{"id":"https://openalex.org/W4205786352","doi":"https://doi.org/10.1007/s00146-021-01322-w","title":"Recommender systems for mental health apps: advantages and ethical challenges","display_name":"Recommender systems for mental health apps: advantages and ethical challenges","publication_year":2022,"publication_date":"2022-01-17","ids":{"openalex":"https://openalex.org/W4205786352","doi":"https://doi.org/10.1007/s00146-021-01322-w","pmid":"https://pubmed.ncbi.nlm.nih.gov/35068708"},"language":"en","primary_location":{"id":"doi:10.1007/s00146-021-01322-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00146-021-01322-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00146-021-01322-w.pdf","source":{"id":"https://openalex.org/S4210190517","display_name":"AI & Society","issn_l":"0951-5666","issn":["0951-5666","1435-5655"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI &amp; SOCIETY","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s00146-021-01322-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043630278","display_name":"Lee Valentine","orcid":"https://orcid.org/0000-0001-7481-6537"},"institutions":[{"id":"https://openalex.org/I4210092277","display_name":"Orygen Youth Health","ror":"https://ror.org/00ej70p06","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210092277"]},{"id":"https://openalex.org/I4210112801","display_name":"Orygen","ror":"https://ror.org/02apyk545","country_code":"AU","type":"other","lineage":["https://openalex.org/I4210112801"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Lee Valentine","raw_affiliation_strings":["Centre for Youth Mental Health, University of Melbourne, Parkville, VIC 3010 Australia","Orygen, Parkville, VIC 3052 Australia","Orygen, Parkville, VIC, 3052, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Youth Mental Health, University of Melbourne, Parkville, VIC 3010 Australia","institution_ids":["https://openalex.org/I4210092277"]},{"raw_affiliation_string":"Orygen, Parkville, VIC 3052 Australia","institution_ids":["https://openalex.org/I4210112801"]},{"raw_affiliation_string":"Orygen, Parkville, VIC, 3052, Australia","institution_ids":["https://openalex.org/I4210112801"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009973520","display_name":"Simon D\u2019Alfonso","orcid":"https://orcid.org/0000-0001-7407-8730"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Simon D\u2019Alfonso","raw_affiliation_strings":["School of Computing and Information Systems, Faculty of Engineering and Information Technology, University of Melbourne, Parkville, VIC, 3010, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, Faculty of Engineering and Information Technology, University of Melbourne, Parkville, VIC, 3010, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084088772","display_name":"Reeva Lederman","orcid":"https://orcid.org/0000-0003-4005-329X"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Reeva Lederman","raw_affiliation_strings":["School of Computing and Information Systems, Faculty of Engineering and Information Technology, University of Melbourne, Parkville, VIC 3010 Australia","School of Computing and Information Systems, Faculty of Engineering and Information Technology, University of Melbourne, Parkville, VIC, 3010, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, Faculty of Engineering and Information Technology, University of Melbourne, Parkville, VIC 3010 Australia","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"School of Computing and Information Systems, Faculty of Engineering and Information Technology, University of Melbourne, Parkville, VIC, 3010, Australia","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5043630278"],"corresponding_institution_ids":["https://openalex.org/I4210092277","https://openalex.org/I4210112801"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":11.64,"has_fulltext":true,"cited_by_count":80,"citation_normalized_percentile":{"value":0.99148836,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"38","issue":"4","first_page":"1627","last_page":"1638"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.998199999332428,"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/T11983","display_name":"Identity, Memory, and Therapy","score":0.975600004196167,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/T13283","display_name":"Mental Health Research Topics","score":0.9703999757766724,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6912000179290771},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6508296728134155},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.6197175979614258},{"id":"https://openalex.org/keywords/information-overload","display_name":"Information overload","score":0.5498141050338745},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5494694709777832},{"id":"https://openalex.org/keywords/digital-health","display_name":"Digital health","score":0.41522669792175293},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41313743591308594},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3802381157875061},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3715146481990814},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17320188879966736},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.14436769485473633}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6912000179290771},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6508296728134155},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6197175979614258},{"id":"https://openalex.org/C186625053","wikidata":"https://www.wikidata.org/wiki/Q1130191","display_name":"Information overload","level":2,"score":0.5498141050338745},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5494694709777832},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.41522669792175293},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41313743591308594},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3802381157875061},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3715146481990814},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17320188879966736},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.14436769485473633},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s00146-021-01322-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00146-021-01322-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00146-021-01322-w.pdf","source":{"id":"https://openalex.org/S4210190517","display_name":"AI & Society","issn_l":"0951-5666","issn":["0951-5666","1435-5655"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI &amp; SOCIETY","raw_type":"journal-article"},{"id":"pmid:35068708","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35068708","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":"AI & society","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8761504","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8761504","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"AI Soc","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s00146-021-01322-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00146-021-01322-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00146-021-01322-w.pdf","source":{"id":"https://openalex.org/S4210190517","display_name":"AI & Society","issn_l":"0951-5666","issn":["0951-5666","1435-5655"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI &amp; SOCIETY","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.4300000071525574,"display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4205786352.pdf","grobid_xml":"https://content.openalex.org/works/W4205786352.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W76354399","https://openalex.org/W134646214","https://openalex.org/W1582532190","https://openalex.org/W2007748712","https://openalex.org/W2015114767","https://openalex.org/W2030224636","https://openalex.org/W2046463973","https://openalex.org/W2059733285","https://openalex.org/W2079708698","https://openalex.org/W2141528222","https://openalex.org/W2141540530","https://openalex.org/W2177382657","https://openalex.org/W2200988052","https://openalex.org/W2212290806","https://openalex.org/W2256448063","https://openalex.org/W2283581146","https://openalex.org/W2336246624","https://openalex.org/W2513570784","https://openalex.org/W2523153599","https://openalex.org/W2582282063","https://openalex.org/W2588638859","https://openalex.org/W2604625614","https://openalex.org/W2606327865","https://openalex.org/W2613845253","https://openalex.org/W2707346992","https://openalex.org/W2743504348","https://openalex.org/W2775819279","https://openalex.org/W2782820740","https://openalex.org/W2789892646","https://openalex.org/W2798435682","https://openalex.org/W2799024437","https://openalex.org/W2800574848","https://openalex.org/W2801228678","https://openalex.org/W2806313543","https://openalex.org/W2806592889","https://openalex.org/W2884718929","https://openalex.org/W2894667034","https://openalex.org/W2894742168","https://openalex.org/W2908543495","https://openalex.org/W2910514892","https://openalex.org/W2914203535","https://openalex.org/W2918051339","https://openalex.org/W2947028146","https://openalex.org/W2965970765","https://openalex.org/W2966973109","https://openalex.org/W2979483404","https://openalex.org/W2979699292","https://openalex.org/W2980951591","https://openalex.org/W2981134059","https://openalex.org/W2991021481","https://openalex.org/W2998677721","https://openalex.org/W3033785558","https://openalex.org/W3098027864","https://openalex.org/W3101366597","https://openalex.org/W3113891030","https://openalex.org/W3137717439","https://openalex.org/W3162583449","https://openalex.org/W4246598381","https://openalex.org/W4249743738","https://openalex.org/W4255673528"],"related_works":["https://openalex.org/W4251329182","https://openalex.org/W1599110641","https://openalex.org/W1549403601","https://openalex.org/W2497510784","https://openalex.org/W4252183363","https://openalex.org/W2787177576","https://openalex.org/W2418053903","https://openalex.org/W2078352417","https://openalex.org/W2098758514","https://openalex.org/W1575740715"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":27},{"year":2024,"cited_by_count":31},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":7}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
