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75-504: Transcribe Bentham is a crowdsourced manuscript transcription project, run by University College London 's Bentham Project, in partnership with UCL Centre for Digital Humanities , UCL Library Services, UCL Learning and Media Services, the University of London Computer Centre , and the online community. Transcribe Bentham was launched under a twelve-month Arts and Humanities Research Council grant. For two years from October 2012,

150-622: A circular was issued conveying the Premier's Instruction that no documents were to be destroyed without reference to the Public Library Trustees. The first archivist was appointed to the staff of the Public Library in 1948. In 1955 a Senior Archivist was appointed and a separate Archives Section was established in 1961. The Library Council of Victoria Act 1965 introduced the first, though brief, legislative provisions for

225-483: A cumulative result. Crowdsourcing is not limited to online activity, however, and there are various historical examples of crowdsourcing. The word crowdsourcing is a portmanteau of " crowd " and " outsourcing ". In contrast to outsourcing, crowdsourcing usually involves less specific and more public groups of participants. Advantages of using crowdsourcing include lowered costs, improved speed, improved quality, increased flexibility, and/or increased scalability of

300-612: A decision, allowing citizens to contribute to public policy in a more direct manner. Palo Alto crowdsources feedback for its Comprehensive City Plan update in a process started in 2015. The House of Representatives in Brazil has used crowdsourcing in policy-reforms. NASA used crowdsourcing to analyze large sets of images. As part of the Open Government Initiative of the Obama Administration ,

375-425: A design for a product, and other users can vote on the product. Once the submitted product has received 10,000 votes, it will be formally reviewed in stages and go into production with no impediments such as legal flaws identified. The creator receives royalties from the net income. Labelling new products as "customer-ideated" through crowdsourcing initiatives, as opposed to not specifying the source of design, leads to

450-489: A manuscript, and is presented with a manuscript image alongside a free-text box, into which he or she enters their transcript (which can be saved at any time). Volunteers are also asked to add some basic formatting to their transcripts, and encode their work in Text-Encoding Initiative -compliant XML using a specially designed transcription toolbar. Using this, the volunteer can highlight a piece of text, or

525-419: A number of missing or unclear words - then it will remain unlocked for further crowdsourcing. Work is currently ongoing to make improvements and modifications to the transcription interface. As of 4 January 2019, volunteers had transcribed or partially transcribed 21,307 manuscripts - around 10.5 million words - of which 94% were of the required standard to form a basis for editorial work, and to be uploaded to

600-475: A pattern in the shooting stars. Olmsted wrote a brief report of this meteor shower in the local newspaper. "As the cause of 'Falling Stars' is not understood by meteorologists, it is desirable to collect all the facts attending this phenomenon, stated with as much precision as possible", Olmsted wrote to readers, in a report subsequently picked up and pooled to newspapers nationwide. Responses came pouring in from many states, along with scientists' observations sent to

675-400: A position in the text, and click a button on the toolbar to identify a particular characteristic of that chosen portion. These include line breaks, paragraphs, unusual spellings, and frequent additions, deletions and marginalia present in the manuscripts. When a volunteer is happy with his or her transcript, it is submitted to Transcribe Bentham project staff for checking. Changes are made to

750-497: A problem-based typology of crowdsourcing approaches: Ivo Blohm identifies four types of Crowdsourcing Platforms: Microtasking, Information Pooling, Broadcast Search, and Open Collaboration. They differ in the diversity and aggregation of contributions that are created. The diversity of information collected can either be homogenous or heterogenous. The aggregation of information can either be selective or integrative. Some common categories of crowdsourcing have been used effectively in

825-527: A reward was provided for separating the salt from the alkali, and the Fourneyron's turbine , when the first hydraulic commercial turbine was developed. In response to a challenge from the French government, Nicolas Appert won a prize for inventing a new way of food preservation that involved sealing food in air-tight jars. The British government provided a similar reward to find an easy way to determine

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900-520: A room. The landlord, in turn, pays a service fee for the amount due. The company has 1,500 properties in 34,000 cities in more than 190 countries. Crowdsourcing is frequently used in market research as a way to gather insights and opinions from a large number of consumers. Companies may create online surveys or focus groups that are open to the general public, allowing them to gather a diverse range of perspectives on their products or services. This can be especially useful for companies seeking to understand

975-730: A ship's longitude in the Longitude Prize . During the Great Depression, out-of-work clerks tabulated higher mathematical functions in the Mathematical Tables Project as an outreach project. One of the largest crowdsourcing campaigns was a public design contest in 2010 hosted by the Indian government's finance ministry to create a symbol for the Indian rupee . Thousands of people sent in entries before

1050-438: A substantial increase in the actual market performance of the products. Merely highlighting the source of design to customers, particularly, attributing the product to crowdsourcing efforts from user communities, can lead to a significant boost in product sales. Consumers perceive "customer-ideated" products as more effective in addressing their needs, leading to a quality inference. The design mode associated with crowdsourced ideas

1125-516: Is a combination of traditional genealogy with genetics . The rise of personal DNA testing, after the turn of the century, by companies such as Gene by Gene , FTDNA , GeneTree , 23andMe , and Ancestry.com , has led to public and semi public databases of DNA testing using crowdsourcing techniques. Citizen science projects have included support, organization, and dissemination of personal DNA (genetic) testing. Similar to amateur astronomy , citizen scientists encouraged by volunteer organizations like

1200-402: Is a crowdsourcing approach to gather digital data. It is used by researchers and organizations to gain access to data from online platforms, websites, search engines and apps and devices. Data donation projects usually rely on participants volunteering their authentic digital profile information. Examples include: Crowdsourcing is used in large scale media, such as the community notes system of

1275-526: Is also being done via crowdsourcing on the Web, most notably for the Pashto language of Afghanistan and Pakistan. Crowdsourcing has been extensively used to collect high-quality gold standards for creating automatic systems in natural language processing (e.g. named entity recognition , entity linking ). Lego allows users to work on new product designs while conducting requirements testing. Any user can provide

1350-486: Is also used by nonprofit organizations to develop common goods , such as Misplaced Pages . The term crowdsourcing was coined in 2006 by two editors at Wired , Jeff Howe and Mark Robinson, to describe how businesses were using the Internet to " outsource work to the crowd", which quickly led to the portmanteau "crowdsourcing". The Oxford English Dictionary gives a first use: "OED's earliest evidence for crowdsourcing

1425-711: Is an agency of the Department of Government Services. Prior to 1903 there was no formal attempt to deposit Victorian government records with an archival authority. In that year ten volumes of Convict Indents were transferred to the Public Library (later the State Library of Victoria ) by the Secretary of the Law Department. In 1928 following a board of Inquiry into 'Methods in the Public Service,'

1500-593: Is available for reuse and customisation, on an open source basis. It has been implemented by the Public Record Office Victoria for their pilot transcription project. Crowdsourcing Crowdsourcing involves a large group of dispersed participants contributing or producing goods or services —including ideas, votes , micro-tasks , and finances—for payment or as volunteers. Contemporary crowdsourcing often involves digital platforms to attract and divide work between participants to achieve

1575-431: Is considered superior in generating promising new products, contributing to the observed increase in market performance. Homeowners can use Airbnb to list their accommodation or unused rooms. Owners set their own nightly, weekly and monthly rates and accommodations. The business, in turn, charges guests and hosts a fee. Guests usually end up spending between $ 9 and $ 15. They have to pay a booking fee every time they book

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1650-459: Is from 2006, in the writing of J. Howe." The online dictionary Merriam-Webster defines it as: "the practice of obtaining needed services, ideas, or content by soliciting contributions from a large group of people and especially from the online community rather than from traditional employees or suppliers." Daren C. Brabham defined crowdsourcing as an "online, distributed problem-solving and production model." Kristen L. Guth and Brabham found that

1725-651: Is increasing systematically. The process involves outsourcing tasks or gathering input from a large, diverse groups of people, often facilitated through digital platforms, to contribute to medical research, diagnostics, data analysis, promotion, and various healthcare-related initiatives. Usage of this innovative approach supplies a useful community-based method to improve medical services. From funding individual medical cases and innovative devices to supporting research, community health initiatives, and crisis responses, crowdsourcing proves its versatile impact in addressing diverse healthcare challenges. In 2011, UNAIDS initiated

1800-619: Is increasingly used in professional journalism. Journalists are able to organize crowdsourced information by fact checking the information, and then using the information they have gathered in their articles as they see fit. A daily newspaper in Sweden has successfully used crowdsourcing in investigating the home loan interest rates in the country in 2013–2014, which resulted in over 50,000 submissions. A daily newspaper in Finland crowdsourced an investigation into stock short-selling in 2011–2012, and

1875-618: Is named after the first Keeper of Public Records, Harry Nunn OAM , and is a facility shared by PROV with the Melbourne Office of National Archives of Australia . Researchers can thus access archives of both the Victorian and Australian governments in the one reading room. The VAC repository has a potential capacity of over 120 kilometres of shelf space. The Public Records Act established the Public Record Office,

1950-616: Is one thing we can do to make Acme a great company?" One common method for ranking is "like" counting, where the contribution with the most "like" votes ranks first. This method is simple and easy to understand, but it privileges early contributions, which have more time to accumulate votes. In recent years, several crowdsourcing companies have begun to use pairwise comparisons backed by ranking algorithms. Ranking algorithms do not penalize late contributions. They also produce results quicker. Ranking algorithms have proven to be at least 10 times faster than manual stack ranking. One drawback, however,

2025-492: Is sourcing results of clinical algorithms from collective input of participants. Researchers from SPIE developed a crowdsourcing tool, to train individuals, especially middle and high school students in South Korea, to diagnose malaria -infected red blood cells. Using a statistical framework, the platform combined expert diagnoses with those from minimally trained individuals, creating a gold standard library. The objective

2100-602: Is that ranking algorithms are more difficult to understand than vote counting. Public Record Office Victoria Public Record Office Victoria ( PROV ) is the government archives of the Australian State of Victoria . PROV was created by the Victorian Public Records Act 1973 with responsibility for the better preservation management and utilisation of the public records of the State. It

2175-716: Is used particularly for specialist topics and languages that are not well documented, such as for the Oromo language . Software programs have been developed for crowdsourced dictionaries, such as WeSay . A slightly different form of crowdsourcing for language data was the online creation of scientific and mathematical terminology for American Sign Language . In linguistics, crowdsourcing strategies have been applied to estimate word knowledge, vocabulary size, and word origin. Implicit crowdsourcing on social media has also approximating sociolinguistic data efficiently. Reddit conversations in various location-based subreddits were analyzed for

2250-550: The American Journal of Science and Arts . These responses helped him to make a series of scientific breakthroughs including observing the fact that meteor showers are seen nationwide and fall from space under the influence of gravity. The responses also allowed him to approximate a velocity for the meteors. A more recent version of crowdsourcing in astronomy is NASA's photo organizing project, which asked internet users to browse photos taken from space and try to identify

2325-692: The Environmental Protection Agency . Crowdsourcing has been used extensively for gathering language-related data. For dictionary work, crowdsourcing was applied over a hundred years ago by the Oxford English Dictionary editors using paper and postage. It has also been used for collecting examples of proverbs on a specific topic (e.g. religious pluralism ) for a printed journal. Crowdsourcing language-related data online has proven very effective and many dictionary compilation projects used crowdsourcing. It

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2400-709: The General Services Administration collected and amalgamated suggestions for improving federal websites. For part of the Obama and Trump Administrations , the We the People system collected signatures on petitions, which were entitled to an official response from the White House once a certain number had been reached. Several U.S. federal agencies ran inducement prize contests , including NASA and

2475-580: The International Society of Genetic Genealogy have provided valuable information and research to the professional scientific community. The Genographic Project , which began in 2005, is a research project carried out by the National Geographic Society 's scientific team to reveal patterns of human migration using crowdsourced DNA testing and reporting of results. Another early example of crowdsourcing occurred in

2550-708: The Melbourne CBD was established and a regional repository to serve the Victorian Central Highlands Region was established at Ballarat in 1982. The purpose built Victorian Archives Centre (VAC) was designed and constructed in North Melbourne and all Melbourne based activities of PROV were transferred there, including the complete holdings from the Laverton Base Repository, by 2004. The VAC reading room

2625-514: The Minister. The Office's structure reflects the two broad areas of responsibility defined in the Act, that is, a role in providing leadership and services in records management for Victorian public offices, and the preservation of and provision of access to the State's archives. The Keeper of Public Records is able to establish standards for the management of public records and a large proportion of

2700-504: The Office is dedicated to preservation and access. Access to public records is both by traditional delivery of original records to individual researchers in PROV reading rooms and through innovative physical and online publications, exhibitions, public programs, databases and reproductions of public records. A number of approved places of deposit have been established throughout the state under

2775-490: The Office's resources are dedicated to meeting obligations in this area. Of particular significance is the pioneering Victorian Electronic Records Strategy (VERS). The Victorian Electronic Records Strategy (VERS) is a standard that addresses the problem of capturing, managing and preserving electronic records. The standard is set by the Public Record Office Victoria (PROV). The other main arm of

2850-720: The Public Records Act. With some exceptions PROV's holdings date from 1836 when Captain William Lonsdale was appointed as Police Magistrate and a formal government presence in the Port Phillip District of the Colony of New South Wales , as Victoria was then known, was established. PROV's holdings include most 19th and 20th century central correspondence systems for major Victorian public offices as well as records of: Records associated with both

2925-936: The Sheep Market, Aaron Koblin used Mechanical Turk to collect 10,000 drawings of sheep from contributors around the world. Artist Sam Brown leveraged the crowd by asking visitors of his website explodingdog to send him sentences to use as inspirations for his paintings. Art curator Andrea Grover argues that individuals tend to be more open in crowdsourced projects because they are not being physically judged or scrutinized. As with other types of uses, artists use crowdsourcing systems to generate and collect data. The crowd also can be used to provide inspiration and to collect financial support for an artist's work. In navigation systems , crowdsourcing from 100 million drivers were used by INRIX to collect users' driving times to provide better GPS routing and real-time traffic updates. The use of crowdsourcing in medical and health research

3000-772: The X platform. Crowdsourcing on such platforms is thought to be effective in combating partisan misinformation on social media when certain conditions are met. Success may depend on trust in fact-checking sources, the ability to present information that challenges previous beliefs without causing excessive dissonance, and having a sufficiently large and diverse crowd of participants. Effective crowdsourcing interventions must navigate politically polarized environments where trusted sources may be less inclined to provide dissonant opinions. By leveraging network analysis to connect users with neighboring communities outside their ideological echo chambers, crowdsourcing can provide an additional layer of content moderation. Crowdsourcing public policy and

3075-967: The auspices of the Oxford Internet Institute in 2014. Research has emerged since 2012 which focused on the use of crowdsourcing for policy purposes. These include experimentally investigating the use of Virtual Labor Markets for policy assessment, and assessing the potential for citizen involvement in process innovation for public administration. Governments across the world are increasingly using crowdsourcing for knowledge discovery and civic engagement. Iceland crowdsourced their constitution reform process in 2011, and Finland has crowdsourced several law reform processes to address their off-road traffic laws. The Finnish government allowed citizens to go on an online forum to discuss problems and possible resolutions regarding some off-road traffic laws. The crowdsourced information and resolutions would then be passed on to legislators to refer to when making

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3150-507: The church started the three-generation program. In this program, church members were asked to prepare documented family group record forms for the first three generations. The program was later expanded to encourage members to research at least four generations and became known as the four-generation program. Institutes that have records of interest to genealogical research have used crowds of volunteers to create catalogs and indices to records. Genetic genealogy research Genetic genealogy

3225-414: The commercial world include crowdvoting, crowdsolving, crowdfunding , microwork , creative crowdsourcing , crowdsource workforce management , and inducement prize contests . Crowdvoting occurs when a website gathers a large group's opinions and judgments on a certain topic. Some crowdsourcing tools and platforms allow participants to rank each other's contributions, e.g. in answer to the question "What

3300-547: The concept of crowdsourced open information. Enipedia went live in March 2011. Genealogical research used crowdsourcing techniques long before personal computers were common. Beginning in 1942, members of the Church of Jesus Christ of Latter-day Saints encouraged members to submit information about their ancestors. The submitted information was gathered together into a single collection. In 1969, to encourage more participation,

3375-652: The control and preservation of public records in Victoria. The Public Records Act came into effect on 17 April 1973. The Laverton Base Repository was acquired in 1975 and developed to ultimately house approximately 80 kilometres of public records and to provide a facility for public research. The holdings, based on the records transferred from the Archives Division of the State Library of Victoria, grew through an active transfer program. A reading room in

3450-407: The crowd to create speech and language databases, to conduct user studies, and to run behavioral science surveys and experiments. Crowdsourcing systems provided researchers with the ability to gather large amounts of data, and helped researchers to collect data from populations and demographics they may not have access to locally. Artists have also used crowdsourcing systems. In a project called

3525-483: The crowdsourced information led to revelations of a tax evasion system by a Finnish bank. The bank executive was fired and policy changes followed. TalkingPointsMemo in the United States asked its readers to examine 3,000 emails concerning the firing of federal prosecutors in 2008. The British newspaper The Guardian crowdsourced the examination of hundreds of thousands of documents in 2009. Data donation

3600-544: The digital repository. Monthly progress updates are issued via the Transcribe Bentham blog. The work of Transcribe Bentham has been reported upon by the international media. This coverage includes a feature article in The New York Times , The Sunday Times , The Chronicle of Higher Education , Deutsche Welle World radio, and Austria's ORF1 radio. In September 2011, Transcribe Bentham

3675-642: The effect of user communication and platform presentation can have a major bearing on the success of an online crowdsourcing project. The crowdsourced problem can range from huge tasks (such as finding alien life or mapping earthquake zones) or very small (identifying images). Some examples of successful crowdsourcing themes are problems that bug people, things that make people feel good about themselves, projects that tap into niche knowledge of proud experts, and subjects that people find sympathetic. Crowdsourcing can either take an explicit or an implicit route: In his 2013 book, Crowdsourcing , Daren C. Brabham puts forth

3750-633: The field of ornithology . On 25 December 1900, Frank Chapman, an early officer of the National Audubon Society , initiated a tradition dubbed the "Christmas Day Bird Census" . The project called birders from across North America to count and record the number of birds in each species they witnessed on Christmas Day. The project was successful, and the records from 27 different contributors were compiled into one bird census, which tallied around 90 species of birds. This large-scale collection of data constituted an early form of citizen science,

3825-870: The government zeroed in on the final symbol based on the Devanagari script using the letter Ra. A number of motivations exist for businesses to use crowdsourcing to accomplish their tasks. These include the ability to offload peak demand, access cheap labor and information, generate better results, access a wider array of talent than what is present in one organization, and undertake problems that would have been too difficult to solve internally. Crowdsourcing allows businesses to submit problems on which contributors can work—on topics such as science, manufacturing, biotech, and medicine—optionally with monetary rewards for successful solutions. Although crowdsourcing complicated tasks can be difficult, simple work tasks can be crowdsourced cheaply and effectively. Crowdsourcing also has

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3900-413: The importance of interdisciplinary collaborations and widespread dissemination of knowledge; the review underscored the need to fully harness crowdsourcing's potential to address challenges within cancer research. Crowdsourcing in astronomy was used in the early 19th century by astronomer Denison Olmsted . After being awakened in a late November night due to a meteor shower taking place, Olmsted noticed

3975-529: The legacy of participatory education and the preservation of heritage or an endangered culture'. Transcribe Bentham was also nominated for the 2011 Digital Heritage Award, along with: In November 2012, Transcribe Bentham came second in the Knetworks 'Platforms for Networked Innovation Competition', which sought to identify the 'most innovative web-based platform enabling regional innovation for public, private or research organizations'. Transcribe Bentham

4050-467: The location the picture is documenting. Behavioral science In the field of behavioral science, crowdsourcing is often used to gather data and insights on human behavior and decision making . Researchers may create online surveys or experiments that are completed by a large number of participants, allowing them to collect a diverse and potentially large amount of data. Crowdsourcing can also be used to gather real-time data on behavior, such as through

4125-601: The material, and thereby contribute to the Bentham Project's production of the new edition of The Collected Works of Jeremy Bentham . Volunteer-produced transcripts are also uploaded to UCL's digital Bentham Papers repository, in order to widen access to the collection, and ensure its long-term preservation. Volunteers can sign-up for a user account at the Transcription Desk. Once registered, they are given transcriber privileges. The volunteer then selects

4200-407: The needs and preferences of a particular market segment or to gather feedback on the effectiveness of their marketing efforts. The use of crowdsourcing in market research allows companies to quickly and efficiently gather a large amount of data and insights that can inform their business decisions. Internet and digital technologies have massively expanded the opportunities for crowdsourcing. However,

4275-457: The participatory online policy project to better engage young people in decision-making processes related to AIDS . The project acquired data from 3,497 participants across seventy-nine countries through online and offline forums. The outcomes generally emphasized the importance of youth perspectives in shaping strategies to effectively address AIDS which provided a valuable insight for future community empowerment initiatives. Another approach

4350-401: The performance of ideas offered in crowdsourcing platforms are affected not only by their quality, but also by the communication among users about the ideas, and presentation in the platform itself. Despite the multiplicity of definitions for crowdsourcing, one constant has been the broadcasting of problems to the public, and an open call for contributions to help solve the problem. Members of

4425-621: The philosopher and reformer, Jeremy Bentham , which runs to some 60,000 manuscript folios (an estimated 30,000,000 words). Under the Mellon Foundation grant, the remainder of the UCL Bentham Papers were digitised, along with all of the British Library's own collection of Bentham manuscripts, some 12,500 manuscript folios (or an estimated 6,000,000 words). The project recruits volunteers to assist in transcribing

4500-630: The position of Keeper of Public Records and the Public Records Advisory Council. Subject to the general control and direction of the Minister responsible for the Public Record Office, the Keeper exercises the powers and responsibilities defined in the Act. The role of the Advisory Council is, in consultation with the Keeper, to promote cooperation between PROV and public offices and to report or make recommendations to

4575-463: The potential to be a problem-solving mechanism for government and nonprofit use. Urban and transit planning are prime areas for crowdsourcing. For example, from 2008 to 2009, a crowdsourcing project for transit planning in Salt Lake City was created to test the public participation process. Another notable application of crowdsourcing for government problem-solving is Peer-to-Patent , which

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4650-513: The premise upon which crowdsourcing is based. In the 2012 census, more than 70,000 individuals participated across 2,369 bird count circles. Christmas 2014 marked the National Audubon Society's 115th annual Christmas Bird Count . The European-Mediterranean Seismological Centre (EMSC) has developed a seismic detection system by monitoring the traffic peaks on its website and analyzing keywords used on Twitter. Crowdsourcing

4725-423: The presence of grammatical forms unique to a regional dialect. These were then used to map the extent of the speaker population. The results could roughly approximate large-scale surveys on the subject without engaging in field interviews. Mining publicly available social media conversations can be used as a form of implicit crowdsourcing to approximate the geographic extent of speaker dialects. Proverb collection

4800-521: The production of public services is also referred to as citizen sourcing . While some scholars argue crowdsourcing for this purpose as a policy tool or a definite means of co-production, others question that and argue that crowdsourcing should be considered just as a technological enabler that simply increases speed and ease of participation. Crowdsourcing can also play a role in democratization . The first conference focusing on Crowdsourcing for Politics and Policy took place at Oxford University , under

4875-617: The project was funded by a grant from the Andrew W. Mellon Foundation 's 'Scholarly Communications' programme, and the project consortium has been expanded to include the British Library . Transcribe Bentham was launched in September 2010. The project makes available, via a transcription interface based on a customised MediaWiki , high-quality digital images of UCL's vast collection of unpublished manuscripts written and composed by

4950-432: The public submit solutions that are then owned by the entity who originally broadcast the problem. In some cases, the contributor of the solution is compensated monetarily with prizes or public recognition. In other cases, the only rewards may be praise or intellectual satisfaction. Crowdsourcing may produce solutions from amateurs or volunteers working in their spare time, from experts, or from small businesses. While

5025-526: The term "crowdsourcing" was popularized online to describe Internet-based activities, some examples of projects, in retrospect, can be described as crowdsourcing. Crowdsourcing has often been used in the past as a competition to discover a solution. The French government proposed several of these competitions, often rewarded with Montyon Prizes . These included the Leblanc process , or the Alkali prize, where

5100-429: The text and code, if necessary, and staff decide whether or not the transcript has been completed to a satisfactory degree for uploading to the digital repository. If it is decided that no further appreciable improvements can be made, the transcript is locked for further editing and converted to an XML file. However, if staff decide that a submitted transcript is incomplete - i.e. if it is partially transcribed, or there are

5175-581: The trend towards greater temporal and spatial resolution. In response, there have been several initiatives to crowdsource this data. Launched in December 2009, OpenEI is a collaborative website run by the US government that provides open energy data. While much of its information is from US government sources, the platform also seeks crowdsourced input from around the world. The semantic wiki and database Enipedia also publishes energy systems data using

5250-406: The use of mobile apps that track and record users' activities and decision making. The use of crowdsourcing in behavioral science has the potential to greatly increase the scope and efficiency of research, and has been used in studies on topics such as psychology research, political attitudes, and social media use. Energy system models require large and diverse datasets , increasingly so given

5325-507: The work, as well as promoting diversity . Crowdsourcing methods include competitions, virtual labor markets, open online collaboration and data donation. Some forms of crowdsourcing, such as in "idea competitions" or "innovation contests" provide ways for organizations to learn beyond the "base of minds" provided by their employees (e.g. Lego Ideas ). Commercial platforms, such as Amazon Mechanical Turk , match microtasks submitted by requesters to workers who perform them. Crowdsourcing

5400-409: Was an initiative to improve patent quality in the United States through gathering public input in a structured, productive manner. Researchers have used crowdsourcing systems such as Amazon Mechanical Turk or CloudResearch to aid their research projects by crowdsourcing some aspects of the research process, such as data collection , parsing, and evaluation to the public. Notable examples include using

5475-724: Was featured on BBC Radio 4's PM programme and the BBC News website on 27 August 2013. The report discussed how volunteers transcribed a series of recipes which were collated for Bentham's proposed panopticon prison, and how one - a 'Devonshire Pie' consisting of potatoes, tripe, onions, spleen, lungs, and gooseberries - was made by the Michelin-starred St John Smithfield restaurant. The recipes were published in 2014 as Jeremy Bentham's Prison Cooking: A Collection of Utilitarian Recipes . The code for Transcribe Bentham's MediaWiki-based transcription interface

5550-555: Was honoured with an Award of Distinction in the Digital Communities category of the Prix Ars Electronica , the world's foremost digital arts competition. In its report, the Digital Communities jury noted that the Transcribe Bentham transcription interface has 'the potential to become a standard tool for scholarly crowdsourcing projects', and that Transcribe Bentham as a whole has the 'potential to create

5625-455: Was to swiftly teach people to achieve great diagnosis accuracy without any prior training. Cancer medicine journal conducted a review of the studies published between January 2005 and June 2016 on crowdsourcing in cancer research, with the usage PubMed , CINAHL , Scopus , PsychINFO , and Embase . All of them strongly advocate for continuous efforts to refine and expand crowdsourcing applications in academic scholarship. Analysis highlighted

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