{"id":"https://openalex.org/W4408826090","doi":"https://doi.org/10.3390/computation13040086","title":"A Machine Learning-Based Computational Methodology for Predicting Acute Respiratory Infections Using Social Media Data","display_name":"A Machine Learning-Based Computational Methodology for Predicting Acute Respiratory Infections Using Social Media Data","publication_year":2025,"publication_date":"2025-03-25","ids":{"openalex":"https://openalex.org/W4408826090","doi":"https://doi.org/10.3390/computation13040086"},"language":"en","primary_location":{"id":"doi:10.3390/computation13040086","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13040086","pdf_url":"https://www.mdpi.com/2079-3197/13/4/86/pdf?version=1742896652","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"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":"Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-3197/13/4/86/pdf?version=1742896652","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092264164","display_name":"Jos\u00e9 Manuel Ramos-Varela","orcid":"https://orcid.org/0000-0001-5682-9908"},"institutions":[{"id":"https://openalex.org/I196664497","display_name":"Autonomous University of San Luis Potos\u00ed","ror":"https://ror.org/000917t60","country_code":"MX","type":"education","lineage":["https://openalex.org/I196664497"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jose Manuel Ramos-Varela","raw_affiliation_strings":["Engineering Faculty, Universidad Aut\u00f3noma de San Luis Potos\u00ed (UASLP), Zona Universitaria, Av. Dr. Manuel Nava No. 8, San Luis Potosi 78290, Mexico"],"raw_orcid":"https://orcid.org/0000-0001-5682-9908","affiliations":[{"raw_affiliation_string":"Engineering Faculty, Universidad Aut\u00f3noma de San Luis Potos\u00ed (UASLP), Zona Universitaria, Av. Dr. Manuel Nava No. 8, San Luis Potosi 78290, Mexico","institution_ids":["https://openalex.org/I196664497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053767366","display_name":"Juan C. Cuevas\u2010Tello","orcid":"https://orcid.org/0000-0002-7566-0412"},"institutions":[{"id":"https://openalex.org/I196664497","display_name":"Autonomous University of San Luis Potos\u00ed","ror":"https://ror.org/000917t60","country_code":"MX","type":"education","lineage":["https://openalex.org/I196664497"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Juan C. Cuevas-Tello","raw_affiliation_strings":["Engineering Faculty, Universidad Aut\u00f3noma de San Luis Potos\u00ed (UASLP), Zona Universitaria, Av. Dr. Manuel Nava No. 8, San Luis Potosi 78290, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-7566-0412","affiliations":[{"raw_affiliation_string":"Engineering Faculty, Universidad Aut\u00f3noma de San Luis Potos\u00ed (UASLP), Zona Universitaria, Av. Dr. Manuel Nava No. 8, San Luis Potosi 78290, Mexico","institution_ids":["https://openalex.org/I196664497"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036597760","display_name":"Daniel E. Noyola","orcid":null},"institutions":[{"id":"https://openalex.org/I196664497","display_name":"Autonomous University of San Luis Potos\u00ed","ror":"https://ror.org/000917t60","country_code":"MX","type":"education","lineage":["https://openalex.org/I196664497"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Daniel E. Noyola","raw_affiliation_strings":["Research Center in Health Sciences and Biomedicine, Universidad Aut\u00f3noma de San Luis Potos\u00ed (UASLP), Av. Sierra Leona 550, San Luis Potosi 78210, Mexico"],"raw_orcid":"https://orcid.org/0000-0002-4840-6742","affiliations":[{"raw_affiliation_string":"Research Center in Health Sciences and Biomedicine, Universidad Aut\u00f3noma de San Luis Potos\u00ed (UASLP), Av. Sierra Leona 550, San Luis Potosi 78210, Mexico","institution_ids":["https://openalex.org/I196664497"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5053767366"],"corresponding_institution_ids":["https://openalex.org/I196664497"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08204944,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"4","first_page":"86","last_page":"86"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9955000281333923,"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"}},"topics":[{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9955000281333923,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9887999892234802,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.9666000008583069,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.681328296661377},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.623655378818512},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5096030235290527},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48957785964012146},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.10988026857376099}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.681328296661377},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.623655378818512},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5096030235290527},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48957785964012146},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.10988026857376099}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computation13040086","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13040086","pdf_url":"https://www.mdpi.com/2079-3197/13/4/86/pdf?version=1742896652","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"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":"Computation","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:71add494e57948f786559226b545b780","is_oa":true,"landing_page_url":"https://doaj.org/article/71add494e57948f786559226b545b780","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":"Computation, Vol 13, Iss 4, p 86 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computation13040086","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13040086","pdf_url":"https://www.mdpi.com/2079-3197/13/4/86/pdf?version=1742896652","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"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":"Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4408826090.pdf"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1614298861","https://openalex.org/W1961375973","https://openalex.org/W1965979587","https://openalex.org/W1978827654","https://openalex.org/W2025733776","https://openalex.org/W2051964273","https://openalex.org/W2077550371","https://openalex.org/W2104923010","https://openalex.org/W2112994713","https://openalex.org/W2202042777","https://openalex.org/W2612560394","https://openalex.org/W2748209393","https://openalex.org/W2754000910","https://openalex.org/W2772780441","https://openalex.org/W2896457183","https://openalex.org/W2923378989","https://openalex.org/W2970434820","https://openalex.org/W2974087526","https://openalex.org/W2976542150","https://openalex.org/W2980994438","https://openalex.org/W3037192120","https://openalex.org/W3039050487","https://openalex.org/W3042623101","https://openalex.org/W3046702053","https://openalex.org/W3107764968","https://openalex.org/W3108092170","https://openalex.org/W3152503596","https://openalex.org/W4307412593","https://openalex.org/W4310281461","https://openalex.org/W4312223570","https://openalex.org/W4318567169","https://openalex.org/W4321748662","https://openalex.org/W4367668773","https://openalex.org/W4385245566","https://openalex.org/W4385452338","https://openalex.org/W4386031572","https://openalex.org/W4391815726","https://openalex.org/W4392003084","https://openalex.org/W4392094056","https://openalex.org/W4392563148","https://openalex.org/W4392799928","https://openalex.org/W4396854228","https://openalex.org/W4400158230","https://openalex.org/W4403807883","https://openalex.org/W4404620758","https://openalex.org/W6636510571","https://openalex.org/W6739901393","https://openalex.org/W6780872688","https://openalex.org/W6846797396","https://openalex.org/W6852249156","https://openalex.org/W6862267241","https://openalex.org/W6867054396"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"We":[0],"study":[1],"the":[2,77,86,117,122,163,169,185,198],"relationship":[3],"between":[4,72],"tweets":[5,66,141,191],"referencing":[6],"Acute":[7],"Respiratory":[8],"Infections":[9],"(ARI)":[10],"or":[11],"COVID-19":[12,154],"symptoms":[13],"and":[14,28,61,74,98,105],"confirmed":[15,57,148],"cases":[16,58,149],"of":[17,59,79,95,135,146,165,188],"these":[18],"diseases.":[19],"Additionally,":[20],"we":[21],"propose":[22],"a":[23,46,195],"computational":[24],"methodology":[25,92],"for":[26,131,172,177],"selecting":[27],"applying":[29],"Machine":[30],"Learning":[31],"(ML)":[32],"algorithms":[33,130],"to":[34,55,68,143],"predict":[35,56],"public":[36],"health":[37],"indicators":[38],"using":[39],"social":[40],"media":[41],"data.":[42],"To":[43],"achieve":[44],"this,":[45],"novel":[47],"pipeline":[48],"was":[49],"developed,":[50],"integrating":[51],"three":[52,96],"distinct":[53],"models":[54],"ARI":[60,147],"COVID-19.":[62],"The":[63,91,110,158],"dataset":[64],"contains":[65],"related":[67],"respiratory":[69],"diseases,":[70],"published":[71],"2020":[73,189],"2022":[75],"in":[76,184],"state":[78],"San":[80],"Luis":[81],"Potos\u00ed,":[82],"Mexico,":[83],"obtained":[84],"via":[85],"Twitter":[87],"API":[88],"(now":[89],"X).":[90],"is":[93,139,162,202],"composed":[94],"stages,":[97],"it":[99],"involves":[100],"tools":[101],"such":[102],"as":[103,194],"Dataiku":[104],"Python":[106],"with":[107,168],"ML":[108],"libraries.":[109],"first":[111],"two":[112],"stages":[113],"focuses":[114],"on":[115],"identifying":[116],"best-performing":[118,159],"predictive":[119],"models,":[120],"while":[121],"third":[123],"stage":[124],"includes":[125],"Natural":[126],"Language":[127],"Processing":[128],"(NLP)":[129],"tweet":[132,173],"selection.":[133,174],"One":[134],"our":[136],"key":[137],"findings":[138],"that":[140],"contributed":[142],"improved":[144,181],"predictions":[145,176],"but":[150],"did":[151],"not":[152],"enhance":[153],"time":[155,179],"series":[156,180],"predictions.":[157],"NLP":[160],"approach":[161],"combination":[164],"Word2Vec":[166],"algorithm":[167,201],"KMeans":[170],"model":[171],"Furthermore,":[175],"both":[178],"by":[182],"3%":[183],"second":[186],"half":[187],"when":[190],"were":[192],"included":[193],"feature,":[196],"where":[197],"best":[199],"prediction":[200],"DeepAR.":[203]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
