{"id":"https://openalex.org/W4322774690","doi":"https://doi.org/10.3390/rs15051407","title":"Use-Specific Considerations for Optimising Data Quality Trade-Offs in Citizen Science: Recommendations from a Targeted Literature Review to Improve the Usability and Utility for the Calibration and Validation of Remotely Sensed Products","display_name":"Use-Specific Considerations for Optimising Data Quality Trade-Offs in Citizen Science: Recommendations from a Targeted Literature Review to Improve the Usability and Utility for the Calibration and Validation of Remotely Sensed Products","publication_year":2023,"publication_date":"2023-03-02","ids":{"openalex":"https://openalex.org/W4322774690","doi":"https://doi.org/10.3390/rs15051407"},"language":"en","primary_location":{"id":"doi:10.3390/rs15051407","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15051407","pdf_url":"https://www.mdpi.com/2072-4292/15/5/1407/pdf?version=1677749855","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/15/5/1407/pdf?version=1677749855","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069601464","display_name":"Alice Schacher","orcid":null},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Alice Schacher","raw_affiliation_strings":["Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia"],"affiliations":[{"raw_affiliation_string":"Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050508696","display_name":"Erin Roger","orcid":"https://orcid.org/0000-0002-9671-132X"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Erin Roger","raw_affiliation_strings":["Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia"],"affiliations":[{"raw_affiliation_string":"Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043289982","display_name":"Kristen J. Williams","orcid":"https://orcid.org/0000-0002-7324-5880"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kristen J. Williams","raw_affiliation_strings":["Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia"],"affiliations":[{"raw_affiliation_string":"Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062620198","display_name":"M Stenson","orcid":"https://orcid.org/0000-0002-3162-4823"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Matthew P. Stenson","raw_affiliation_strings":["Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia"],"affiliations":[{"raw_affiliation_string":"Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia","institution_ids":["https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016734466","display_name":"Ben Sparrow","orcid":"https://orcid.org/0000-0003-2566-1895"},"institutions":[{"id":"https://openalex.org/I4210140832","display_name":"Terrestrial Ecosystem Research Network","ror":"https://ror.org/03wxseg04","country_code":"AU","type":"facility","lineage":["https://openalex.org/I4210140832"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ben Sparrow","raw_affiliation_strings":["The Terrestrial Ecosystem Research Network, Adelaide, SA 5005, Australia"],"affiliations":[{"raw_affiliation_string":"The Terrestrial Ecosystem Research Network, Adelaide, SA 5005, Australia","institution_ids":["https://openalex.org/I4210140832"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084324686","display_name":"Justine Lacey","orcid":"https://orcid.org/0000-0002-7559-0143"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Justine Lacey","raw_affiliation_strings":["Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia"],"affiliations":[{"raw_affiliation_string":"Commonwealth Scientific & Industrial Research Organisation (CSIRO), Canberra, ACT 2601, Australia","institution_ids":["https://openalex.org/I1292875679"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5050508696"],"corresponding_institution_ids":["https://openalex.org/I1292875679"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":5.7042,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.95150281,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"15","issue":"5","first_page":"1407","last_page":"1407"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/citizen-science","display_name":"Citizen science","score":0.8886395692825317},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.6748719215393066},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.6626484990119934},{"id":"https://openalex.org/keywords/quality-assurance","display_name":"Quality assurance","score":0.6527493596076965},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.6101887822151184},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5926698446273804},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.5290664434432983},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5218487977981567},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4506835341453552},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.4118387997150421},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.3567672371864319},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17007628083229065},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.10118690133094788}],"concepts":[{"id":"https://openalex.org/C197352329","wikidata":"https://www.wikidata.org/wiki/Q1093434","display_name":"Citizen science","level":2,"score":0.8886395692825317},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.6748719215393066},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.6626484990119934},{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.6527493596076965},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.6101887822151184},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5926698446273804},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.5290664434432983},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5218487977981567},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4506835341453552},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.4118387997150421},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3567672371864319},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17007628083229065},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.10118690133094788},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C2778618615","wikidata":"https://www.wikidata.org/wiki/Q4008393","display_name":"External quality assessment","level":2,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs15051407","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15051407","pdf_url":"https://www.mdpi.com/2072-4292/15/5/1407/pdf?version=1677749855","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:172f7cd5cc5a449d8b9ff60d42b326d2","is_oa":true,"landing_page_url":"https://doaj.org/article/172f7cd5cc5a449d8b9ff60d42b326d2","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 15, Iss 5, p 1407 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/5/1407/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15051407","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15051407","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15051407","pdf_url":"https://www.mdpi.com/2072-4292/15/5/1407/pdf?version=1677749855","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320386","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4322774690.pdf"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W1528968666","https://openalex.org/W1643013964","https://openalex.org/W1647217187","https://openalex.org/W1885828288","https://openalex.org/W1928568878","https://openalex.org/W1987172718","https://openalex.org/W1993170138","https://openalex.org/W1993918804","https://openalex.org/W2035563469","https://openalex.org/W2040099150","https://openalex.org/W2065167755","https://openalex.org/W2095581768","https://openalex.org/W2111946420","https://openalex.org/W2112565381","https://openalex.org/W2118096631","https://openalex.org/W2148452534","https://openalex.org/W2152608856","https://openalex.org/W2210787233","https://openalex.org/W2266031444","https://openalex.org/W2284343953","https://openalex.org/W2317904177","https://openalex.org/W2344337985","https://openalex.org/W2421533057","https://openalex.org/W2463110810","https://openalex.org/W2477903725","https://openalex.org/W2508165256","https://openalex.org/W2516371674","https://openalex.org/W2542037427","https://openalex.org/W2548118086","https://openalex.org/W2549412929","https://openalex.org/W2557668118","https://openalex.org/W2588169697","https://openalex.org/W2605584899","https://openalex.org/W2751905542","https://openalex.org/W2755078453","https://openalex.org/W2761027789","https://openalex.org/W2774645470","https://openalex.org/W2806047388","https://openalex.org/W2900845839","https://openalex.org/W2908811428","https://openalex.org/W2914886181","https://openalex.org/W2922415599","https://openalex.org/W2937694817","https://openalex.org/W2947615588","https://openalex.org/W2963442672","https://openalex.org/W2967405568","https://openalex.org/W2983062194","https://openalex.org/W2988265617","https://openalex.org/W2989612956","https://openalex.org/W3008153741","https://openalex.org/W3013703348","https://openalex.org/W3023329902","https://openalex.org/W3041528153","https://openalex.org/W3118563087","https://openalex.org/W3136584172","https://openalex.org/W3150748657","https://openalex.org/W3156687674","https://openalex.org/W3158144245","https://openalex.org/W3170449963","https://openalex.org/W3182727879","https://openalex.org/W4232356102","https://openalex.org/W4280537313","https://openalex.org/W4282560234","https://openalex.org/W4293231014","https://openalex.org/W4293313204","https://openalex.org/W6637036679","https://openalex.org/W6648536758","https://openalex.org/W6794271144"],"related_works":["https://openalex.org/W2134020923","https://openalex.org/W2479871838","https://openalex.org/W4379468622","https://openalex.org/W2187546663","https://openalex.org/W2429057255","https://openalex.org/W148745890","https://openalex.org/W2611942503","https://openalex.org/W1437105082","https://openalex.org/W2177870719","https://openalex.org/W2965606979"],"abstract_inverted_index":{"The":[0],"growth":[1],"of":[2,10,67,80,92,119,139,189,204],"citizen":[3,58,190],"science":[4,59,191],"presents":[5,60],"a":[6,61,85,158],"valuable":[7],"potential":[8],"source":[9],"calibration":[11,194],"and":[12,22,25,52,113,145,153,184],"validation":[13],"data":[14,54,70,120,151,155],"for":[15,49,99,187,207],"environmental":[16,213],"remote":[17,210],"sensing":[18,211],"at":[19],"greater":[20,27],"spatial":[21],"temporal":[23],"scales,":[24],"with":[26,209],"cost":[28],"efficiency":[29],"than":[30],"is":[31,72,199],"achievable":[32],"by":[33,96,137],"professional":[34],"in":[35,45,57,123,129,192,212],"situ":[36,46],"reference-data":[37],"collection":[38],"alone.":[39],"However,":[40],"the":[41,78,90,107,111,166],"frequent":[42],"mismatch":[43],"between":[44],"data-quality":[47,93],"requirements":[48],"remote-sensing-product":[50],"development":[51,203],"current":[53],"quality":[55,121],"assurance":[56,122,185],"significant":[62],"challenge":[63],"if":[64],"widespread":[65],"use":[66,188,208],"these":[68,135],"complementary":[69],"sources":[71],"to":[73,115,168,176,200],"be":[74,174],"achieved.":[75],"To":[76,126],"evaluate":[77],"scope":[79],"this":[81],"challenge,":[82],"we":[83,109,133,161],"conducted":[84],"targeted":[86],"literature":[87],"review":[88],"into":[89,102],"nature":[91],"issues":[94],"faced":[95],"citizen-science":[97,124,140,205],"projects":[98,206],"routine":[100],"incorporation":[101],"terrestrial":[103],"environmental-monitoring":[104],"systems.":[105],"From":[106],"literature,":[108],"identify":[110],"challenges":[112],"trade-offs":[114],"inform":[116,177],"best-practice":[117],"implementation":[118],"projects.":[125],"assist":[127],"practitioners":[128],"implementing":[130],"our":[131,163],"findings,":[132],"grouped":[134],"themes":[136],"stage":[138],"project:":[141],"(1)":[142],"program":[143],"planning":[144],"design;":[146],"(2)":[147],"participant":[148],"engagement;":[149],"(3)":[150],"collection;":[152],"(4)":[154],"processing.":[156],"As":[157],"final":[159],"step,":[160],"used":[162,175],"findings":[164],"as":[165],"basis":[167],"formulate":[169],"guiding":[170],"questions":[171],"that":[172],"can":[173],"decision":[178],"making":[179],"when":[180],"choosing":[181],"optimal":[182],"data-quality-improvement":[183],"strategies":[186],"remote-sensing":[193],"and/or":[195],"validation.":[196],"Our":[197],"aim":[198],"enhance":[201],"future":[202],"monitoring.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}