{"id":"https://openalex.org/W3208365828","doi":"https://doi.org/10.1145/3472813.3472814","title":"Evaluation of Applied Machine Learning for Health Misinformation Detection via Survey of Medical Professionals on Controversial Topics in Pediatrics","display_name":"Evaluation of Applied Machine Learning for Health Misinformation Detection via Survey of Medical Professionals on Controversial Topics in Pediatrics","publication_year":2021,"publication_date":"2021-05-14","ids":{"openalex":"https://openalex.org/W3208365828","doi":"https://doi.org/10.1145/3472813.3472814","mag":"3208365828"},"language":"en","primary_location":{"id":"doi:10.1145/3472813.3472814","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3472813.3472814","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 5th International Conference on Medical and Health Informatics","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012252100","display_name":"Hamman Samuel","orcid":"https://orcid.org/0000-0002-3053-6047"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Hamman Samuel","raw_affiliation_strings":["University of Alberta,Canada, Canada"],"affiliations":[{"raw_affiliation_string":"University of Alberta,Canada, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053745515","display_name":"Osmar R. Za\u0131\u0308ane","orcid":"https://orcid.org/0000-0002-0060-5988"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Osmar Zaiane","raw_affiliation_strings":["University of Alberta,Canada, Canada"],"affiliations":[{"raw_affiliation_string":"University of Alberta,Canada, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083005870","display_name":"Fran\u00e7ois V. Bolduc","orcid":"https://orcid.org/0000-0002-6109-5467"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Francois Bolduc","raw_affiliation_strings":["University of Alberta,Canada, Canada"],"affiliations":[{"raw_affiliation_string":"University of Alberta,Canada, Canada","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5012252100"],"corresponding_institution_ids":["https://openalex.org/I154425047"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26040093,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9648000001907349,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/misinformation","display_name":"Misinformation","score":0.9484570026397705},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6322320103645325},{"id":"https://openalex.org/keywords/crowdsourcing","display_name":"Crowdsourcing","score":0.6205652356147766},{"id":"https://openalex.org/keywords/health-professionals","display_name":"Health professionals","score":0.47681304812431335},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4260631799697876},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.4250113070011139},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4070967435836792},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.4068090617656708},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.34437239170074463},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.33406034111976624},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.2585884928703308},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1632581353187561},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.15831178426742554},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14487367868423462}],"concepts":[{"id":"https://openalex.org/C2776990098","wikidata":"https://www.wikidata.org/wiki/Q13579947","display_name":"Misinformation","level":2,"score":0.9484570026397705},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6322320103645325},{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.6205652356147766},{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.47681304812431335},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4260631799697876},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.4250113070011139},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4070967435836792},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.4068090617656708},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.34437239170074463},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.33406034111976624},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.2585884928703308},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1632581353187561},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.15831178426742554},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14487367868423462},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3472813.3472814","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3472813.3472814","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 5th International Conference on Medical and Health Informatics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W569265365","https://openalex.org/W875724277","https://openalex.org/W1573569790","https://openalex.org/W2014739081","https://openalex.org/W2150838562","https://openalex.org/W2162516365","https://openalex.org/W2189472871","https://openalex.org/W2476813931","https://openalex.org/W2963921497","https://openalex.org/W4205184193"],"related_works":["https://openalex.org/W3032998312","https://openalex.org/W135177976","https://openalex.org/W4384486036","https://openalex.org/W3197131596","https://openalex.org/W1503094549","https://openalex.org/W4390616380","https://openalex.org/W4388666321","https://openalex.org/W4205914924","https://openalex.org/W2337920774","https://openalex.org/W2417785652"],"abstract_inverted_index":{"In":[0],"this":[1,85,150],"research,":[2],"we":[3,51],"present":[4],"an":[5],"evaluation":[6,151],"of":[7,12,56,70,94,117,145,181],"a":[8,37,81,88],"system":[9,20],"for":[10,143,155],"detection":[11],"health":[13,131],"misinformation":[14,132],"using":[15,156],"applied":[16],"machine":[17],"learning.":[18],"The":[19,106,123],"incorporates":[21],"computing":[22],"automation,":[23],"information":[24],"retrieval,":[25],"and":[26,65,102,178],"natural":[27],"language":[28],"processing":[29],"in":[30,59,76,165],"conjunction":[31],"with":[32,61,120,130,167],"evidence-based":[33],"medicine":[34],"to":[35],"generate":[36],"veracity":[38,54,93,163],"score":[39],"based":[40],"on":[41,91,173],"consensus":[42,138],"from":[43,73],"trusted":[44],"medical":[45,74,95,103,118,141],"knowledge":[46],"bases.":[47],"For":[48],"our":[49,62,98,110],"study,":[50],"pre-computed":[52],"the":[53,77,92,127,140,146,162],"scores":[55],"controversial":[57,147],"topics":[58,72],"pediatrics":[60],"proposed":[63,99],"system,":[64],"then":[66],"also":[67,125],"solicited":[68],"evaluations":[69],"these":[71],"professionals":[75,142],"neurodevelopmental":[78],"field":[79],"via":[80],"quantitative":[82],"survey.":[83],"Hence,":[84],"work":[86],"provides":[87],"double-blind":[89],"comparison":[90],"claims":[96],"between":[97],"system's":[100,111],"results":[101,107,154],"professionals'":[104],"responses.":[105],"showed":[108],"that":[109,171],"automated":[112],"assessment":[113],"matched":[114],"professional":[115],"opinions":[116],"personnel":[119],"80%":[121],"precision.":[122],"survey":[124],"demonstrated":[126],"inherent":[128],"challenge":[129],"detection,":[133],"as":[134,161],"there":[135],"was":[136],"no":[137],"among":[139],"50%":[144],"statements.":[148],"Nevertheless,":[149],"shows":[152],"promising":[153],"objective":[157],"trust":[158,169],"metrics":[159,170],"such":[160],"score,":[164],"contrast":[166],"subjective":[168],"rely":[172],"potentially":[174],"biased":[175],"crowdsourcing,":[176],"ratings,":[177],"pre-trained":[179],"labelling":[180],"data.":[182]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
