{"id":"https://openalex.org/W7225318295","doi":"https://doi.org/10.1002/qre.70483","title":"Role and Relevance of Data Analytics in Beverage and Brewing Industry","display_name":"Role and Relevance of Data Analytics in Beverage and Brewing Industry","publication_year":2026,"publication_date":"2026-11-05","ids":{"openalex":"https://openalex.org/W7225318295","doi":"https://doi.org/10.1002/qre.70483"},"language":"en","primary_location":{"id":"doi:10.1002/qre.70483","doi":"https://doi.org/10.1002/qre.70483","is_oa":true,"landing_page_url":"https://doi.org/10.1002/qre.70483","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/qre.70483","source":{"id":"https://openalex.org/S165633816","display_name":"Quality and Reliability Engineering International","issn_l":"0748-8017","issn":["0748-8017","1099-1638"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quality and Reliability Engineering International","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/qre.70483","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048013324","display_name":"Erika Francesch-Domenech","orcid":"https://orcid.org/0009-0001-1314-0497","observed_orcids":["https://orcid.org/0009-0001-1314-0497"]},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Erika Francesch\u2010Domenech","raw_affiliation_strings":["CITIC, Grupo MODES, Departamento de Matem\u00e1ticas, Escola Polit\u00e9cnica de Enxe\u00f1ar\u00eda de Ferrol Universidade da Coru\u00f1a Ferrol Spain","Corporaci\u00f3n Hijos de Rivera S.A.U. A Coru\u00f1a Spain"],"raw_orcid":"https://orcid.org/0009-0001-1314-0497","affiliations":[{"raw_affiliation_string":"CITIC, Grupo MODES, Departamento de Matem\u00e1ticas, Escola Polit\u00e9cnica de Enxe\u00f1ar\u00eda de Ferrol Universidade da Coru\u00f1a Ferrol Spain","institution_ids":["https://openalex.org/I11019714"]},{"raw_affiliation_string":"Corporaci\u00f3n Hijos de Rivera S.A.U. A Coru\u00f1a Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160823507","display_name":"Ana Isabel Fernandez\u2010Calvi\u00f1o","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ana Isabel Fernandez\u2010Calvi\u00f1o","raw_affiliation_strings":["Corporaci\u00f3n Hijos de Rivera S.A.U. A Coru\u00f1a Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Corporaci\u00f3n Hijos de Rivera S.A.U. A Coru\u00f1a Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160843427","display_name":"Salvador Naya\u2010Fern\u00e1ndez","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Salvador Naya\u2010Fern\u00e1ndez","raw_affiliation_strings":["CITIC, Grupo MODES, Departamento de Matem\u00e1ticas, Escola Polit\u00e9cnica de Enxe\u00f1ar\u00eda de Ferrol Universidade da Coru\u00f1a Ferrol Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CITIC, Grupo MODES, Departamento de Matem\u00e1ticas, Escola Polit\u00e9cnica de Enxe\u00f1ar\u00eda de Ferrol Universidade da Coru\u00f1a Ferrol Spain","institution_ids":["https://openalex.org/I11019714"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012374231","display_name":"Javier Tarr\u00edo\u2010Saavedra","orcid":"https://orcid.org/0000-0002-9584-127X","observed_orcids":["https://orcid.org/0000-0002-9584-127X"]},"institutions":[{"id":"https://openalex.org/I11019714","display_name":"Universidade da Coru\u00f1a","ror":"https://ror.org/01qckj285","country_code":"ES","type":"education","lineage":["https://openalex.org/I11019714"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Tarr\u00edo\u2010Saavedra","raw_affiliation_strings":["CITIC, Grupo MODES, Departamento de Matem\u00e1ticas, Escola Polit\u00e9cnica de Enxe\u00f1ar\u00eda de Ferrol Universidade da Coru\u00f1a Ferrol Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CITIC, Grupo MODES, Departamento de Matem\u00e1ticas, Escola Polit\u00e9cnica de Enxe\u00f1ar\u00eda de Ferrol Universidade da Coru\u00f1a Ferrol Spain","institution_ids":["https://openalex.org/I11019714"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5160843427"],"corresponding_institution_ids":["https://openalex.org/I11019714"],"apc_list":{"value":4550,"currency":"USD","value_usd":4550},"apc_paid":{"value":4550,"currency":"USD","value_usd":4550},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.7432000041007996,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.7432000041007996,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.09640000015497208,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.04960000142455101,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/alcoholic-beverage-production","display_name":"alcoholic beverage production","score":0.9300000071525574},{"id":"https://openalex.org/keywords/statistical-process-control","display_name":"statistical process control","score":0.9200000166893005},{"id":"https://openalex.org/keywords/multivariate-statistical-process-control","display_name":"multivariate statistical process control","score":0.9150000214576721},{"id":"https://openalex.org/keywords/process-monitoring","display_name":"process monitoring","score":0.5960000157356262},{"id":"https://openalex.org/keywords/quality-prediction","display_name":"quality prediction","score":0.6669999957084656},{"id":"https://openalex.org/keywords/fermentation-monitoring","display_name":"fermentation monitoring","score":0.7720000147819519},{"id":"https://openalex.org/keywords/product-characterization","display_name":"product characterization","score":0.7289999723434448},{"id":"https://openalex.org/keywords/predictive-modeling","display_name":"predictive modeling","score":0.8270000219345093},{"id":"https://openalex.org/keywords/chemometrics","display_name":"chemometrics","score":0.6259999871253967},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.7549999952316284},{"id":"https://openalex.org/keywords/wine-research","display_name":"wine research","score":0.4009999930858612}],"concepts":[{"id":"https://openalex.org/C39699697","wikidata":"https://www.wikidata.org/wiki/Q869095","display_name":"Brewing","level":3,"score":0.8521000146865845},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6082000136375427},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5293999910354614},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.48539999127388},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.48420000076293945},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4659999907016754},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.45500001311302185},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.43220001459121704},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.41780000925064087},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.4097999930381775},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.3725999891757965},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.35510000586509705},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.35420000553131104},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3409000039100647},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.30379998683929443},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.2994000017642975},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2971999943256378},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.2971000075340271},{"id":"https://openalex.org/C70388272","wikidata":"https://www.wikidata.org/wiki/Q5968558","display_name":"IBM","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.27950000762939453},{"id":"https://openalex.org/C19351080","wikidata":"https://www.wikidata.org/wiki/Q1395034","display_name":"New product development","level":2,"score":0.2605000138282776},{"id":"https://openalex.org/C105345328","wikidata":"https://www.wikidata.org/wiki/Q206276","display_name":"Citation analysis","level":3,"score":0.2556000053882599},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.25369998812675476}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/qre.70483","doi":"https://doi.org/10.1002/qre.70483","is_oa":true,"landing_page_url":"https://doi.org/10.1002/qre.70483","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/qre.70483","source":{"id":"https://openalex.org/S165633816","display_name":"Quality and Reliability Engineering International","issn_l":"0748-8017","issn":["0748-8017","1099-1638"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quality and Reliability Engineering International","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1002/qre.70483","doi":"https://doi.org/10.1002/qre.70483","is_oa":true,"landing_page_url":"https://doi.org/10.1002/qre.70483","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/qre.70483","source":{"id":"https://openalex.org/S165633816","display_name":"Quality and Reliability Engineering International","issn_l":"0748-8017","issn":["0748-8017","1099-1638"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quality and Reliability Engineering International","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G136151964","display_name":null,"funder_award_id":"PID2023-147127OB-I00","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G1496055848","display_name":null,"funder_award_id":"ED431C","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G1648409450","display_name":null,"funder_award_id":"ED431C 2020/14","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G183999818","display_name":null,"funder_award_id":"ED431C-2020/14","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G1855990336","display_name":null,"funder_award_id":".13039/501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G2101823","display_name":null,"funder_award_id":"ED431C2024/014","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G2309174360","display_name":null,"funder_award_id":"10.13039","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G252646220","display_name":null,"funder_award_id":"MICIU/ AEI /10.13039/501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G3518538256","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G3876637791","display_name":null,"funder_award_id":"ED431G","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G430777504","display_name":null,"funder_award_id":"10.13039/501100011033/","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G5421974903","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G6313891114","display_name":null,"funder_award_id":"ED431G2023/01","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G6626929810","display_name":null,"funder_award_id":"PID2023-147127OB-I00","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G745419941","display_name":null,"funder_award_id":"PID2023","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G99296377","display_name":null,"funder_award_id":"/AEI/10.13039/ 501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":null},{"id":"https://openalex.org/F4320326655","display_name":"Xunta de Galicia","ror":"https://ror.org/0181xnw06"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":"https://ror.org/003x0zc53"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225318295.pdf","grobid_xml":"https://content.openalex.org/works/W7225318295.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W1124708747","https://openalex.org/W1503479763","https://openalex.org/W1531974199","https://openalex.org/W1970859146","https://openalex.org/W1974898857","https://openalex.org/W1978994389","https://openalex.org/W1999935041","https://openalex.org/W2003366232","https://openalex.org/W2005207065","https://openalex.org/W2010148110","https://openalex.org/W2014838676","https://openalex.org/W2021062500","https://openalex.org/W2029047301","https://openalex.org/W2029878423","https://openalex.org/W2046570755","https://openalex.org/W2049105297","https://openalex.org/W2049991652","https://openalex.org/W2053279272","https://openalex.org/W2065917713","https://openalex.org/W2074466695","https://openalex.org/W2083804755","https://openalex.org/W2091110954","https://openalex.org/W2091841604","https://openalex.org/W2092030951","https://openalex.org/W2099650558","https://openalex.org/W2102963915","https://openalex.org/W2106588364","https://openalex.org/W2108680868","https://openalex.org/W2131681506","https://openalex.org/W2133762098","https://openalex.org/W2142616568","https://openalex.org/W2153947402","https://openalex.org/W2163783967","https://openalex.org/W2295598076","https://openalex.org/W2313204608","https://openalex.org/W2502996442","https://openalex.org/W2738742344","https://openalex.org/W2755950973","https://openalex.org/W2766390436","https://openalex.org/W2781606968","https://openalex.org/W2784266083","https://openalex.org/W2793294044","https://openalex.org/W2799320108","https://openalex.org/W2888807855","https://openalex.org/W2897249806","https://openalex.org/W2914715614","https://openalex.org/W2943016799","https://openalex.org/W2953418513","https://openalex.org/W3016142745","https://openalex.org/W3021448944","https://openalex.org/W3036880240","https://openalex.org/W3091926176","https://openalex.org/W3106652425","https://openalex.org/W3119734022","https://openalex.org/W3121158818","https://openalex.org/W3133075728","https://openalex.org/W3134693701","https://openalex.org/W3137875885","https://openalex.org/W3160856016","https://openalex.org/W3180244043","https://openalex.org/W3207785227","https://openalex.org/W3208054765","https://openalex.org/W4230065791","https://openalex.org/W4254687493","https://openalex.org/W4308902188","https://openalex.org/W4391175918","https://openalex.org/W4393201001","https://openalex.org/W4399582293","https://openalex.org/W4400016680","https://openalex.org/W4400767719","https://openalex.org/W4402851723","https://openalex.org/W4403629087","https://openalex.org/W4404297397","https://openalex.org/W4404625600","https://openalex.org/W4406796271","https://openalex.org/W4408614349","https://openalex.org/W4408860072","https://openalex.org/W4410091184","https://openalex.org/W4416334826"],"related_works":["https://openalex.org/W2980759455","https://openalex.org/W1545380684","https://openalex.org/W7165566688","https://openalex.org/W6941940951","https://openalex.org/W4405534140","https://openalex.org/W572575417","https://openalex.org/W7120304524","https://openalex.org/W7147587861","https://openalex.org/W4387775063","https://openalex.org/W7220961741"],"abstract_inverted_index":{"ABSTRACT":[0],"The":[1,42,103,128,235,286],"digitalization":[2],"of":[3,45,84,94,105,141,153,222,242,251,266,272,292],"alcoholic\u2010beverage":[4,58],"production":[5,59],"has":[6],"generated":[7],"data\u2010rich":[8],"environments,":[9],"but":[10,149],"the":[11,51,92,118,142,207,220,269,293],"indexed":[12,90],"literature":[13,53,296],"does":[14,217,279],"not":[15,218,246,280,313],"clearly":[16],"distinguish":[17,66],"prediction\u2010oriented":[18],"analytics":[19,56],"from":[20,61,302],"methods":[21],"designed":[22],"for":[23,96,109,139,319],"continuous":[24,303],"statistical":[25],"process":[26,167,182,273,304],"surveillance.":[27],"This":[28,211],"review":[29],"examines":[30],"that":[31,297],"distinction":[32],"in":[33,57,91,126,206],"brewing":[34,73,145,209],"while":[35],"avoiding":[36],"inferences":[37],"about":[38],"undocumented":[39],"industrial":[40,223,252,284],"adoption.":[41,253],"primary":[43],"objective":[44],"this":[46,77],"study":[47],"is":[48,238,259,288,310,312],"to":[49,65],"map":[50],"academic":[52,243,294],"on":[54],"data":[55],"and,":[60],"a":[62,81,131,147,248,263,289],"quality\u2010engineering":[63],"perspective,":[64],"product\u2010characterization,":[67],"prediction/optimization,":[68],"and":[69,88,114,117,166,171,176,181,184,187,193,216,275,300,311,315],"process\u2010surveillance":[70],"roles":[71,271],"within":[72],"research.":[74,322],"To":[75],"address":[76],"objective,":[78],"we":[79],"conducted":[80],"bibliometric":[82,119,236],"analysis":[83,120],"5691":[85],"journal":[86],"articles":[87],"reviews":[89],"Web":[93,104],"Science":[95,106],"1936\u20132025,":[97],"obtained":[98],"after":[99],"screening":[100],"5722":[101],"records.":[102],"was":[107,121],"selected":[108],"its":[110],"standardized":[111],"citation":[112],"metadata":[113],"export":[115],"structure,":[116],"complemented":[122],"by":[123,229],"descriptive":[124],"analyses":[125],"R.":[127],"results":[129],"reveal":[130],"markedly":[132],"uneven":[133],"research":[134],"landscape:":[135],"wine\u2010related":[136],"studies":[137,201],"account":[138],"52%":[140],"corpus,":[143],"whereas":[144],"represents":[146],"smaller":[148],"still":[150],"substantial":[151],"subset":[152],"947":[154],"publications.":[155],"Within":[156],"brewing,":[157],"five":[158],"main":[159],"thematic":[160],"areas":[161],"are":[162],"identified:":[163],"fermentation":[164],"monitoring":[165,274,321],"dynamics,":[168],"product":[169],"characterization":[170,299],"quality":[172,276],"differentiation,":[173],"microbiological":[174],"stability":[175],"spoilage":[177],"detection,":[178],"predictive":[179],"modelling":[180],"optimization,":[183],"ingredient":[185],"innovation":[186],"formulation":[188],"development.":[189],"Although":[190],"chemometrics,":[191],"spectroscopy,":[192],"machine\u2010learning":[194],"approaches":[195],"have":[196],"expanded":[197],"rapidly,":[198],"explicit":[199],"SPC/MSPC\u2010oriented":[200],"remain":[202],"comparatively":[203],"less":[204],"visible":[205],"retrieved":[208],"literature.":[210],"finding":[212],"concerns":[213],"publication":[214,244],"visibility":[215],"establish":[219],"level":[221],"adoption,":[224],"which":[225],"may":[226],"be":[227],"obscured":[228],"proprietary":[230],"practice":[231],"or":[232,283],"alternative":[233],"terminology.":[234],"evidence":[237,241],"interpreted":[239],"as":[240,247,262],"visibility,":[245],"direct":[249],"measure":[250],"A":[254],"fully":[255],"synthetic":[256],"MSPC\u2013ML":[257],"example":[258],"included":[260],"solely":[261],"reproducible":[264],"proof":[265],"concept":[267],"illustrating":[268],"complementary":[270],"prediction;":[277],"it":[278],"constitute":[281],"experimental":[282],"validation.":[285],"contribution":[287],"critical":[290],"mapping":[291],"brewing\u2010analytics":[295],"separates":[298],"prediction":[301],"surveillance,":[305],"identifies":[306],"where":[307],"SPC/MSPC":[308],"terminology":[309],"visible,":[314],"defines":[316],"methodological":[317],"priorities":[318],"interpretable":[320]},"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-11-06T00:00:00"}