browning, surface cracks, fungal growth (white or grey mycelium), tissue softening, and decay, which are typical symptoms of microbial spoilage and advanced senescence. These changes reflect enzymatic tissue degradation, increased respiration rate, and microbial invasion during prolonged storage. The observations clearly indicate that after extended storage under uncontrolled or suboptimal conditions, kohlrabi becomes unsuitable for consumption, confirming its limited shelf life.
Sample Collection
Fresh and mature Brassica oleracea (kohlrabi) samples were collected from local markets of Malda Town, West Bengal, India (24°59′N, 88°08′E), and the collection location was mapped using GPS coordinates. Immediately after procurement, the samples were sorted to remove damaged, bruised, or visibly spoiled vegetables. Selected samples were thoroughly washed with normal tap water to remove adhering soil and surface contaminants.
Digital images of the samples were captured using a smartphone (Vivo T2x) operating on Android version 12. The device was equipped with an MTK Dimensity processor, 6 GB RAM, and 128 GB internal storage. Image acquisition was carried out under uniform lighting conditions to ensure clarity and consistency.
Approximately 1000 images were captured for dataset development. The images were analyzed to observe variations in color, surface texture, firmness, and visible spoilage characteristics.
In this dataset, the bad image folder contains 500 images of Brassica oleracea (kohlrabi), and the good image folder also contains 500 images of Brassica oleracea (kohlrabi). Therefore, the total number of images in the dataset is 1000.