{"id":"https://openalex.org/W4286434085","doi":"https://doi.org/10.3390/nu14142999","title":"What Intervention Elements Drive Weight Loss in Blended-Care Behavior Change Interventions? A Real-World Data Analysis with 25,706 Patients","display_name":"What Intervention Elements Drive Weight Loss in Blended-Care Behavior Change Interventions? A Real-World Data Analysis with 25,706 Patients","publication_year":2022,"publication_date":"2022-07-21","ids":{"openalex":"https://openalex.org/W4286434085","doi":"https://doi.org/10.3390/nu14142999","pmid":"https://pubmed.ncbi.nlm.nih.gov/35889956","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9323476"},"language":"en","primary_location":{"id":"doi:10.3390/nu14142999","doi":"https://doi.org/10.3390/nu14142999","is_oa":true,"landing_page_url":"https://doi.org/10.3390/nu14142999","pdf_url":"https://www.mdpi.com/2072-6643/14/14/2999/pdf?version=1658467325","source":{"id":"https://openalex.org/S110785341","display_name":"Nutrients","issn_l":"2072-6643","issn":["2072-6643"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"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":"Nutrients","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-6643/14/14/2999/pdf?version=1658467325","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076854783","display_name":"Felix Schirmann","orcid":"https://orcid.org/0000-0002-0057-902X","observed_orcids":["https://orcid.org/0000-0002-0057-902X"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Felix Schirmann","raw_affiliation_strings":["Oviva AG, 10117 Berlin, Germany"],"raw_orcid":"https://orcid.org/0000-0002-0057-902X","affiliations":[{"raw_affiliation_string":"Oviva AG, 10117 Berlin, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015616049","display_name":"Philipp Kanehl","orcid":"https://orcid.org/0009-0008-1146-1773","observed_orcids":["https://orcid.org/0009-0008-1146-1773"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Philipp Kanehl","raw_affiliation_strings":["Oviva AG, 10117 Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oviva AG, 10117 Berlin, Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074575453","display_name":"Lucy Jones","orcid":"https://orcid.org/0009-0004-7805-1112","observed_orcids":["https://orcid.org/0009-0004-7805-1112"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lucy Jones","raw_affiliation_strings":["Oviva AG, London SE1 9RS, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oviva AG, London SE1 9RS, UK","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5076854783"],"corresponding_institution_ids":[],"apc_list":{"value":2600,"currency":"CHF","value_usd":2722},"apc_paid":{"value":2600,"currency":"CHF","value_usd":2722},"fwci":3.128,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.91466691,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"14","issue":"14","first_page":"2999","last_page":"2999"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9380000233650208,"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"}},"topics":[{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9380000233650208,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.014399999752640724,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10912","display_name":"Telemedicine and Telehealth Implementation","score":0.008799999952316284,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/weight-loss","display_name":"weight loss","score":0.9929999709129333},{"id":"https://openalex.org/keywords/weight-management","display_name":"weight management","score":0.6340000033378601},{"id":"https://openalex.org/keywords/self-monitoring","display_name":"self-monitoring","score":0.8169999718666077},{"id":"https://openalex.org/keywords/self-management","display_name":"self-management","score":0.9900000095367432},{"id":"https://openalex.org/keywords/digital-health-education","display_name":"digital health education","score":0.4699999988079071},{"id":"https://openalex.org/keywords/real-world-data","display_name":"real-world data","score":0.5690000057220459}],"concepts":[{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6228353381156921},{"id":"https://openalex.org/C544821477","wikidata":"https://www.wikidata.org/wiki/Q718113","display_name":"Weight loss","level":3,"score":0.5463472008705139},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.47151175141334534},{"id":"https://openalex.org/C14262774","wikidata":"https://www.wikidata.org/wiki/Q4880695","display_name":"Behavior change","level":2,"score":0.4422215223312378},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.39736324548721313},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.38877347111701965},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.22186791896820068},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.16884368658065796},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.15806138515472412},{"id":"https://openalex.org/C511355011","wikidata":"https://www.wikidata.org/wiki/Q12174","display_name":"Obesity","level":2,"score":0.1331046223640442}],"mesh":[{"descriptor_ui":"D000071252","descriptor_name":"Mentoring","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000078332","descriptor_name":"Data Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001835","descriptor_name":"Body Weight","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":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015431","descriptor_name":"Weight Loss","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.3390/nu14142999","doi":"https://doi.org/10.3390/nu14142999","is_oa":true,"landing_page_url":"https://doi.org/10.3390/nu14142999","pdf_url":"https://www.mdpi.com/2072-6643/14/14/2999/pdf?version=1658467325","source":{"id":"https://openalex.org/S110785341","display_name":"Nutrients","issn_l":"2072-6643","issn":["2072-6643"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"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":"Nutrients","raw_type":"journal-article"},{"id":"pmid:35889956","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35889956","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,"listed_in":[],"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":"Nutrients","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9323476","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9323476/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nutrients","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/nu14142999","doi":"https://doi.org/10.3390/nu14142999","is_oa":true,"landing_page_url":"https://doi.org/10.3390/nu14142999","pdf_url":"https://www.mdpi.com/2072-6643/14/14/2999/pdf?version=1658467325","source":{"id":"https://openalex.org/S110785341","display_name":"Nutrients","issn_l":"2072-6643","issn":["2072-6643"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"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":"Nutrients","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9391000270843506}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4286434085.pdf","grobid_xml":"https://content.openalex.org/works/W4286434085.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W2035040039","https://openalex.org/W2045448404","https://openalex.org/W2113892656","https://openalex.org/W2169434152","https://openalex.org/W2588685115","https://openalex.org/W2598772200","https://openalex.org/W2797005961","https://openalex.org/W2804927097","https://openalex.org/W2810131621","https://openalex.org/W2893594082","https://openalex.org/W2900090645","https://openalex.org/W2904299939","https://openalex.org/W2905228565","https://openalex.org/W2911861944","https://openalex.org/W2911884741","https://openalex.org/W2912015127","https://openalex.org/W3003551974","https://openalex.org/W3013682252","https://openalex.org/W3014088184","https://openalex.org/W3018057054","https://openalex.org/W3038212358","https://openalex.org/W3039899167","https://openalex.org/W3089580700","https://openalex.org/W3125049799","https://openalex.org/W3125943306","https://openalex.org/W3129608716","https://openalex.org/W3131696262","https://openalex.org/W3157652068","https://openalex.org/W3181560352","https://openalex.org/W3192249167","https://openalex.org/W3196174412","https://openalex.org/W3198846930","https://openalex.org/W3203901572","https://openalex.org/W3210923803","https://openalex.org/W4206203078","https://openalex.org/W4210594027","https://openalex.org/W4212879173","https://openalex.org/W4220849031","https://openalex.org/W4223525052","https://openalex.org/W4225290360","https://openalex.org/W4280550433","https://openalex.org/W4282946649","https://openalex.org/W4391986115"],"related_works":["https://openalex.org/W4399425576","https://openalex.org/W3202018642","https://openalex.org/W3203901572","https://openalex.org/W3158664760","https://openalex.org/W3182740326","https://openalex.org/W7213637492","https://openalex.org/W4403064428","https://openalex.org/W3174391994","https://openalex.org/W2112417556","https://openalex.org/W3129608716"],"abstract_inverted_index":{"BACKGROUND:":[0],"Blended-care":[1],"behavior":[2,72],"change":[3,73],"interventions":[4,230],"(BBCI)":[5],"are":[6,20,144],"a":[7,70,79,164,178,207],"combination":[8],"of":[9,33,47,123,167,171,174,194,210,217,228],"digital":[10,51,71],"care":[11,16],"and":[12,50,55,90,114,130,138,142,152],"coaching":[13,176],"by":[14],"health":[15],"professionals":[17],"(HCP),":[18],"which":[19],"proven":[21],"effective":[22],"for":[23,57,196,231],"weight":[24,36,58,85,96,133,148,168,185,197,232],"loss.":[25,37,169,186],"However,":[26],"it":[27],"remains":[28],"unclear":[29],"what":[30],"specific":[31],"elements":[32,52,219],"BBCI":[34,124,195],"drive":[35],"OBJECTIVES:":[38],"This":[39],"study":[40],"aims":[41],"to":[42,83,191,206,224],"identify":[43],"the":[44,192,214,226],"distinct":[45,215],"impact":[46,216],"HCP-elements":[48],"(coaching)":[49],"(self-monitoring,":[53],"self-management,":[54,129],"education)":[56,131,159],"loss":[59,86,97,134],"in":[60,220],"BBCI.":[61],"METHODS:":[62],"Long-term":[63],"data":[64],"from":[65],"25,706":[66],"patients":[67],"treated":[68],"at":[69,87,101,106,111,117,150],"provider":[74],"were":[75],"analyzed":[76,125],"retrospectively":[77],"using":[78],"ridge":[80],"regression":[81],"model":[82],"predict":[84,132],"3,":[88],"6,":[89],"12":[91,118],"months.":[92,119,154],"RESULTS:":[93],"Overall":[94],"relative":[95],"was":[98,181],"-1.63":[99],"kg":[100,105,110,116],"1":[102],"month,":[103],"-3.61":[104],"3":[107,151],"months,":[108,113],"-5.28":[109],"6":[112,153],"-6.55":[115],"The":[120,188],"four":[121],"factors":[122],"here":[126],"(coaching,":[127],"self-monitoring,":[128,141],"with":[135,147,163,177,184],"varying":[136],"accuracy":[137],"degree.":[139],"Coaching,":[140],"self-management":[143],"positively":[145],"correlated":[146],"losses":[149],"Learn":[155],"time":[156,203],"(i.e.,":[157],"self-guided":[158],"is":[160],"clearly":[161],"associated":[162,183],"higher":[165],"degree":[166],"Number":[170],"appointments":[172],"outside":[173],"app":[175],"dietitian":[179],"(coach)":[180],"negatively":[182],"CONCLUSIONS:":[187],"results":[189],"testify":[190],"efficacy":[193],"loss-with":[198],"particular":[199],"positive":[200],"associations":[201],"per":[202],"point-and":[204],"add":[205],"growing":[208],"body":[209],"research":[211],"that":[212],"characterizes":[213],"intervention":[218],"real-world":[221],"settings,":[222],"aiming":[223],"inform":[225],"design":[227],"future":[229],"management.":[233]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2022-07-22T00:00:00"}
