Crowdsourced data. Medical search. Frequent questions

While some cities now make information about their public transportation systems available via open data platforms, many more do not. (venturebeat.com)
To find these people, harness your social media platforms, particularly the ones where people are talking the most about what you would like crowdsourced. (mediacontour.com)
Photographs from crowdsourced sports platforms, whose users are more homogeneous, could help to characterise landscape more uniformly. (degruyter.com)
Below are three principles of crowdsourcing that can be used on or in tandem with social media platforms like Facebook, Twitter, YouTube and blogs. (socialmediaexaminer.com)
Platforms for crowdsourcing are available by the dozen on the internet, but some websites stand out more than others. (techwench.com)
There are tons of other platforms available for crowdsourcing but above given are exponentially famous amount start-ups and entrepreneurs who are planning to start a new idea! (techwench.com)
Crowdsourced data typically consist of traveler reported traffic and incident data collected in real-time from social media platforms (e.g. (dot.gov)
Crowdsourcing often utilizes digital platforms and tools, such as online forums, polls, and contests, to solicit ideas from the public. (ideascale.com)
Social media and other population-based digital platforms provide additional data sources for public health surveillance to detect disease outbreaks and estimate disease incidence. (who.int)

For example, Twitter data pertaining to influenza could facilitate timely incidence estimates as they were found to correlate with seasonal influenza data in the United States of America (USA). (who.int)

One of the biggest challenges to executing an effective response to the pandemic is data. (shareable.net)

Crowdsourcing vs. Managed Teams: A Study in Data Labeling Quality - Jun 12, 2019. (kdnuggets.com)
Indiana DOT's use of real-time probe vehicle data to manage unplanned detour routes helped them reduce detour driving time by as much as 75 percent ( 2019-01425 ). (dot.gov)
Utah Department of Transportation's (UDOT) Citizen Reporter app, which utilizes crowdsourced road condition data, has saved the state $250,000 annually in weather surveillance costs ( 2019-01424 ). (dot.gov)
In October 2019 NIOSH, together with National Aeronautics and Space Administration (NASA), hired a Tournament Lab vendor, Topcoder, to host the external crowdsourcing competition. (cdc.gov)

We consider the problem of making efficient quality-time-cost trade-offs in collaborative crowdsourcing systems in which different skills from multiple workers need to be combined to complete a task. (aaai.org)

We used the Calculator to audit Shipt's shift to a black-box pay model using data contributed by over 100 workers in the summer of 2020, finding that although the average pay per-order increased under the new payment model, almost half of workers experienced an unannounced pay cut during the shift, and many workers worked shifts that paid under their state's minimum wage. (mit.edu)
Cite this: Deprescribing Alzheimer's Drugs: The Crowdsourced Opinion - Medscape - Feb 24, 2020. (medscape.com)

It's crowdsourcing for, well, people who are addicted to startups. (techwench.com)
10 Data Acquisition Strategies for Startups - Jun 14, 2016. (kdnuggets.com)
An interesting discussion of the myriad methods in which startups may choose to acquire data, often the most overlooked and important aspect of a startup's success (or failure). (kdnuggets.com)
Many startups utilize crowdfunding for startup and product development funding, but crowdsourcing for innovation is an entirely different strategy. (ideascale.com)

A favorite of many people, Quirky is a crowdsourcing website that focuses more on independent, creative projects. (techwench.com)
Fun and quirky crowdsourcing campaigns can be exciting for both sides and will increase your customer loyalty. (techli.com)

Open Innovation and Crowdsourcing in Machine Learning - Getting premium value out of data - Jun 14, 2017. (kdnuggets.com)
In this blog post, we'll discuss what crowdsourcing for innovation is, the benefits of crowdsourcing, and share a few examples of successful crowdsourced initiatives. (ideascale.com)
What is Crowdsourcing for Innovation? (ideascale.com)
To successfully utilize crowdsourcing for innovation, there are 5 important steps to follow. (ideascale.com)
This was the first-ever external crowdsourcing competition from CDC and NIOSH, which was partially funded through the CDC Innovation Fund Challenge . (cdc.gov)

Data Labeling for Machine Learning: Market Overview, Approaches, and Tools - Dec 13, 2021. (kdnuggets.com)
Clustering in Crowdsourcing: Methodology and Applications - Nov 30, 2021. (kdnuggets.com)
Data Careers in Demand: Crowd Solutions Architect Explained - Jun 23, 2021. (kdnuggets.com)

In effect the regulatory function would in some ways be taking a leaf from the industry's own book to 'leverage' all the similar work that's being done on IoT, data collection and 'big data' analytics. (telecomtv.com)
In addition, once the firm truly scales its network of contributors, Premise could also leverage this resource to collect competitive intelligence and other primary market data on individual companies, development projects, or other investment opportunities. (integrity-research.com)
Government crowdsourcing is a form of crowdsourcing employed by governments to better leverage their constituents' collective knowledge and experience. (wikipedia.org)
The experiment would leverage vehicleforge.mil, a crowdsourcing site in development to promote collaboration on systems designs "in a manner similar to forge sites in widespread use today for the development of software by the open source community," according to documents. (nextgov.com)
With an ever-increasing demand for more and higher quality data, a new role of the Crowd Solutions Architect (CSA) can leverage the potential of the masses to bring an advantage to a business's capability to deliver effective AI-driven solutions. (kdnuggets.com)
Additionally, agencies must accommodate evolving strategies that leverage high-speed fiber-optic networks and advanced wireless communications that actively exchange data in real-time for connected vehicles (CV), travelers, roadside devices, and system operators. (dot.gov)
Many food brands leverage crowdsourcing to develop new product flavors and promotional artwork. (ideascale.com)

This project is a tool developed with the nonprofit worker group Coworker.org that allows app-based delivery workers to track and share aggregate data about their pay, increasing wage transparency. (mit.edu)

And the success of projects such as Wikipedia highlight how collation of small amounts of information from large numbers of people - an approach called 'crowdsourcing' - can challenge traditional models of data collection and ownership. (cam.ac.uk)
Our approach applies big data procedures and spatial analysis to provide in-depth information regarding what draws visitors' attention to a landscape and to ascertain their intrasite flow. (degruyter.com)
This procedure is intended to facilitate an approach to landscape using data from a homogeneous type of user. (degruyter.com)
We propose CrowdAsm - an approach which helps collaborative crowdsourcing systems determine how to combine the expertise of available workers to maximize the expected quality of results while minimizing the expected delays. (aaai.org)
An approach to crowdsource reports of infant births and deaths from community members by health workers to better monitor vaccine coverage in low- to middle-income countries. (who.int)

The cost to design and implement a custom crowdsourcing tool can range from $50,000 to $250,000. (dot.gov)

Ornithologists have long connected with " citizen scientists " to gather data on bird populations and behavior. (bigthink.com)

Whether you call it crowdsourcing, citizen science or participatory disease surveillance, the process of having volunteers report health information or symptoms online for the purpose of influenza surveillance is not new. (canada.ca)
FluWatchers is a participatory (crowdsourced) syndromic surveillance system that relies on Canadian volunteers to report symptoms of cough or fever to PHAC on a weekly basis. (canada.ca)
He is also interested in studying and developing solutions, based on blockchain and distributed ledger technologies, to improve public participatory GIS (PPGIS), citizen science, and crowdsourced databases. (lu.se)

Founded in 2012, Premise Data web scrapes e-commerce sites and collects data using individual contributors in 32 countries who photograph items with smart phones to track real-time macroeconomic activity in Asia, Latin America, the U.S. and Europe. (integrity-research.com)
FluWatchers primarily collects data on symptoms, specifically cough and fever since they are typical symptoms of influenza Footnote 7 . (canada.ca)
PregSource®: Crowdsourcing to Understand Pregnancy is a research project that collects data about pregnancy from the. (medlineplus.gov)

Will Data Scientists be Replaced by Artificial Intelligence? (topcoder.com)
NAS's report recommended that the federal government use recent advancements in machine learning and artificial intelligence (AI) to automate the processing of data in OSH surveillance systems. (cdc.gov)

Crowdsourced data collection is the process of "building a dataset with the help of a large group of people" Footnote 3 . (canada.ca)

Participants used their smartphones, an app and a lens called a spectropolarimeter, to collect data about air quality across the continent, which will be used by iSPEX to make comprehensive maps. (crowdsourced-transport.com)
Through the use of crowdsourcing techniques, people around the world may be able to collect and share noise exposure data using their smartphones. (cdc.gov)

Local governments can license the data back from Moovit, and the system includes tools that help policymakers better understand how to manage their transit systems, plan construction projects, and analyze more precisely how people and vehicles are flowing around their city. (venturebeat.com)
The arrival of web-based mapping from Google and others has revolutionised, in the space of only five years, the way many people interact with maps and map data. (cam.ac.uk)
Not only is it great PR for your company, but it is also a great way to gather more people to crowdsource your next project. (mediacontour.com)
Today, brands big and small are homing in on the tactic of crowdsourcing , defined as the act of outsourcing tasks traditionally performed by an employee or contractor to an undefined, large group of people or community (a "crowd"), through an open call. (socialmediaexaminer.com)
Although a little priciest than other options (designers would only want to work for a substantial amount of money), it is also the best option, because more people will be willing to help out in this particular crowdsourcing venture. (techwench.com)
While not unique to AI, crowdsourcing involves asking the crowd - or people in the public - with a variety of skill sets to provide their unique solution to a problem. (cdc.gov)

Another tactic to find qualified members for your crowdsourcing project would be through your LinkedIn network and the forums that lie therein. (mediacontour.com)

Social media are broadly understood as a set of online activities that facilitate interpersonal communication, information sharing, collaboration or crowdsourcing among online users. (who.int)

One part of the Premise business model - web scraping data from online e-commerce sites is not particularly unique as dozens of firms engage in this type of activity today. (integrity-research.com)
Do I have to change to engage with crowdsourcing? (topcoder.com)
Do you want to engage current users, collect data, create brand awareness, find a new product, drive sales, or do something else? (techli.com)
When it's done right, this form of crowdsourcing can really engage current and potential customers. (techli.com)

Crowdsourced ILI surveillance has been in practice since 2003 and has been implemented in many countries, including Canada, because of its flexibility, low-cost, timeliness and accuracy Footnote 4 Footnote 5 . (canada.ca)

In this paper we present a procedure for landscape characterisation that is based on photograph content analysis acquired from crowdsourced sports websites. (degruyter.com)
Good content is hard and expensive to produce, but it's possible for a company to crowdsource it. (techli.com)
Crowdsourcing content can give businesses access to a large pool of talented writers, musicians, filmmakers, and designers. (techli.com)
In addition, operators use these data to support decision-making with respect to the content of warning messages or instructions that need to be posted on dynamic message signs. (dot.gov)

nbsp;Technological advancements and other related trends are contributing to the production of an astoundingly large and exponentially increasing collection of data and information, referred to in popular vernacular as 'Big Data. (lu.se)

We show how suggested annotations generated by a weak algorithm can improve the accuracy of annotations generated by non-experts and can yield useful data for training segmentation algorithms without laborious manual tracing. (arxiv.org)
The internal crowdsourcing competition winning algorithm was 87% - a 6% improvement. (cdc.gov)
The competition accessed Topcoder's global community of data science experts to develop a Natural Language Processing (NLP) algorithm to classify occupational work-related injury records according to OIICS. (cdc.gov)

Martin, one of two main developers of the leading UK-wide cycle journey planner website, CycleStreets, and a web developer in the Department of Geography at the University of Cambridge, will discuss OpenStreetMap, its use within a range of systems (from cartography, routing, and even its central role helping deal with the Haiti disaster), the challenges it poses to traditional forms of data collection. (cam.ac.uk)

The data was distributed to DREAM 9 participants online through Sage Bionetworks' Synapse web portal and through Biowheel, a cloud-based technology launched by the Qutub Lab. (esciencenews.com)
a contest which encouraged participants to predict the timing, peak, and intensity of the 2013–14 influenza season using social media data (e.g. (cdc.gov)
DATA SYNTHESIS: We included four RCTs (n = 190 participants). (bvsalud.org)

Measuring Topic Interpretability with Crowdsourcing - Nov 30, 2016. (kdnuggets.com)

Though, in the past, direct democracy employed many of the same mechanisms as government crowdsourcing, and indeed could resemble it at times, the objectives direct democracy tended to pursue and the methods it used set it apart. (wikipedia.org)

An added benefit to using crowd-sourced data is that it creates a core group of community members who know how to identify harmful algal blooms. (cdc.gov)

Lee L, Mukhi S, Bancej C. Crowdsourced disease surveillance success story: The FluWatchers program. (canada.ca)
While social media will likely never replace traditional data sources for disease surveillance, they can provide complementary information. (who.int)

Part 2 will focus on IT agility through crowdsourcing, and Part 3 will show you how to drive adoption by starting with a portfolio of projects. (topcoder.com)
Conversions -the combined data and consumer feedback gathered while crowdsourcing fast-tracks sales and/or user adoption. (ideascale.com)
The WHO-approved DHIS2 Health Data Toolkit provides a digital set of tools to support adoption of WHO routine health data standards into the national routine health information system. (who.int)

We host technology, methodological know-how, data management and grants and groups are located in their home departments. (lu.se)

Five Qutub Lab members contributed predictive algorithms to the earlier challenge, which focused on proteomic analysis of breast cancer from MD Anderson data. (esciencenews.com)
If algorithms can be developed to "read" the injury narratives, data can be pulled from these surveillance systems in a fraction of the time of hand coding. (cdc.gov)
To see if better coding algorithms could be developed, NIOSH turned to crowdsourcing. (cdc.gov)

Objectives To develop a consensus statement to provide advice on designing, implementing and evaluating crowdsourcing challenge contests in public health and medical contexts. (bmj.com)
Various thinkers, including but not limited to Daren Brabham, Beth Noveck, and Helene Landemore, have each presented their own definitions of what crowdsourcing as a whole, and government crowdsourcing by extension, necessarily entails, but there has been no consensus thus far. (wikipedia.org)

Any cookies that may not be particularly necessary for the website to function and is used specifically to collect user personal data via analytics, ads, other embedded contents are termed as additional cookies. (clickworker.com)

Building upon recent efforts to standardize the format and terminology of paleoclimate data, this article describes the Paleoclimate Community reporTing Standard (PaCTS), a crowdsourced reporting standard for such data. (uni-koeln.de)
For DREAM 9, each team was presented with training data from 191 patients that included demographic information like age and gender and more complex proteomic and phosphoprotein data that describes signaling protein pathways believed to play a role in the disease. (esciencenews.com)

An online survey was sent to 140 corresponding authors of previously published articles that had used crowdsourcing methods. (bmj.com)
In the DREAM 9 challenge, 31 teams of computational researchers applied competing methods to a unique set of patient data gathered from hundreds of patients with acute myeloid leukemia at the University of Texas MD Anderson Cancer Center. (esciencenews.com)
CrowdHydrology was established in 2010 with the goal of using innovative methods to collect spatially distributed hydrologic data. (crowdhydrology.com)
Our goal is to develop innovative methods to collect spatially distributed hydrologic data. (crowdhydrology.com)
Machine learning methods on Swedish geological data. (lu.se)
10 Advanced forecasting methods are also under development, with some using digital data as experimental inputs. (who.int)

The integration of traditional infrastructure-based data sources with vehicle probe and crowdsourced data is expected to enhance current forms of transportation system management while reducing costs for agency operations, improving traveler mobility and productivity, and reducing environmental impacts. (dot.gov)
Bayesian phylogenetic and phylodynamic data integration using BEAST 1.10. (cdc.gov)

The thrust of Arcep's 'crowdsourcing' concept at this stage is to come to a view about 'real' ISP performance and network quality and to then get this information out to users who can use it to choose their ISP, rather than just relying on the ISP's own marketing blah. (telecomtv.com)
For users of the app, this creates a rich, real-time set of data that helps them plan the best route, which may include several modes of transportation. (venturebeat.com)
In turn, those users supplement the crowdsourced data and any publicly available data through their searches for the best routes. (venturebeat.com)

As Steve Lohr pointed out last week , humanity is still waiting for long-promised " smart dust "-machines so small, cheap and smart that they can be scattered in the millions to collect data on ocean currents, food spoilage, disease outbreaks and so on and on. (bigthink.com)

1 Data as at 31 October 2022 except where otherwise noted. (who.int)

Crowdsourcing has significantly expanded Utah's geographic coverage, density, and accuracy of data for road weather management and traveler information. (dot.gov)

FluWatchers has been providing PHAC with reliable data on ILI activity in the community that complement the data obtained from traditional influenza surveillance sources. (canada.ca)
Collecting syndromic data, rather than reports of a particular disease allows the flexibility for expanded monitoring for emerging symptoms, syndromes, illnesses and self-reported diagnoses as was done with COVID-19, without sacrificing the surveillance of another disease such as influenza. (canada.ca)

With the rise of first-party data and the growing complexity of consumer metrics, advertising is exiting the era of broad strokes and entering a realm of razor-sharp focus. (beet.tv)

Generally, once those crowdsourced suggestions entered the political system, they were either voted down or buried under mountains of procedural delay. (wikipedia.org)
Analyses of social media data are subject to limitations that are generally associated with observational studies, i.e. possible confounding factors and no causal conclusion. (who.int)

Online aggregation (OLA), which provides a quick sketch of massive data before a long wait of the final accurate query result, has drawn significant research attention. (ict.ac.cn)
If your target audience is within your crowdsource, you may consider allowing them to choose a winning campaign/project by a vote while in the research phase. (mediacontour.com)
So, you know you want to crowdsource, and you've done your research. (techli.com)
The crowdsourced data can be used to aid government research by filling in any blank spaces and ensuring that the official data is honest. (crowdsourced-transport.com)
Geospatial services, semantic technology, and linked data are of his other research interests. (lu.se)

Doritos has become notorious for its crowdsourcing techniques to create its Super Bowl commercials. (mediacontour.com)
Agencies that operate and maintain these networks continually seek new data acquisition technology and advanced processing techniques to improve data quality, expand coverage, and minimize costs. (dot.gov)

Create IncentiveThere is an inherent reward of completion built into crowdsourcing, particularly if your project was crowdsourced by those who are fans and advocate your product. (mediacontour.com)

Crowdsourcing, although an age old phenomenon, has become much more popular with the conception of the internet. (techwench.com)

Yet, there are inherent challenges in building worker-centric tools that collect, aggregate, and share data in responsible and ethical ways. (mit.edu)
How to Organize Data Labeling for Machine Learning: Approaches and Tools - May 16, 2018. (kdnuggets.com)

Another option is to look toward crowdsourcing websites like www.crowdsourcing.org , which can provide resources and forums to get your project off the ground. (mediacontour.com)
Remember, you are the coach of your crowdsourcing project, so make your management available for questions and to provide feedback on your project. (mediacontour.com)
This kind of crowdsourcing ensures that you provide exactly what your customers want. (techli.com)
8 Digital data sources also provide epidemiologists with additional means to detect, investigate and verify outbreaks. (who.int)
Epidemiologists are exploring ways to use social media and other digital data to provide timely estimates and forecasts of disease incidence. (who.int)

Accordingly, the lack of community-sanctioned data standards in paleoclimatology has largely precluded the benefits of Big Data advances in the field. (uni-koeln.de)
It may be easy to write off the possibilities because it doesn't seem worth the investment, but there are so many benefits to crowdsourcing that it's well worth the time spent running a campaign. (techli.com)

In some cases, the crowdsourcing platform has been purely suggestive, as in British Columbia, and their proposal ultimately put to a vote. (wikipedia.org)
Kickstarter is a crowdsourcing platform that although may be strict with what goes on the website, has gained a lot of popularity. (techwench.com)
MOFILM is a crowdsourcing platform that allows companies to use independent filmmakers to create videos. (techli.com)
The FluWatchers questionnaire is administered by and the data are managed on the Canadian Network for Public Health Intelligence (CNPHI), an established scientific public health informatics and biosurveillance platform developed and managed within PHAC's National Microbiology Laboratory. (canada.ca)

To do that, Moovit has opened its treasure trove of data to cities around the world in the hope that it will transform urban mobility. (venturebeat.com)
Leveraging the Uber model to crowd source the collection of data from opaque emerging markets, Premise could transform the extremely inefficient and delayed process of collecting and releasing government inflation and other macroeconomic data. (integrity-research.com)

Mansourian has a background in Geomatics Engineering with specialisation in Geospatial Information Systems (GIS) and Spatial Data Infrastructures (SDI). (lu.se)

Biowheel is an interactive tool to visualize and group high-dimensional data of all kinds. (esciencenews.com)
Crowdsourcing has emerged as a powerful tool to accelerate the timeline to innovative solutions. (ideascale.com)

All these sources have allowed Moovit to build a powerful repository of data on mass transit systems. (venturebeat.com)
The effective management and control of transportation systems can be highly dependent on available data sources that can accurately reflect system performance and the state of system controls. (dot.gov)

We propose a crowdsourcing-based framework to iteratively and rapidly bootstrap a dialog system from scratch for a new domain. (ets.org)
Analysis proves that CrowdAsm can achieve close to optimal profit for workers in a given crowdsourcing system if they follow the recommendations. (aaai.org)
Before the Web-based monitoring system was put into place, it took staff up to a week to publish the data. (cdc.gov)

Conclusions There is high agreement among crowdsourcing experts and stakeholders on the design and implementation of crowdsourcing challenge contests. (bmj.com)
The Dallas Mavericks recently crowdsourced their new jersey design and enjoyed a huge increase in popularity. (techli.com)
Recently, advances in wireless communications and data acquisition technology have expanded the potential design space for transportation planners and engineers that develop and implement innovative solutions that use crowdsourced and probe data. (dot.gov)
Instead of having an in-house designer design all of the thematic displays, Google crowdsources many of their doodles. (ideascale.com)

Phenomena and Processes1

Information Science1

Health Care1

Platforms9

United states1

Pandemic1

20194

Trade-offs1

20202

Startups4

Quirky2

Innovation5

20213

Leverage7

Transparency1

Approach5

50,0001

Behavior1

Participatory3

Collects data3

Artificial intelligence2

Dataset1

Smartphones2

People6

Tactic1

Collaboration1

Engage4

Practice1

Content4

Exponentially1

Algorithm3

Disaster1

Participants3

20161

Mechanisms1

Crowd sourced data1

Disease surveillance2

Adoption3

Methodological1

Algorithms3

Consensus2

Analytics1

Describes2

Methods6

Integration2

Users3

Collect data1

20221

Significantly1

Influenza2

Rise1

Generally2

Research5

Techniques2

Reward1

Phenomenon1

Tools2

Provide5

Benefits2

Platform4

Transform2

Infrastructures1

Tool2

Systems2

System3

Design4