{"id":"https://openalex.org/W4387421685","doi":"https://doi.org/10.1145/3577190.3614136","title":"SHAP-based Prediction of Mother's History of Depression to Understand the Influence on Child Behavior","display_name":"SHAP-based Prediction of Mother's History of Depression to Understand the Influence on Child Behavior","publication_year":2023,"publication_date":"2023-10-07","ids":{"openalex":"https://openalex.org/W4387421685","doi":"https://doi.org/10.1145/3577190.3614136","pmid":"https://pubmed.ncbi.nlm.nih.gov/39161456"},"language":"en","primary_location":{"id":"doi:10.1145/3577190.3614136","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3577190.3614136","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3577190.3614136","source":{"id":"https://openalex.org/S4363608440","display_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3577190.3614136","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087870411","display_name":"Maneesh Bilalpur","orcid":"https://orcid.org/0009-0005-6454-6349"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Maneesh Bilalpur","raw_affiliation_strings":["Intelligent Systems Program, University of Pittsburgh, United States"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Program, University of Pittsburgh, United States","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036026405","display_name":"Saurabh Hinduja","orcid":"https://orcid.org/0000-0003-1637-5950"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saurabh Hinduja","raw_affiliation_strings":["Department of Psychology, University of Pittsburgh, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, University of Pittsburgh, United States","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009970567","display_name":"Laura A. Cariola","orcid":"https://orcid.org/0000-0003-1322-4962"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Laura Cariola","raw_affiliation_strings":["Clinical and Health Psychology, University of Edinburgh, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Clinical and Health Psychology, University of Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072586640","display_name":"Lisa Sheeber","orcid":null},"institutions":[{"id":"https://openalex.org/I1322437667","display_name":"Oregon Research Institute","ror":"https://ror.org/05j91v252","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1322437667"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lisa Sheeber","raw_affiliation_strings":["Oregon Research Institute, United States"],"affiliations":[{"raw_affiliation_string":"Oregon Research Institute, United States","institution_ids":["https://openalex.org/I1322437667"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063313898","display_name":"Nicholas B. Allen","orcid":"https://orcid.org/0000-0002-1086-6639"},"institutions":[{"id":"https://openalex.org/I181233156","display_name":"University of Oregon","ror":"https://ror.org/0293rh119","country_code":"US","type":"education","lineage":["https://openalex.org/I181233156"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicholas Allen","raw_affiliation_strings":["Center for Digital Mental Health, University of Oregon, United States"],"affiliations":[{"raw_affiliation_string":"Center for Digital Mental Health, University of Oregon, United States","institution_ids":["https://openalex.org/I181233156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081398601","display_name":"Louis\u2013Philippe Morency","orcid":"https://orcid.org/0000-0001-6376-7696"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Louis-Philippe Morency","raw_affiliation_strings":["Language Technologies Institute, Carnegie Mellon University, United States"],"affiliations":[{"raw_affiliation_string":"Language Technologies Institute, Carnegie Mellon University, United States","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000246394","display_name":"Jeffrey F. Cohn","orcid":"https://orcid.org/0000-0002-9393-1116"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey F. Cohn","raw_affiliation_strings":["Department of Psychology, University of Pittsburgh, United States"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, University of Pittsburgh, United States","institution_ids":["https://openalex.org/I170201317"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5087870411"],"corresponding_institution_ids":["https://openalex.org/I170201317"],"apc_list":null,"apc_paid":null,"fwci":1.5638,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.85106383,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"2023","issue":null,"first_page":"537","last_page":"544"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T13289","display_name":"Infant Health and Development","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/3611","display_name":"Pharmacy"},"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/T10182","display_name":"Child and Adolescent Psychosocial and Emotional Development","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/prosody","display_name":"Prosody","score":0.8076046705245972},{"id":"https://openalex.org/keywords/nonverbal-communication","display_name":"Nonverbal communication","score":0.5816514492034912},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.5463630557060242},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.53978431224823},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5115752816200256},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4128412902355194},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4082055687904358},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38140249252319336},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.3768866956233978},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3432580828666687}],"concepts":[{"id":"https://openalex.org/C542774811","wikidata":"https://www.wikidata.org/wiki/Q10880526","display_name":"Prosody","level":2,"score":0.8076046705245972},{"id":"https://openalex.org/C145633318","wikidata":"https://www.wikidata.org/wiki/Q207125","display_name":"Nonverbal communication","level":2,"score":0.5816514492034912},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5463630557060242},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.53978431224823},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5115752816200256},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4128412902355194},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4082055687904358},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38140249252319336},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.3768866956233978},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3432580828666687},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","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/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3577190.3614136","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3577190.3614136","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3577190.3614136","source":{"id":"https://openalex.org/S4363608440","display_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","raw_type":"proceedings-article"},{"id":"pmid:39161456","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39161456","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":"Proceedings of the ... ACM International Conference on Multimodal Interaction. ICMI (Conference)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11332663","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11332663","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11332663/pdf/nihms-2014208.pdf","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":"Proc ACM Int Conf Multimodal Interact","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1145/3577190.3614136","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3577190.3614136","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3577190.3614136","source":{"id":"https://openalex.org/S4363608440","display_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"No poverty","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/1"}],"awards":[{"id":"https://openalex.org/G2552905096","display_name":null,"funder_award_id":"MH096951","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"},{"id":"https://openalex.org/G6616290649","display_name":null,"funder_award_id":"096951","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"},{"id":"https://openalex.org/G8009746524","display_name":null,"funder_award_id":"MH096951","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387421685.pdf","grobid_xml":"https://content.openalex.org/works/W4387421685.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1547484916","https://openalex.org/W2004848782","https://openalex.org/W2019710112","https://openalex.org/W2085662862","https://openalex.org/W2086291658","https://openalex.org/W2086991482","https://openalex.org/W2088846517","https://openalex.org/W2172110927","https://openalex.org/W2239141610","https://openalex.org/W2510285366","https://openalex.org/W2734289922","https://openalex.org/W2792096032","https://openalex.org/W2912483755","https://openalex.org/W2962613364","https://openalex.org/W3009809768","https://openalex.org/W3028047900","https://openalex.org/W3046720023","https://openalex.org/W3105797386","https://openalex.org/W3109369928","https://openalex.org/W3161998700","https://openalex.org/W3205552558","https://openalex.org/W4225857810","https://openalex.org/W4286542621","https://openalex.org/W4310007457"],"related_works":["https://openalex.org/W2355553914","https://openalex.org/W149862513","https://openalex.org/W2347684782","https://openalex.org/W187117048","https://openalex.org/W2185469136","https://openalex.org/W4320472397","https://openalex.org/W2401269021","https://openalex.org/W2391422698","https://openalex.org/W2145654520","https://openalex.org/W2750037515"],"abstract_inverted_index":{"Depression":[0],"strongly":[1,8,161],"impacts":[2,162],"parents'":[3,6],"behavior.":[4],"Does":[5],"depression":[7,160],"afect":[9],"the":[10,95,126,137,163],"behavior":[11,46,59,164],"of":[12,38,55,68,83,98,139,165],"their":[13,33],"children":[14],"as":[15],"well?":[16],"To":[17],"investigate":[18],"this":[19],"question,":[20],"we":[21,85,93],"compared":[22],"dyadic":[23],"interactions":[24],"between":[25],"73":[26],"depressed":[27],"and":[28,32,41,57,63,72,78,141,147,152],"75":[29],"non-depressed":[30],"mothers":[31],"adolescent":[34,166],"child.":[35],"Families":[36],"were":[37,43],"low":[39],"income":[40],"84%":[42],"white.":[44],"Child":[45],"was":[47,125],"measured":[48],"from":[49],"audio-video":[50],"recordings":[51],"using":[52,103],"manual":[53,115],"annotation":[54],"verbal":[56],"nonverbal":[58],"by":[60,64,117],"expert":[61],"coders":[62],"multimodal":[65,174],"computational":[66,91,122],"measures":[67,113],"facial":[69],"expression,":[70],"face":[71],"head":[73],"dynamics,":[74],"prosody,":[75],"speech":[76],"behavior,":[77],"linguistics.":[79],"For":[80,90],"both":[81],"sets":[82],"measures,":[84,92,123],"used":[86],"Support":[87],"Vector":[88],"Machines.":[89],"investigated":[94],"relative":[96],"contribution":[97],"single":[99],"versus":[100],"multiple":[101],"modalities":[102],"a":[104,133],"novel":[105],"approach":[106],"to":[107],"SHapley":[108],"Additive":[109],"exPlanations":[110],"(SHAP).":[111],"Computational":[112],"outperformed":[114],"ratings":[116],"human":[118],"experts.":[119],"Among":[120],"individual":[121],"prosody":[124],"most":[127,170,181],"informative.":[128],"SHAP":[129,178],"reduction":[130,179],"resulted":[131],"in":[132,136,172],"four-fold":[134],"decrease":[135],"number":[138],"features":[140,175],"highest":[142],"performance":[143],"(77%":[144],"accuracy;":[145],"positive":[146],"negative":[148],"agreements":[149],"at":[150],"75%":[151],"76%,":[153],"respectively).":[154],"These":[155],"fndings":[156],"suggest":[157],"that":[158],"maternal":[159],"children;":[167],"diferences":[168],"are":[169,180],"revealed":[171],"prosody;":[173],"together":[176],"with":[177],"powerful.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
