{"id":"https://openalex.org/W4283734711","doi":"https://doi.org/10.3233/shti220729","title":"Using Machine Learning to Identify No-Show Telemedicine Encounters in a New York City Hospital","display_name":"Using Machine Learning to Identify No-Show Telemedicine Encounters in a New York City Hospital","publication_year":2022,"publication_date":"2022-06-29","ids":{"openalex":"https://openalex.org/W4283734711","doi":"https://doi.org/10.3233/shti220729","pmid":"https://pubmed.ncbi.nlm.nih.gov/35773875"},"language":"en","primary_location":{"id":"doi:10.3233/shti220729","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220729","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220729","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220729","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080703401","display_name":"Wanting Cui","orcid":"https://orcid.org/0000-0001-7341-363X"},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Wanting Cui","raw_affiliation_strings":["Icahn School of Medicine at Mount Sinai, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"Icahn School of Medicine at Mount Sinai, New York, NY, USA","institution_ids":["https://openalex.org/I98704320"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086304704","display_name":"Joseph Finkelstein","orcid":"https://orcid.org/0000-0002-8084-7441"},"institutions":[{"id":"https://openalex.org/I98704320","display_name":"Icahn School of Medicine at Mount Sinai","ror":"https://ror.org/04a9tmd77","country_code":"US","type":"education","lineage":["https://openalex.org/I1320796813","https://openalex.org/I98704320"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Finkelstein","raw_affiliation_strings":["Icahn School of Medicine at Mount Sinai, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"Icahn School of Medicine at Mount Sinai, New York, NY, USA","institution_ids":["https://openalex.org/I98704320"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5080703401"],"corresponding_institution_ids":["https://openalex.org/I98704320"],"apc_list":null,"apc_paid":null,"fwci":11.6269,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.98300256,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"295","issue":null,"first_page":"328","last_page":"331"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10912","display_name":"Telemedicine and Telehealth Implementation","score":0.9926000237464905,"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/T10912","display_name":"Telemedicine and Telehealth Implementation","score":0.9926000237464905,"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/T11590","display_name":"Primary Care and Health Outcomes","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9857000112533569,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/telemedicine","display_name":"Telemedicine","score":0.8107224106788635},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5042504072189331},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.45178043842315674},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.42203351855278015},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36739107966423035},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.35200315713882446},{"id":"https://openalex.org/keywords/gerontology","display_name":"Gerontology","score":0.32730305194854736},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.263492226600647}],"concepts":[{"id":"https://openalex.org/C2779891985","wikidata":"https://www.wikidata.org/wiki/Q46994","display_name":"Telemedicine","level":3,"score":0.8107224106788635},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5042504072189331},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.45178043842315674},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.42203351855278015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36739107966423035},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.35200315713882446},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.32730305194854736},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.263492226600647},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006786","descriptor_name":"Hospitals, Urban","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006786","descriptor_name":"Hospitals, Urban","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006786","descriptor_name":"Hospitals, Urban","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009519","descriptor_name":"New York City","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009519","descriptor_name":"New York City","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009519","descriptor_name":"New York City","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017216","descriptor_name":"Telemedicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017216","descriptor_name":"Telemedicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017216","descriptor_name":"Telemedicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti220729","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220729","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220729","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:35773875","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35773875","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti220729","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220729","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220729","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283734711.pdf","grobid_xml":"https://content.openalex.org/works/W4283734711.grobid-xml"},"referenced_works_count":5,"referenced_works":["https://openalex.org/W1984244683","https://openalex.org/W2238703291","https://openalex.org/W3036355930","https://openalex.org/W3040110666","https://openalex.org/W3158839988"],"related_works":["https://openalex.org/W2541239117","https://openalex.org/W2908319631","https://openalex.org/W2341390217","https://openalex.org/W4292607940","https://openalex.org/W3181041135","https://openalex.org/W4322712072","https://openalex.org/W247686778","https://openalex.org/W2053706519","https://openalex.org/W201145186","https://openalex.org/W2007167370"],"abstract_inverted_index":{"No-show":[0],"visits":[1,35,88],"are":[2],"a":[3,11],"serious":[4],"problem":[5],"for":[6,122],"healthcare":[7],"centers.":[8],"It":[9],"costs":[10],"major":[12],"hospital":[13],"over":[14],"15":[15],"million":[16],"dollars":[17],"annually.":[18],"The":[19,92],"goal":[20],"of":[21,67,100],"this":[22],"paper":[23],"was":[24,79,94],"to":[25,30,37,85,138],"build":[26],"machine":[27,82],"learning":[28,83],"models":[29],"identify":[31,38,86],"potential":[32],"no-show":[33,43,71,87,105,123,141],"telemedicine":[34,46,90],"and":[36,48,62,111,116,130,132],"significant":[39],"factors":[40,121],"that":[41],"affect":[42],"visits.":[44],"257,293":[45],"sessions":[47,69],"152,164":[49],"unique":[50],"patients":[51,112],"were":[52,70,118,135],"identified":[53],"in":[54,114,128],"Mount":[55],"Sinai":[56],"Health":[57],"System":[58],"between":[59],"March":[60],"2020":[61],"December":[63],"2020.":[64],"5,124":[65],"(2%)":[66],"these":[68],"encounters.":[72,124],"Extreme":[73],"Gradient":[74],"Boosting":[75],"(XGB)":[76],"with":[77,96,103],"under-sampling":[78],"the":[80],"best":[81],"model":[84],"using":[89],"service.":[91],"accuracy":[93],"0.74,":[95],"an":[97],"AUC":[98],"score":[99],"0.68.":[101],"Patients":[102],"previous":[104],"encounters,":[106],"non-White":[107],"or":[108],"non-Asian":[109],"patients,":[110],"living":[113],"Bronx":[115],"Manhattan":[117],"all":[119],"important":[120],"Furthermore,":[125],"providers'":[126],"specialties":[127],"psychiatry":[129],"nutrition,":[131],"social":[133],"workers":[134],"more":[136],"susceptible":[137],"higher":[139],"patient":[140],"rates.":[142]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
