cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15535882
title: A Multi-Modal Deep Learning Framework for Classifying Melanoma and Non-Melanoma Skin Cancers Using Dermoscopic Images and Clinical Metadata

description: Efficient and timely identification of skin cancer, particularly non-melanoma and melanoma varieties such as Squamous Cell Carcinoma (SCC) and Basal Cell Carcinoma (BCC), is essential for dependable, efficient treatment and improved patient outcomes. On the other hand, traditional diagnostic techniques rely mostly on dermoscopic interpretation during image collection, which can be subjective and prone to inaccuracy. This research proposes a Multi-Modal Deep Learning (MMDL) framework that works with clinical metadata and dermoscopic pictures that include information such as age, sex, and lesion location to improve skin cancer classification in order to assess such promising challenges. Convolutional Neural Networks (CNNs) are used in this suggested soliton's dual branch design to process visual features. Organized, aligned, and structured metadata is thereby encoded using a parallel Multilayer Perceptron (MLP). In order to get complementary information, feature fusion is done later. Nevertheless, the HAM10000 dataset is used to train and analyze the suggested solution, which yields an overall accuracy of 93.4%, an F1 score of 91.7%, specificity of 93.6%, and sensitivity of 90.5% across several classes. Melanoma, benign lesions, SCC, and BCC are among them. Analysis of the proposed solution showed increased classification performance by an average of 5-8% across key parameters when compared to single-modality methods. In addition to its clinical implications, this study touches on the ethical importance of enhancing skin cancer detection accuracy, especially when decisions impact patient dignity, informed care, and the responsible use of melanoma and non-melanoma skin cancer.
DOI: 10.5281/zenodo.15535883
title: A Multi-Modal Deep Learning Framework for Classifying Melanoma and Non-Melanoma Skin Cancers Using Dermoscopic Images and Clinical Metadata

description: Efficient and timely identification of skin cancer, particularly non-melanoma and melanoma varieties such as Squamous Cell Carcinoma (SCC) and Basal Cell Carcinoma (BCC), is essential for dependable, efficient treatment and improved patient outcomes. On the other hand, traditional diagnostic techniques rely mostly on dermoscopic interpretation during image collection, which can be subjective and prone to inaccuracy. This research proposes a Multi-Modal Deep Learning (MMDL) framework that works with clinical metadata and dermoscopic pictures that include information such as age, sex, and lesion location to improve skin cancer classification in order to assess such promising challenges. Convolutional Neural Networks (CNNs) are used in this suggested soliton's dual branch design to process visual features. Organized, aligned, and structured metadata is thereby encoded using a parallel Multilayer Perceptron (MLP). In order to get complementary information, feature fusion is done later. Nevertheless, the HAM10000 dataset is used to train and analyze the suggested solution, which yields an overall accuracy of 93.4%, an F1 score of 91.7%, specificity of 93.6%, and sensitivity of 90.5% across several classes. Melanoma, benign lesions, SCC, and BCC are among them. Analysis of the proposed solution showed increased classification performance by an average of 5-8% across key parameters when compared to single-modality methods. In addition to its clinical implications, this study touches on the ethical importance of enhancing skin cancer detection accuracy, especially when decisions impact patient dignity, informed care, and the responsible use of melanoma and non-melanoma skin cancer.
DOI: 10.25549/inscriptifact-ouc110594838
title: Persepolis Fortification Anepigraphic Tablet 0854.102, PFAnep 0854.102

description: [Text Description:] Administrative text with seals PFUTS 0057; PFUTS 0058s. ❧ [Text or Publication Number Note:] PFAnep 0854.102, PFUT 0854-102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0057 on obverse, reverse; PFUTS 0058s on left edge.
DOI: 10.25549/inscriptifact-ouc110595999
title: Persepolis Fortification Aramaic Text 325, PFAT 325

description: [Text Description:] Administrative text with seal PFATS 0017s. ❧ [Text or Publication Number Note:] PFAT 325, Bowman 325 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0017s on reverse.
DOI: 10.5255/ukda-sn-8644-9
title: Understanding Society: COVID-19 Study, 2020-2021
title: Understanding Society: Waves 1- , 2008-
title: UKHLS; United Kingdom Household Longitudinal Study

description: &lt;p&gt;Understanding Society (UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex and the survey research organisations Kantar Public and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991.&lt;/p&gt; &lt;p&gt;The &lt;em&gt;Understanding Society COVID-19 Study, 2020-2021&lt;/em&gt; is a regular survey of households in the UK. The aim of the study is to enable research on the socio-economic and health consequences of the COVID-19 pandemic, in the short and long term. The surveys started in April 2020 and took place monthly until July 2020. From September 2020 onwards, they have taken place every other month. They complement the annual interviews of the &lt;em&gt;Understanding Society&lt;/em&gt; study. The data can be linked to data on the same individuals from previous waves of the annual interviews (&lt;a href="https://beta.ukdataservice.ac.uk/datacatalogue/studies/study?id=6614"&gt;SN 6614&lt;/a&gt;) using the personal identifier pidp. However, the most recent pre-pandemic (2019) annual interviews for all respondents who have taken part in the COVID-19 Study are included as part of this data release. Please refer to the User Guide for further information on linkage and for geographical information options.&lt;/p&gt; &lt;p&gt;Further information can be found on the &lt;a title="Understanding Society COVID-19" href="https://www.understandingsociety.ac.uk/topic/covid-19"&gt;Understanding Society COVID-19&lt;/a&gt; website, including &lt;a title="Data documentation" href="https://www.understandingsociety.ac.uk/documentation/covid-19"&gt;Data documentation&lt;/a&gt;. A list of &lt;a title="Understanding Society COVID-19 Research Outputs" href="https://www.understandingsociety.ac.uk/research/publications/subject/Covid%2019"&gt;Understanding Society COVID-19 Research Outputs&lt;/a&gt; (regularly updated) is also available.&lt;/p&gt; &lt;p&gt;&lt;strong&gt;New edition information&lt;/strong&gt;&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;/p&gt; &lt;p&gt;&lt;span&gt;For the ninth edition (May 2021), revised April, May, June, July, September, November 2020 and January 2021 data files for the adult survey have been deposited. Revised schild files and a revised xbaseline file have also been deposited. These files have been amended to address issues identified during ongoing quality assurance activities. All documentation has been updated to explain the revisions, and users are advised to consult the documentation for details. In addition, new data from the March 2021 web survey and the March 2021 youth survey have been deposited.&lt;/span&gt;&lt;/p&gt;
DOI: 10.5255/ukda-sn-5761-4
title: IMF World Economic Outlook, 1980-2026
title: IMF WEO

description: The &lt;i&gt;International Monetary Fund (IMF) World Economic Outlook (WEO)&lt;/i&gt; database contains selected macroeconomic data series from the statistical appendix of the World Economic Outlook report, which presents the IMF staff's analysis and projections of economic developments at the global level, in major country groups and in many individual countries. &lt;br&gt; &lt;br&gt;&lt;br&gt;
DOI: 10.25549/inscriptifact-ouc110595993
title: Persepolis Fortification Aramaic Text 326, PFAT 326

description: [Text Description:] Administrative text with seal PFATS 0066. ❧ [Text or Publication Number Note:] PFAT 326, Bowman 326 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0066 on obverse, upper edge, reverse, bottom edge, flat edge.
DOI: 10.25549/jrbm-c91-638
title: Kankai ibun, vol. 6, 1807

description: Kankai ibun, [1807], volume 6 = Description and travel of circumnavigation of seas, [1807], volume 6 = 環海 異聞 六 文化 4. Volume six of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.
DOI: 10.5255/ukda-sn-8635-3
title: ONS Opinions and Lifestyle Survey, Covid-19 Module, 2020-2021: Secure Access
title: Coronavirus and the Social Impacts on Great Britain

description: &lt;p&gt;The aim of the &lt;span style="font-style: italic;"&gt;ONS Opinions and Lifestyle Survey, Covid-19 Module, 2020&lt;/span&gt; study is to help understand the impact of the coronavirus (Covid-19) pandemic on people, households and communities in Great Britain. It is a weekly survey initiated in March 2020 and may run into 2021. It is an ad-hoc household survey to measure the attitudes and behaviour towards the Covid-19 in general. The study allows the breakdown of impacts by at-risk age, gender and underlying health condition.&lt;/p&gt;&lt;p&gt;The weekly samples were randomly selected from those that had previously completed other ONS surveys (e.g., &lt;span style="font-style: italic;"&gt;Labour Market Survey&lt;/span&gt;, &lt;span style="font-style: italic;"&gt;Annual Population Survey&lt;/span&gt;).  From each household, one adult was randomly selected but with unequal probability: younger people were given higher selection probability than older people because of under-estimation in the samples available for the survey.&lt;br&gt;&lt;br&gt;For the third edition (June 2021), data from Wave AN (January 2021) to Wave AT (February 2021) have been added. The documentation has also been updated to reflect the extended time period.&lt;br&gt;&lt;/p&gt;
DOI: 10.25549/inscriptifact-ouc110594831
title: Persepolis Fortification Anepigraphic Tablet 0854.102, PFAnep 0854.102

description: [Text Description:] Administrative text with seals PFUTS 0057; PFUTS 0058s. ❧ [Text or Publication Number Note:] PFAnep 0854.102, PFUT 0854-102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0057 on obverse, reverse; PFUTS 0058s on left edge.
DOI: 10.5255/ukda-sn-4744-8
title: OECD Main Economic Indicators, 1955-2021
title: OECD MEI

description: &lt;p&gt;The &lt;i&gt;Organisation for Economic Co-operation and Development (OECD)&lt;/i&gt; produces annual, quarterly and monthly data for main economic indicators (MEI). The variables cover national accounts, industrial production, employment, prices, business trends and trade for the member countries of the OECD and select non-member countries. The dataset also includes the OECD's leading indicators (key variables that signal changes in the business cycle).&lt;br&gt;&lt;br&gt;The OECD defines each variable separately for each country. Nevertheless, the data are considered sufficiently similar to enable comparisons between countries, especially for relative values and rates of change.&lt;br&gt;&lt;br&gt;These data were first provided by the UK Data Service in January 2003.&lt;br&gt;&lt;/p&gt;
DOI: 10.5255/ukda-sn-6302-6
title: International Energy Agency World Energy Statistics, 1960-2019
title: IEA World Energy Statistics

description: The International Energy Agency (IEA) datasets published by the Energy Statistics Division (ESD) contain annual and quarterly time series data from 1960 onwards on energy production, trade, stocks, transformation, consumption, prices and taxes as well as on greenhouse gas emissions for the Organisation for Economic Co-operation and Development (OECD) member countries and many non-OECD countries worldwide.&lt;br&gt; &lt;br&gt; In OECD member, countries the data are collected by official bodies (most often the national statistics office in each country) as well as from firms, government agencies and industry organisations and are then reported to the IEA using questionnaires to ensure international comparability. In non-OECD countries, the data are collected directly from government and industry contacts and from national publications.&lt;br&gt; &lt;br&gt; The IEA World Energy Statistics is a compilation of the data in the following two databases: &lt;br&gt; &lt;br&gt; &lt;b&gt;Energy Statistics of OECD Countries:&lt;/b&gt;&lt;br&gt; This database contains basic energy statistics for OECD countries and regions. Data are provided for energy supply and consumption in original units (1,000 metric tons, terajoules and gigawatt hours) for various types of coal, oil, gas, renewables and waste, as well as for electricity and heat. Definitions of products and flows, explanatory notes on the individual country data and net calorific values are also included. In general, data are available for 1960 onwards. &lt;br&gt; &lt;br&gt; &lt;b&gt;Energy Statistics of Non-OECD Countries:&lt;/b&gt;&lt;br&gt; This database contains basic energy statistics for non-OECD countries and regions. Data are provided for energy supply and consumption in original units (1,000 metric tons, terajoules and gigawatt hours) for various types of coal, oil, gas, renewables and waste, as well as for electricity and heat. Definitions of products and flows, explanatory notes on the individual country data and net calorific values are also included. Moreover, oil demand by product is given in tonnes and barrels per day. In general, data are available from 1971. &lt;br&gt; &lt;br&gt; This database was first made available by the UK Data Service in August 2009 and is updated annually.&lt;br&gt;
DOI: 10.15139/s3/0fnjvc
title: Data Management and Sharing Plan for: ApoE and heparan sulfate interactions in Alzheimer's disease.

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.15468/dl.2aa76j
title: Occurrence Download

description: A dataset containing 222555210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.51962 65.04338,-87.0898 42.58964,-47.54607 42.06,-46.8297 64.7394,-87.51962 65.04338))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 222555210 records from 690 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027454-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110591802
title: Persepolis Fortification Aramaic Text 262, PFAT 262

description: [Text Description:] Administrative text with seals PFATS 0001s; PFATS 0274s; PFUTS 0109s ❧ [Text or Publication Number Note:] PFAT 262, Bowman 262 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0001s on upper edge; PFATS 0274s on reverse; PFUTS 0109s on bottom edge. ❧ [Physical Object Note:] Damage on flat edge
DOI: 10.25549/jrbm-c91-338
title: Kankai ibun, vol. 8, 1807

description: Kankai ibun, [1807], volume 8 = Description and travel of circumnavigation of seas, [1807], volume 8 = 環海 異聞 八 文化 4. Volume eight of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.
DOI: 10.5255/ukda-sn-8774-1
title: Welsh Election Study, 2019
title: WES

description: &lt;p&gt;The Welsh Election Study, 2019 (WES) was an online pre- and post- 2019 General Election survey of voting age adults in Wales, with a sample of approximately 2,000, conducted by YouGov.&lt;/p&gt;&lt;p&gt;The aims of the project were to:&lt;/p&gt;&lt;p&gt; &lt;/p&gt;&lt;ol&gt; &lt;li&gt;Make possible a detailed and focused account of voting behaviour in Wales – a key battlegrounds in the 2019 General Election.&lt;/li&gt; &lt;li&gt;Understand how Welsh voters interact with UK-level politics after two decades of devolution&lt;/li&gt; &lt;li&gt;Add to the substantial time-series of questions collected in Wales as part of the Welsh Election Study.&lt;/li&gt;&lt;/ol&gt;&lt;p&gt;Further information may be found on the &lt;a title="Welsh Election Study" href="https://welshelectionstudycymru.wordpress.com/"&gt;Welsh Election Study&lt;/a&gt; website.&lt;br&gt;&lt;/p&gt;
DOI: 10.25549/inscriptifact-ouc110594830
title: Persepolis Fortification Anepigraphic Tablet 0854.102, PFAnep 0854.102

description: [Text Description:] Administrative text with seals PFUTS 0057; PFUTS 0058s. ❧ [Text or Publication Number Note:] PFAnep 0854.102, PFUT 0854-102 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0057 on obverse, reverse; PFUTS 0058s on left edge.
DOI: 10.25549/inscriptifact-ouc110591798
title: Persepolis Fortification Aramaic Text 262, PFAT 262

description: [Text Description:] Administrative text with seals PFATS 0001s; PFATS 0274s; PFUTS 0109s ❧ [Text or Publication Number Note:] PFAT 262, Bowman 262 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0001s on upper edge; PFATS 0274s on reverse; PFUTS 0109s on bottom edge. ❧ [Physical Object Note:] Damage on flat edge
DOI: 10.25549/inscriptifact-ouc110591770
title: Persepolis Fortification Aramaic Text 261, PFAT 261

description: [Text Description:] Administrative text with seals PFS 0142; PFATS 0024* ❧ [Text or Publication Number Note:] PFAT 261, Bowman 261 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFS 0142 on obverse; PFATS 0024* on reverse, flat edge. ❧ [Physical Object Note:] Damage on upper edge, round edge
DOI: 10.25549/jrbm-c91-1229
title: Kankai ibun, vol. 7, 1807

description: Kankai ibun, [1807], volume 7 = Description and travel of circumnavigation of seas, [1807], volume 7 = 環海 異聞 七 文化 4. Volume seven of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.