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Citizen Science Data Quality

Assessing data quality in citizen science

Assessing data quality in citizen science

... to citizen- science datasets, as these datasets sometimes present additional challenges (Bird et ...complex citizen- science data often require custom solutions developed by ...

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Mechanisms for Data Quality and Validation in Citizen Science

Mechanisms for Data Quality and Validation in Citizen Science

... Most of the responses came from small-to-medium sized projects, based in the United States, with several Canadian projects reporting along with two from the UK. The sample therefore best represents medium-sized North ...

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Managing Data Quality in Observational Citizen Science

Managing Data Quality in Observational Citizen Science

... ensuring data quality in observational citizen ...the data are much more individualized, containing time and location-sensitive ...These data are often unique observations of changing ...

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Motivation and data quality in a citizen science game: A design science evaluation

Motivation and data quality in a citizen science game: A design science evaluation

... the Citizen Sort project: comparison between different types of games and ...tools. Citizen Sort includes two systems in addition to Happy Match: a classification tool called Hunt & Gather and a ...

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Measure particulate matter by yourself: data-quality  monitoring in a citizen science project

Measure particulate matter by yourself: data-quality monitoring in a citizen science project

... In Fig. 6, the daily averages of the sensor in Römerberg are compared with those of the neighboring station over a year (from December 2017 to December 2018). In the month of August, there were very high values taken by ...

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On the impact of Citizen Science-derived data quality on deep learning based classification in marine images

On the impact of Citizen Science-derived data quality on deep learning based classification in marine images

... image data is of growing importance for biology, including for the exploration and monitoring of marine ...image data collected is evaluated by marine biologists who manually interpret and annotate the ...

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Earth observation for citizen science validation, or citizen science for earth observation validation? The role of quality assurance of volunteered observations

Earth observation for citizen science validation, or citizen science for earth observation validation? The role of quality assurance of volunteered observations

... observation data. In Groom et al. [41], the authors advocate an open data approach concerning the invasive non-native species (INNS), in order to facilitate policy and ...CS data are unlikely to be ...

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Earth observation for citizen science validation, or citizen science for earth observation validation? The role of quality assurance of volunteered observations

Earth observation for citizen science validation, or citizen science for earth observation validation? The role of quality assurance of volunteered observations

... observation data. In Groom et al. [41], the authors advocate an open data approach concerning the invasive non-native species (INNS), in order to facilitate policy and ...CS data are unlikely to be ...

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Earth Observation for Citizen Science Validation, or, Citizen Science for Earth Observation Validation? The Role of Quality Assurance of Volunteered Observations

Earth Observation for Citizen Science Validation, or, Citizen Science for Earth Observation Validation? The Role of Quality Assurance of Volunteered Observations

... the data captured to existing ontology or crowd agreement is transformed into data quality ...meantime, data transformation to meet harmonization can take ...

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Making citizen science newsworthy in the era of big data

Making citizen science newsworthy in the era of big data

... rethink science journalism in the era of big data by focusing on its engagement with citizen ...of science by amateurs is a little known but spectacularly successful phenomenon,’ a recent Los ...

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Survey report: data management in Citizen Science projects

Survey report: data management in Citizen Science projects

... of quality measures from project motivations, scopes and ...for data and metadata are supported by approximately half of the ...to data management plans (Figure 35) is ...

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Citizen science for water quality monitoring and management in KwaZulu-Natal

Citizen science for water quality monitoring and management in KwaZulu-Natal

... record data due to their involvement in other farming initiatives (Zemadim, et ...water science knowledge that helps them to trace and understand the causes of ...The science knowledge stays with ...

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Data Quality of Citizen Science Observations of Organisms: Plausibility Estimation Based on Volunteered Geographic Information Context

Data Quality of Citizen Science Observations of Organisms: Plausibility Estimation Based on Volunteered Geographic Information Context

... any data other than the observation data already available in the project in ...local data scarcity as far as possible, and will work also for a candidate observation which has no previous ...

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Designing online species identification tools for biological recording : the impact on data quality and citizen science learning

Designing online species identification tools for biological recording : the impact on data quality and citizen science learning

... and quality of learning processes underlying species identification tasks, by comparing three digital interfaces designed to identify bumblebee ...and quality of learning were dependent upon the interface ...

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Enhancing the Quality and Trust of Citizen Science Data. Abdul Alabri eresearch Lab School of ITEE, UQ

Enhancing the Quality and Trust of Citizen Science Data. Abdul Alabri eresearch Lab School of ITEE, UQ

... malicious data Trust: address the low level of trust associated with citizen science data as perceived by the scientific community; ways to measure trust, display explicitly and take into ...

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Quantifying data quality in a citizen science monitoring program: False negatives, false positives and occupancy trends

Quantifying data quality in a citizen science monitoring program: False negatives, false positives and occupancy trends

... case-study, quality control is carried out when data is reported by volunteers; dubious reports for rare species were double-checked and excluded from the dataset if considered ...

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The Future of Citizen Science

The Future of Citizen Science

... Earth. Science has been sustained by many people and across time—by the ancient Greeks, Chinese, Arabs, and so ...the quality of their data because so often they approach issues without the longer ...

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Gaming for (Citizen) Science

Gaming for (Citizen) Science

... include data collection systems that can provide an aggregate view of who uses these games, their interests, and their patterns of ...of data can provide valuable information about sign-ups, retention, ...

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Hybrid Expert Ensembles for Identifying Unreliable Data in Citizen Science

Hybrid Expert Ensembles for Identifying Unreliable Data in Citizen Science

... on data validation for Project FeederWatch as they re- alised that “to become more widely accepted as valuable research tool, citizen science projects must find ways to ensure that data ...

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The accuracy of farmer-generated data in an agricultural citizen science methodology.

The accuracy of farmer-generated data in an agricultural citizen science methodology.

... in citizen science and crowdsourcing methodologies, involve large numbers of participants and little researcher ...affect data quality, but the “Wisdom of Crowds” principle implies that many ...

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