{"id":"https://openalex.org/W2293566315","doi":"https://doi.org/10.1109/embc.2015.7320162","title":"Predicting energy expenditure from photo-plethysmographic measurements of heart rate under beta blocker therapy: Data driven personalization strategies based on mixed models","display_name":"Predicting energy expenditure from photo-plethysmographic measurements of heart rate under beta blocker therapy: Data driven personalization strategies based on mixed models","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2293566315","doi":"https://doi.org/10.1109/embc.2015.7320162","mag":"2293566315","pmid":"https://pubmed.ncbi.nlm.nih.gov/26738062"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2015.7320162","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7320162","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5008373819","display_name":"A. Bonomi","orcid":"https://orcid.org/0000-0002-6731-005X"},"institutions":[{"id":"https://openalex.org/I4210122849","display_name":"Philips (Netherlands)","ror":"https://ror.org/02p2bgp27","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210122849"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Alberto G. Bonomi","raw_affiliation_strings":["Personal Health department, Philips Research, Eindhoven, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Personal Health department, Philips Research, Eindhoven, The Netherlands","institution_ids":["https://openalex.org/I4210122849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063786631","display_name":"Sharon Goldenberg","orcid":null},"institutions":[{"id":"https://openalex.org/I4210122849","display_name":"Philips (Netherlands)","ror":"https://ror.org/02p2bgp27","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210122849"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Sharon Goldenberg","raw_affiliation_strings":["Personal Health department, Philips Research, Eindhoven, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Personal Health department, Philips Research, Eindhoven, The Netherlands","institution_ids":["https://openalex.org/I4210122849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075730890","display_name":"Gabriele B. Papini","orcid":"https://orcid.org/0000-0002-5752-9226"},"institutions":[{"id":"https://openalex.org/I4210122849","display_name":"Philips (Netherlands)","ror":"https://ror.org/02p2bgp27","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210122849"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Gabriele Papini","raw_affiliation_strings":["Personal Health department, Philips Research, Eindhoven, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Personal Health department, Philips Research, Eindhoven, The Netherlands","institution_ids":["https://openalex.org/I4210122849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047477393","display_name":"Jos J. Kraal","orcid":"https://orcid.org/0000-0001-9667-6926"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jos Kraal","raw_affiliation_strings":["Department of Medical Informatics, University of Amsterdam, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Medical Informatics, University of Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045317506","display_name":"Wim Stut","orcid":"https://orcid.org/0000-0002-0468-2315"},"institutions":[{"id":"https://openalex.org/I4210122849","display_name":"Philips (Netherlands)","ror":"https://ror.org/02p2bgp27","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210122849"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Wim Stut","raw_affiliation_strings":["Personal Health department, Philips Research, Eindhoven, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Personal Health department, Philips Research, Eindhoven, The Netherlands","institution_ids":["https://openalex.org/I4210122849"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077865033","display_name":"Francesco Sartor","orcid":"https://orcid.org/0000-0003-2254-9187"},"institutions":[{"id":"https://openalex.org/I4210122849","display_name":"Philips (Netherlands)","ror":"https://ror.org/02p2bgp27","country_code":"NL","type":"company","lineage":["https://openalex.org/I4210122849"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Francesco Sartor","raw_affiliation_strings":["Personal Health department, Philips Research, Eindhoven, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Personal Health department, Philips Research, Eindhoven, The Netherlands","institution_ids":["https://openalex.org/I4210122849"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012660961","display_name":"Hareld Kemps","orcid":"https://orcid.org/0000-0003-0272-4355"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hareld Kemps","raw_affiliation_strings":["Department of Cardiology, Mxima Medaical Center, Veldhoven, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Cardiology, Mxima Medaical Center, Veldhoven, The Netherlands","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5008373819"],"corresponding_institution_ids":["https://openalex.org/I4210122849"],"apc_list":null,"apc_paid":null,"fwci":1.0905,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.77912579,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"66","issue":null,"first_page":"7642","last_page":"7646"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T11700","display_name":"Hemodynamic Monitoring and Therapy","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5721917748451233},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49404194951057434},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.4525151252746582},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.4523587226867676},{"id":"https://openalex.org/keywords/cardiorespiratory-fitness","display_name":"Cardiorespiratory fitness","score":0.4427649676799774},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.42792263627052307},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3307403028011322},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.32224953174591064},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2799380421638489},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2378673255443573},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.2201087474822998},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.19982928037643433},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"Blood pressure","score":0.17596814036369324}],"concepts":[{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5721917748451233},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49404194951057434},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.4525151252746582},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.4523587226867676},{"id":"https://openalex.org/C117437137","wikidata":"https://www.wikidata.org/wiki/Q5038720","display_name":"Cardiorespiratory fitness","level":2,"score":0.4427649676799774},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.42792263627052307},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3307403028011322},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.32224953174591064},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2799380421638489},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2378673255443573},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.2201087474822998},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.19982928037643433},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.17596814036369324},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000319","descriptor_name":"Adrenergic beta-Antagonists","qualifier_ui":"Q000494","qualifier_name":"pharmacology","is_major_topic":false},{"descriptor_ui":"D000319","descriptor_name":"Adrenergic beta-Antagonists","qualifier_ui":"Q000494","qualifier_name":"pharmacology","is_major_topic":false},{"descriptor_ui":"D000319","descriptor_name":"Adrenergic beta-Antagonists","qualifier_ui":"Q000494","qualifier_name":"pharmacology","is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004734","descriptor_name":"Energy Metabolism","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004734","descriptor_name":"Energy Metabolism","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004734","descriptor_name":"Energy Metabolism","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016014","descriptor_name":"Linear Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016014","descriptor_name":"Linear Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016014","descriptor_name":"Linear Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017156","descriptor_name":"Photoplethysmography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D017156","descriptor_name":"Photoplethysmography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D017156","descriptor_name":"Photoplethysmography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2015.7320162","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7320162","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:26738062","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26738062","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:library.tue.nl:901294","is_oa":false,"landing_page_url":"http://repository.tue.nl/901294","pdf_url":null,"source":{"id":"https://openalex.org/S4406923046","display_name":"TU/e Research Portal (Eindhoven University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.7900000214576721,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1898161181","https://openalex.org/W1956440423","https://openalex.org/W1964253376","https://openalex.org/W1974946451","https://openalex.org/W1981393634","https://openalex.org/W2041811148","https://openalex.org/W2051234879","https://openalex.org/W2064947802","https://openalex.org/W2066847812","https://openalex.org/W2075456544","https://openalex.org/W2102815608","https://openalex.org/W2114197914","https://openalex.org/W2134486420","https://openalex.org/W2135177192","https://openalex.org/W2312553564","https://openalex.org/W2323866196"],"related_works":["https://openalex.org/W3138498819","https://openalex.org/W2087375270","https://openalex.org/W2997806027","https://openalex.org/W2005024251","https://openalex.org/W2594483831","https://openalex.org/W3015875969","https://openalex.org/W4247729959","https://openalex.org/W2945603795","https://openalex.org/W3033623569","https://openalex.org/W3216747822"],"abstract_inverted_index":{"Energy":[0],"expenditure":[1,54],"have":[2,37],"been":[3],"often":[4],"estimated":[5],"using":[6,67,124,129,177,194],"computational":[7],"models":[8,69,175,192],"based":[9],"on":[10,41],"heart":[11],"rate":[12],"(HR)":[13],"and":[14,45,52,104,127,141,154,184,190],"appropriate":[15],"personalization":[16],"strategies":[17],"to":[18,32,62,76,85,172,187],"account":[19],"for":[20],"users":[21],"cardio-respiratory":[22],"characteristics.":[23],"However,":[24],"medications":[25],"like":[26],"beta":[27],"blockers":[28],"which":[29,98,146,169],"are":[30],"prescribed":[31],"treat":[33],"several":[34],"cardiac":[35],"conditions":[36],"a":[38,73,118,152,195],"direct":[39],"influence":[40],"the":[42,48,78,87,92,138],"cardiovascular":[43],"system":[44],"may":[46],"impact":[47],"relationship":[49],"between":[50],"HR":[51,66,128],"energy":[53],"during":[55,117],"physical":[56],"activity":[57,134],"(AEE).":[58],"This":[59],"study":[60],"proposes":[61],"estimate":[63],"AEE":[64,121,162],"from":[65,110,179],"mixed":[68],"(MIX-REG)":[70],"by":[71],"introducing":[72],"novel":[74],"method":[75,159],"personalize":[77],"prediction":[79],"equation.":[80],"We":[81],"selected":[82],"as":[83],"features":[84,197],"represent":[86],"individual":[88],"random":[89],"effect":[90],"in":[91],"MIX-REG":[93,191],"model":[94],"those":[95],"subject":[96],"characteristics":[97],"minimized":[99],"both":[100],"estimation":[101,163],"error":[102,106],"(RMSE)":[103],"between-subjects":[105],"bias":[107],"variability.":[108],"Data":[109],"17":[111],"patients":[112],"post-myocardial":[113],"infarction":[114],"were":[115],"collected":[116],"laboratory":[119,180],"protocol.":[120],"was":[122,170,185],"measured":[123],"indirect":[125],"calorimetry":[126],"an":[130,148],"innovative":[131],"wrist":[132],"worn":[133],"monitor":[135],"equipped":[136],"with":[137],"Philips":[139],"Cardio":[140],"Motion":[142],"Monitoring":[143],"Module":[144],"(CM3-Generation-1),":[145],"is":[147],"integrated":[149],"module":[150],"including":[151],"photo-plethysmographic":[153],"accelerometer":[155],"sensor.":[156],"The":[157],"presented":[158],"showed":[160],"large":[161],"accuracy":[164],"(RMSE":[165],"=":[166],"1.35":[167],"kcal/min)":[168],"comparable":[171],"that":[173],"of":[174],"personalized":[176],"data":[178],"calibration":[181],"protocols":[182],"(HR-FLEX)":[183],"superior":[186],"multi-linear":[188],"regression":[189],"trained":[193],"stepwise":[196],"selection":[198],"procedure.":[199]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
