{"id":"https://openalex.org/W3032982786","doi":"https://doi.org/10.1145/3396868.3402495","title":"Sensitivity, Specificity, Generalizability, and Reusability Aspirations for Machine Learning (ML) Models in mHealth","display_name":"Sensitivity, Specificity, Generalizability, and Reusability Aspirations for Machine Learning (ML) Models in mHealth","publication_year":2020,"publication_date":"2020-06-07","ids":{"openalex":"https://openalex.org/W3032982786","doi":"https://doi.org/10.1145/3396868.3402495","mag":"3032982786"},"language":"en","primary_location":{"id":"doi:10.1145/3396868.3402495","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3396868.3402495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of Deep Learning for Wellbeing Applications Leveraging Mobile Devices and Edge Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5042168950","display_name":"Santosh Kumar","orcid":"https://orcid.org/0000-0002-9273-0291"},"institutions":[{"id":"https://openalex.org/I94658018","display_name":"University of Memphis","ror":"https://ror.org/01cq23130","country_code":"US","type":"education","lineage":["https://openalex.org/I94658018"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Santosh Kumar","raw_affiliation_strings":["Department of Computer Science, University of Memphis, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Memphis, USA","institution_ids":["https://openalex.org/I94658018"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5042168950"],"corresponding_institution_ids":["https://openalex.org/I94658018"],"apc_list":null,"apc_paid":null,"fwci":0.2651,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62002589,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.43959999084472656,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.43959999084472656,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.4350000023841858,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.4343000054359436,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/generalizability-theory","display_name":"Generalizability theory","score":0.916414201259613},{"id":"https://openalex.org/keywords/reusability","display_name":"Reusability","score":0.7670042514801025},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.6995978355407715},{"id":"https://openalex.org/keywords/mhealth","display_name":"mHealth","score":0.6648202538490295},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6459329724311829},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4303876757621765},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38255810737609863},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.205441415309906},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13750022649765015},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11104106903076172},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.07758143544197083},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.06373190879821777}],"concepts":[{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.916414201259613},{"id":"https://openalex.org/C137981799","wikidata":"https://www.wikidata.org/wiki/Q1369184","display_name":"Reusability","level":3,"score":0.7670042514801025},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.6995978355407715},{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.6648202538490295},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6459329724311829},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4303876757621765},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38255810737609863},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.205441415309906},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13750022649765015},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11104106903076172},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.07758143544197083},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.06373190879821777},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3396868.3402495","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3396868.3402495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of Deep Learning for Wellbeing Applications Leveraging Mobile Devices and Edge Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3004512051","display_name":null,"funder_award_id":"U54EB020404","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"},{"id":"https://openalex.org/G3366148167","display_name":null,"funder_award_id":"R01DE025244","funder_id":"https://openalex.org/F4320337365","funder_display_name":"National Institute of Dental and Craniofacial Research"},{"id":"https://openalex.org/G6396088142","display_name":null,"funder_award_id":"R01CA190329,R01CA224537,U01CA229437","funder_id":"https://openalex.org/F4320328686","funder_display_name":"Istituto Nazionale Tumori IRCCS \"Fondazione G. Pascale\""},{"id":"https://openalex.org/G8134290418","display_name":null,"funder_award_id":"ACI-1640813,IIS-1722646,CNS-1823221","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8170660287","display_name":null,"funder_award_id":"R01MD010362,R00MD010468","funder_id":"https://openalex.org/F4320337534","funder_display_name":"National Institute on Minority Health and Health Disparities"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320328686","display_name":"Istituto Nazionale Tumori IRCCS \"Fondazione G. Pascale\"","ror":"https://ror.org/0506y2b23"},{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"},{"id":"https://openalex.org/F4320337365","display_name":"National Institute of Dental and Craniofacial Research","ror":"https://ror.org/004a2wv92"},{"id":"https://openalex.org/F4320337534","display_name":"National Institute on Minority Health and Health Disparities","ror":"https://ror.org/0493hgw16"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2118717649","https://openalex.org/W4282938614","https://openalex.org/W410723623","https://openalex.org/W2413243053","https://openalex.org/W2015341305","https://openalex.org/W4225593417","https://openalex.org/W2035068594","https://openalex.org/W2573498121","https://openalex.org/W3022298670","https://openalex.org/W3160494304"],"abstract_inverted_index":{"Mobile":[0],"sensor":[1],"big":[2],"data":[3],"collected":[4],"from":[5],"smartphones,":[6],"smartwatches,":[7],"fitness":[8],"trackers,":[9],"and":[10,56,62],"other":[11],"wearables":[12],"can":[13,46],"be":[14],"mined":[15],"for":[16],"signatures":[17],"(called":[18],"mHealth":[19,44],"biomarkers)":[20],"of":[21,42,76],"subtle":[22],"changes":[23],"in":[24],"daily":[25],"behaviors":[26],"(e.g.,":[27,34],"mobility,":[28],"gait,":[29],"sleep,":[30],"etc.)":[31],"and/or":[32,70],"physiology":[33],"heart":[35],"function,":[36],"breathing,":[37],"sweating,":[38],"etc.).":[39],"Clinical":[40],"adoption":[41],"these":[43],"biomarkers":[45],"lead":[47],"to":[48,54,68],"potent":[49],"temporally-precise":[50],"interventions,":[51],"enabling":[52],"patients":[53],"initiate":[55],"sustain":[57],"the":[58,73],"healthy":[59],"lifestyle":[60],"choices":[61],"treatment":[63],"regimes":[64],"that":[65],"are":[66],"necessary":[67],"prevent":[69],"successfully":[71],"manage":[72],"growing":[74],"burden":[75],"multiple":[77],"chronic":[78],"conditions.":[79]},"counts_by_year":[{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}