{"id":"https://openalex.org/W4205414536","doi":"https://doi.org/10.3233/shti210924","title":"A Conceptual Framework to Predict Mental Health Patients\u2019 Zoning Classification","display_name":"A Conceptual Framework to Predict Mental Health Patients\u2019 Zoning Classification","publication_year":2022,"publication_date":"2022-01-14","ids":{"openalex":"https://openalex.org/W4205414536","doi":"https://doi.org/10.3233/shti210924","pmid":"https://pubmed.ncbi.nlm.nih.gov/35062157"},"language":"en","primary_location":{"id":"doi:10.3233/shti210924","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210924","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210924","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210924","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019983092","display_name":"Sanjib Raj Pandey","orcid":"https://orcid.org/0000-0003-4192-6451"},"institutions":[{"id":"https://openalex.org/I94951947","display_name":"University of Westminster","ror":"https://ror.org/04ycpbx82","country_code":"GB","type":"education","lineage":["https://openalex.org/I94951947"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Sanjib Raj Pandey","raw_affiliation_strings":["School of Computer Science & Engineering, University of Westminster, London, UK"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, University of Westminster, London, UK","institution_ids":["https://openalex.org/I94951947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105837080","display_name":"Alan \u0420. Smith","orcid":null},"institutions":[{"id":"https://openalex.org/I1285714368","display_name":"Oxleas NHS Foundation Trust","ror":"https://ror.org/033t2dn25","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1285714368"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alan Smith","raw_affiliation_strings":["Business Intelligence Systems Team, Oxleas NHS Foundation Trust, London, UK"],"affiliations":[{"raw_affiliation_string":"Business Intelligence Systems Team, Oxleas NHS Foundation Trust, London, UK","institution_ids":["https://openalex.org/I1285714368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053856686","display_name":"Edmund Nigel Gall","orcid":null},"institutions":[{"id":"https://openalex.org/I94951947","display_name":"University of Westminster","ror":"https://ror.org/04ycpbx82","country_code":"GB","type":"education","lineage":["https://openalex.org/I94951947"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Edmund Nigel Gall","raw_affiliation_strings":["School of Computer Science & Engineering, University of Westminster, London, UK"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, University of Westminster, London, UK","institution_ids":["https://openalex.org/I94951947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108712238","display_name":"Ajay Bhatnagar","orcid":"https://orcid.org/0000-0002-6421-8039"},"institutions":[{"id":"https://openalex.org/I1285714368","display_name":"Oxleas NHS Foundation Trust","ror":"https://ror.org/033t2dn25","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1285714368"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ajay Bhatnagar","raw_affiliation_strings":["Green Parks House (Inpatient Services), Oxleas NHS Foundation Trust, London, UK"],"affiliations":[{"raw_affiliation_string":"Green Parks House (Inpatient Services), Oxleas NHS Foundation Trust, London, UK","institution_ids":["https://openalex.org/I1285714368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075096076","display_name":"Thierry Chaussalet","orcid":"https://orcid.org/0000-0001-5507-6158"},"institutions":[{"id":"https://openalex.org/I94951947","display_name":"University of Westminster","ror":"https://ror.org/04ycpbx82","country_code":"GB","type":"education","lineage":["https://openalex.org/I94951947"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thierry Chaussalet","raw_affiliation_strings":["School of Computer Science & Engineering, University of Westminster, London, UK"],"affiliations":[{"raw_affiliation_string":"School of Computer Science & Engineering, University of Westminster, London, UK","institution_ids":["https://openalex.org/I94951947"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5019983092"],"corresponding_institution_ids":["https://openalex.org/I94951947"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00962365,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"289","issue":null,"first_page":"321","last_page":"324"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.8772000074386597,"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/T13283","display_name":"Mental Health Research Topics","score":0.8772000074386597,"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/T14512","display_name":"Technology and Human Factors in Education and Health","score":0.8355000019073486,"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/abstraction","display_name":"Abstraction","score":0.7531015276908875},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7303522229194641},{"id":"https://openalex.org/keywords/zoning","display_name":"Zoning","score":0.6917306184768677},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.5998033881187439},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5820686221122742},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5345315933227539},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5302001237869263},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.41861289739608765},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34922492504119873},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.325274795293808},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1481587290763855},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.11559408903121948},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.07581660151481628}],"concepts":[{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.7531015276908875},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7303522229194641},{"id":"https://openalex.org/C520944541","wikidata":"https://www.wikidata.org/wiki/Q702232","display_name":"Zoning","level":2,"score":0.6917306184768677},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.5998033881187439},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5820686221122742},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5345315933227539},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5302001237869263},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41861289739608765},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34922492504119873},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.325274795293808},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1481587290763855},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.11559408903121948},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.07581660151481628},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.3233/shti210924","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210924","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210924","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:35062157","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35062157","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":"Studies in health technology and informatics","raw_type":null},{"id":"pmh:oai:westminsterresearch.westminster.ac.uk:vqwz8","is_oa":true,"landing_page_url":"https://doi.org/10.3233/SHTI210924","pdf_url":null,"source":{"id":"https://openalex.org/S4306400277","display_name":"WestminsterResearch (University of Westminster)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94951947","host_organization_name":"University of Westminster","host_organization_lineage":["https://openalex.org/I94951947"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3233/shti210924","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti210924","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI210924","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.5299999713897705,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4205414536.pdf","grobid_xml":"https://content.openalex.org/works/W4205414536.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W1178795244","https://openalex.org/W2162503213","https://openalex.org/W2216133675","https://openalex.org/W2577646479","https://openalex.org/W2622827166","https://openalex.org/W2768488789","https://openalex.org/W3136554903"],"related_works":["https://openalex.org/W3121717315","https://openalex.org/W4285335834","https://openalex.org/W263325194","https://openalex.org/W2205807669","https://openalex.org/W4206374577","https://openalex.org/W4241357287","https://openalex.org/W4205935056","https://openalex.org/W4205932328","https://openalex.org/W621863970","https://openalex.org/W2885003074"],"abstract_inverted_index":{"Zoning":[0],"classification":[1,85],"is":[2,21,34],"a":[3,8,22,46,80],"rating":[4],"mechanism,":[5],"which":[6,49],"uses":[7],"three-tier":[9],"color":[10],"coding":[11],"to":[12,41,53,66,78],"indicate":[13],"perceived":[14],"risk":[15],"from":[16,70],"the":[17,55],"patients'":[18,61],"conditions.":[19],"It":[20],"widely":[23],"adopted":[24],"manual":[25],"system":[26],"used":[27],"across":[28],"mental":[29,87],"health":[30,88],"settings,":[31],"however":[32],"it":[33],"time":[35],"consuming":[36],"and":[37,60,73],"costly.":[38],"We":[39],"propose":[40],"automate":[42],"classification,":[43],"by":[44],"adopting":[45],"hybrid":[47],"approach,":[48],"combines":[50],"Temporal":[51],"Abstraction":[52],"capture":[54],"temporal":[56],"relationship":[57],"between":[58],"symptoms":[59],"behaviors,":[62],"Natural":[63],"Language":[64],"Processing":[65],"quantify":[67],"statistical":[68],"information":[69],"patient":[71],"notes,":[72],"Supervised":[74],"Machine":[75],"Learning":[76],"Models":[77],"make":[79],"final":[81],"prediction":[82],"of":[83],"zoning":[84],"for":[86],"patients.":[89]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}