{"id":"https://openalex.org/W2974182410","doi":"https://doi.org/10.1145/3357729.3357748","title":"Estimating Glycemic Impact of Cooking Recipes via Online Crowdsourcing and Machine Learning","display_name":"Estimating Glycemic Impact of Cooking Recipes via Online Crowdsourcing and Machine Learning","publication_year":2019,"publication_date":"2019-11-20","ids":{"openalex":"https://openalex.org/W2974182410","doi":"https://doi.org/10.1145/3357729.3357748","mag":"2974182410"},"language":"en","primary_location":{"id":"doi:10.1145/3357729.3357748","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3357729.3357748","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Conference on Digital Public Health","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1909.07881","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087048918","display_name":"Helena H. Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Helena H. Lee","raw_affiliation_strings":["Singapore Management University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Singapore Management University, Singapore, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049071894","display_name":"Palakorn Achananuparp","orcid":"https://orcid.org/0000-0002-7684-1725"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Palakorn Achananuparp","raw_affiliation_strings":["Singapore Management University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Singapore Management University, Singapore, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100320074","display_name":"Yue Liu","orcid":"https://orcid.org/0000-0002-5593-5917"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yue Liu","raw_affiliation_strings":["Singapore Management University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Singapore Management University, Singapore, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039617569","display_name":"Ee\u2010Peng Lim","orcid":"https://orcid.org/0000-0003-0065-8665"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ee-Peng Lim","raw_affiliation_strings":["Singapore Management University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Singapore Management University, Singapore, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065423139","display_name":"Lav R. Varshney","orcid":"https://orcid.org/0000-0003-2798-5308"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lav R. Varshney","raw_affiliation_strings":["University of Illinois at Urbana-Champaign, Champaign, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign, Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5087048918"],"corresponding_institution_ids":["https://openalex.org/I79891267"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.15663962,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"31","last_page":"35"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10866","display_name":"Nutritional Studies and Diet","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T12016","display_name":"Web Data Mining and Analysis","score":0.963699996471405,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9491999745368958,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/crowdsourcing","display_name":"Crowdsourcing","score":0.8895360231399536},{"id":"https://openalex.org/keywords/glycemic","display_name":"Glycemic","score":0.8312915563583374},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6661468744277954},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6201562285423279},{"id":"https://openalex.org/keywords/glycemic-load","display_name":"Glycemic load","score":0.5700709819793701},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5555887818336487},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5095653533935547},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.47724294662475586},{"id":"https://openalex.org/keywords/glycemic-index","display_name":"Glycemic index","score":0.36528223752975464},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2940991520881653},{"id":"https://openalex.org/keywords/insulin","display_name":"Insulin","score":0.24877774715423584},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11858293414115906},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11507594585418701},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.11410781741142273}],"concepts":[{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.8895360231399536},{"id":"https://openalex.org/C2780473172","wikidata":"https://www.wikidata.org/wiki/Q5572518","display_name":"Glycemic","level":3,"score":0.8312915563583374},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6661468744277954},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6201562285423279},{"id":"https://openalex.org/C2781379145","wikidata":"https://www.wikidata.org/wiki/Q1929014","display_name":"Glycemic load","level":5,"score":0.5700709819793701},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5555887818336487},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5095653533935547},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.47724294662475586},{"id":"https://openalex.org/C2776652674","wikidata":"https://www.wikidata.org/wiki/Q273924","display_name":"Glycemic index","level":4,"score":0.36528223752975464},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2940991520881653},{"id":"https://openalex.org/C2779306644","wikidata":"https://www.wikidata.org/wiki/Q2002370","display_name":"Insulin","level":2,"score":0.24877774715423584},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11858293414115906},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11507594585418701},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.11410781741142273},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3357729.3357748","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3357729.3357748","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Conference on Digital Public Health","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1909.07881","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1909.07881","pdf_url":"https://arxiv.org/pdf/1909.07881","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-5726","is_oa":false,"landing_page_url":"https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=5726&context=sis_research","pdf_url":null,"source":{"id":"https://openalex.org/S4377196871","display_name":"Institutional Knowledge (InK) - Institutional Knowledge at Singapore Management University (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1145/3357729.3357748","raw_type":"Conference Proceeding Article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1909.07881","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1909.07881","pdf_url":"https://arxiv.org/pdf/1909.07881","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W9014458","https://openalex.org/W136732505","https://openalex.org/W1928998679","https://openalex.org/W1936041984","https://openalex.org/W2131744502","https://openalex.org/W2144832958","https://openalex.org/W2153579005","https://openalex.org/W2154359981","https://openalex.org/W2250539671","https://openalex.org/W2480068437","https://openalex.org/W2493916176","https://openalex.org/W2539302589","https://openalex.org/W2583854923","https://openalex.org/W2604325789","https://openalex.org/W2737041163","https://openalex.org/W2768348081","https://openalex.org/W2808080405","https://openalex.org/W2810262433","https://openalex.org/W2950726992","https://openalex.org/W2963997278","https://openalex.org/W3106419143","https://openalex.org/W6728838806"],"related_works":["https://openalex.org/W2068647795","https://openalex.org/W2076069126","https://openalex.org/W2998883427","https://openalex.org/W2096981624","https://openalex.org/W4389007688","https://openalex.org/W4210621897","https://openalex.org/W2102857448","https://openalex.org/W2769584058","https://openalex.org/W2170975834","https://openalex.org/W1951526280"],"abstract_inverted_index":{"Consumption":[0],"of":[1,25,52,78],"diets":[2],"with":[3],"low":[4],"glycemic":[5,27,50],"impact":[6,51],"is":[7,29],"highly":[8],"recommended":[9],"for":[10,72,106],"diabetics":[11],"and":[12,31,44,90],"pre-diabetics":[13],"as":[14],"it":[15],"helps":[16],"maintain":[17],"their":[18],"blood":[19],"glucose":[20],"levels.":[21],"However,":[22],"laboratory":[23],"analysis":[24],"dietary":[26],"potency":[28],"time-consuming":[30],"expensive.":[32],"In":[33],"this":[34],"paper,":[35],"we":[36],"explore":[37],"a":[38,58],"data-driven":[39],"approach":[40],"utilizing":[41],"online":[42],"crowdsourcing":[43],"machine":[45],"learning":[46],"to":[47],"estimate":[48],"the":[49,76,79],"cooking":[53],"recipes.":[54],"We":[55],"show":[56],"that":[57],"commonly":[59],"used":[60],"healthiness":[61],"metric":[62],"may":[63],"not":[64],"always":[65],"be":[66],"effective":[67],"in":[68],"determining":[69],"recipes":[70,102],"suitable":[71],"diabetics,":[73],"thus":[74],"emphasizing":[75],"importance":[77],"glycemic-impact":[80],"estimation":[81],"task.":[82],"Our":[83],"best":[84],"classification":[85],"model,":[86],"trained":[87],"on":[88],"nutritional":[89],"crowdsourced":[91],"data":[92],"obtained":[93],"from":[94],"Amazon":[95],"Mechanical":[96],"Turk":[97],"(AMT),":[98],"can":[99],"accurately":[100],"identify":[101],"which":[103],"are":[104],"unhealthful":[105],"diabetics.":[107]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}