{"id":"https://openalex.org/W7125933990","doi":"https://doi.org/10.48550/arxiv.2601.19824","title":"An Interpretable Recommendation Model for Psychometric Data, With an Application to Gerontological Primary Care","display_name":"An Interpretable Recommendation Model for Psychometric Data, With an Application to Gerontological Primary Care","publication_year":2026,"publication_date":"2026-01-27","ids":{"openalex":"https://openalex.org/W7125933990","doi":"https://doi.org/10.48550/arxiv.2601.19824"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2601.19824","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049168316","display_name":"Andr\u00e9 Paulino de Lima","orcid":"https://orcid.org/0000-0002-3148-6686"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"de Lima, Andre Paulino","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057829344","display_name":"Paula Costa Castro","orcid":"https://orcid.org/0000-0002-0363-0871"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Castro, Paula","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124130705","display_name":"Suzana Carvalho Vaz de Andrade","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"de Andrade, Suzana Carvalho Vaz","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124137560","display_name":"Rosa Maria Marcucci","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marcucci, Rosa Maria","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122138101","display_name":"Ruth Caldeira de Melo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"de Melo, Ruth Caldeira","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5091083068","display_name":"Marcelo Garcia Manzato","orcid":"https://orcid.org/0000-0003-3215-6918"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manzato, Marcelo Garcia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06229548,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.31369999051094055,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.31369999051094055,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.13519999384880066,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.03929999843239784,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.9247999787330627},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7050999999046326},{"id":"https://openalex.org/keywords/primary-care","display_name":"Primary care","score":0.6674000024795532},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5306000113487244},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.3865000009536743},{"id":"https://openalex.org/keywords/primary-health-care","display_name":"Primary health care","score":0.34860000014305115},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.31619998812675476}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9247999787330627},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7050999999046326},{"id":"https://openalex.org/C2984752397","wikidata":"https://www.wikidata.org/wiki/Q3259956","display_name":"Primary care","level":2,"score":0.6674000024795532},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5879999995231628},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5306000113487244},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38850000500679016},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3865000009536743},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3522000014781952},{"id":"https://openalex.org/C163432668","wikidata":"https://www.wikidata.org/wiki/Q623543","display_name":"Primary health care","level":3,"score":0.34860000014305115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3224000036716461},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.31619998812675476},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3082999885082245},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.30390000343322754},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.29840001463890076},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.2874999940395355},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2766000032424927},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C56995899","wikidata":"https://www.wikidata.org/wiki/Q1126687","display_name":"Focus group","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.25369998812675476},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.25209999084472656}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2601.19824","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2601.19824","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2601.19824","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2601.19824","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"There":[0],"are":[1,17,80],"challenges":[2,63],"that":[3,28,43,49,68,79,102,135,152,166],"must":[4],"be":[5,45],"overcome":[6],"to":[7,75,82,100,184],"make":[8],"recommender":[9,175],"systems":[10,176],"useful":[11],"in":[12,32,47,112,141,177,186],"healthcare":[13,95,133,179],"settings.":[14],"The":[15,163],"reasons":[16,35],"varied:":[18],"the":[19,26,34,41,52,70,83,103,109,113,129,146,154,157,160,167,172],"lack":[20],"of":[21,72,115,122,128,148,156,174],"publicly":[22],"available":[23],"clinical":[24],"data,":[25],"difficulty":[27],"users":[29],"may":[30,44],"have":[31],"understanding":[33],"why":[36],"a":[37,65,93,123,149],"recommendation":[38,66,105],"was":[39],"made,":[40],"risks":[42],"involved":[46],"following":[48],"recommendation,":[50],"and":[51,85,190],"uncertainty":[53],"about":[54],"its":[55],"effectiveness.":[56],"In":[57],"this":[58,178],"work,":[59],"we":[60],"address":[61],"these":[62],"with":[64],"model":[67,84,106,131,161,169],"leverages":[69],"structure":[71],"psychometric":[73],"data":[74],"provide":[76],"visual":[77,158],"explanations":[78,159],"faithful":[81],"interpretable":[86],"by":[87,138],"care":[88,117],"professionals.":[89],"We":[90,119],"focus":[91],"on":[92,132],"narrow":[94],"niche,":[96,180],"gerontological":[97],"primary":[98],"care,":[99],"show":[101],"proposed":[104,130,168],"can":[107,170],"assist":[108],"attending":[110],"professional":[111],"creation":[114],"personalised":[116],"plans.":[118],"report":[120],"results":[121,147,164],"comparative":[124],"offline":[125],"performance":[126],"evaluation":[127],"datasets":[134],"were":[136],"collected":[137],"research":[139],"partners":[140],"Brazil,":[142],"as":[143,145,194],"well":[144],"user":[150],"study":[151],"evaluates":[153],"interpretability":[155],"generates.":[162],"suggest":[165],"advance":[171],"application":[173],"which":[181],"is":[182],"expected":[183],"grow":[185],"demand":[187],",":[188],"opportunities,":[189],"information":[191],"technology":[192],"needs":[193],"demographic":[195],"changes":[196],"become":[197],"more":[198],"pronounced.":[199]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-01-29T00:00:00"}