{"id":"https://openalex.org/W7224839545","doi":"https://doi.org/10.37771/nj.v10i2.1664","title":"Prediktor Lama Rawat Inap Pasien: Peran Gender, Jenis Penyakit, Pendidikan, Usia, Motivasi Sembuh, dan Status Fungsional","display_name":"Prediktor Lama Rawat Inap Pasien: Peran Gender, Jenis Penyakit, Pendidikan, Usia, Motivasi Sembuh, dan Status Fungsional","publication_year":2026,"publication_date":"2026-10-29","ids":{"openalex":"https://openalex.org/W7224839545","doi":"https://doi.org/10.37771/nj.v10i2.1664"},"language":"en","primary_location":{"id":"doi:10.37771/nj.v10i2.1664","doi":"https://doi.org/10.37771/nj.v10i2.1664","is_oa":true,"landing_page_url":"https://doi.org/10.37771/nj.v10i2.1664","pdf_url":null,"source":{"id":"https://openalex.org/S4210210526","display_name":"Nutrix Journal","issn_l":"2579-4426","issn":["2579-4426","2580-6432"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310314979","host_organization_name":"Mount Klabat College","host_organization_lineage":["https://openalex.org/P4310314979"],"host_organization_lineage_names":["Mount Klabat College"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nutrix Journal","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.37771/nj.v10i2.1664","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048516179","display_name":"Elisa Anderson","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elisa Anderson","raw_affiliation_strings":["FKep Unklab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FKep Unklab","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080990729","display_name":"Arlien Jeannete Manoppo","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arlien Jeannete Manoppo","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":0.87439446,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"2","first_page":"441","last_page":"453"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12174","display_name":"Hospital Admissions and Outcomes","score":0.36230000853538513,"subfield":{"id":"https://openalex.org/subfields/2911","display_name":"Leadership and Management"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12174","display_name":"Hospital Admissions and Outcomes","score":0.36230000853538513,"subfield":{"id":"https://openalex.org/subfields/2911","display_name":"Leadership and Management"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13986","display_name":"Medical Practices and Rehabilitation","score":0.19120000302791595,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"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/T11095","display_name":"Emergency and Acute Care Studies","score":0.1826999932527542,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"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/length-of-hospital-stay","display_name":"length of hospital stay","score":0.9850000143051147},{"id":"https://openalex.org/keywords/predictors-of-hospital-stay","display_name":"predictors of hospital stay","score":0.7310000061988831},{"id":"https://openalex.org/keywords/functional-status","display_name":"functional status","score":0.9570000171661377},{"id":"https://openalex.org/keywords/stroke","display_name":"stroke","score":0.8830000162124634},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"diabetes mellitus","score":0.8370000123977661},{"id":"https://openalex.org/keywords/recovery-motivation","display_name":"recovery motivation","score":0.9300000071525574},{"id":"https://openalex.org/keywords/katz-index","display_name":"Katz Index","score":0.6079999804496765},{"id":"https://openalex.org/keywords/discharge-planning","display_name":"discharge planning","score":0.7590000033378601},{"id":"https://openalex.org/keywords/medical-inpatients","display_name":"medical inpatients","score":0.7929999828338623},{"id":"https://openalex.org/keywords/demographic-factors","display_name":"demographic factors","score":0.5509999990463257}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8535000085830688},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.741599977016449},{"id":"https://openalex.org/C150966472","wikidata":"https://www.wikidata.org/wiki/Q3410145","display_name":"Psychosocial","level":2,"score":0.554099977016449},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.4779999852180481},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.4702000021934509},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.4296000003814697},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.4018000066280365},{"id":"https://openalex.org/C2776135927","wikidata":"https://www.wikidata.org/wiki/Q5242559","display_name":"Referral","level":2,"score":0.4000000059604645},{"id":"https://openalex.org/C2991681754","wikidata":"https://www.wikidata.org/wiki/Q2273097","display_name":"Barthel index","level":3,"score":0.384799987077713},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.3513000011444092},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.34940001368522644},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.32739999890327454},{"id":"https://openalex.org/C87227347","wikidata":"https://www.wikidata.org/wiki/Q7100713","display_name":"Ordered logit","level":2,"score":0.31769999861717224},{"id":"https://openalex.org/C64946054","wikidata":"https://www.wikidata.org/wiki/Q4874476","display_name":"Bayesian multivariate linear regression","level":3,"score":0.3149000108242035},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.31139999628067017},{"id":"https://openalex.org/C142052008","wikidata":"https://www.wikidata.org/wiki/Q954027","display_name":"Cross-sectional study","level":2,"score":0.30709999799728394},{"id":"https://openalex.org/C2993918154","wikidata":"https://www.wikidata.org/wiki/Q12131","display_name":"Functional impairment","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C2992019943","wikidata":"https://www.wikidata.org/wiki/Q16917","display_name":"General hospital","level":2,"score":0.2572000026702881},{"id":"https://openalex.org/C29456083","wikidata":"https://www.wikidata.org/wiki/Q1221899","display_name":"Gynecology","level":1,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.37771/nj.v10i2.1664","doi":"https://doi.org/10.37771/nj.v10i2.1664","is_oa":true,"landing_page_url":"https://doi.org/10.37771/nj.v10i2.1664","pdf_url":null,"source":{"id":"https://openalex.org/S4210210526","display_name":"Nutrix Journal","issn_l":"2579-4426","issn":["2579-4426","2580-6432"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310314979","host_organization_name":"Mount Klabat College","host_organization_lineage":["https://openalex.org/P4310314979"],"host_organization_lineage_names":["Mount Klabat College"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nutrix Journal","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.37771/nj.v10i2.1664","doi":"https://doi.org/10.37771/nj.v10i2.1664","is_oa":true,"landing_page_url":"https://doi.org/10.37771/nj.v10i2.1664","pdf_url":null,"source":{"id":"https://openalex.org/S4210210526","display_name":"Nutrix Journal","issn_l":"2579-4426","issn":["2579-4426","2580-6432"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310314979","host_organization_name":"Mount Klabat College","host_organization_lineage":["https://openalex.org/P4310314979"],"host_organization_lineage_names":["Mount Klabat College"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nutrix Journal","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9940000176429749,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2331407668","https://openalex.org/W4212904909","https://openalex.org/W3093715621","https://openalex.org/W2002160207","https://openalex.org/W30318566","https://openalex.org/W4387584802","https://openalex.org/W2301245782","https://openalex.org/W3151061594","https://openalex.org/W7203743247","https://openalex.org/W4389665309"],"abstract_inverted_index":{"Length":[0],"of":[1,8,18,20,34,99,135,137,165,189,193],"stay":[2],"(LOS)":[3],"is":[4],"a":[5,57,73],"key":[6],"indicator":[7],"hospital":[9,60,138,194],"service":[10],"efficiency.":[11],"This":[12],"study":[13,45],"aims":[14],"to":[15,29,130,151,171],"identify":[16],"predictors":[17,134,188],"length":[19,136,192],"stay,":[21],"including":[22],"demographic":[23],"(gender,":[24],"age,":[25,168],"education),":[26],"psychosocial":[27],"(motivation":[28],"recover),":[30],"and":[31,78,147,169,183,199],"clinical":[32,204],"(type":[33],"disease,":[35],"functional":[36,83,140,181,197],"status)":[37],"factors":[38],"in":[39,51,61,191],"adult":[40],"patients.":[41],"A":[42],"quantitative":[43],"cross-sectional":[44],"was":[46,87],"conducted":[47],"on":[48,203],"171":[49],"inpatients":[50],"the":[52,79,94,100,104,124],"internal":[53],"medicine":[54],"ward":[55],"at":[56],"central":[58],"referral":[59],"Manado,":[62],"selected":[63],"using":[64,89],"consecutive":[65],"sampling.":[66],"Data":[67],"were":[68,128,173],"collected":[69],"via":[70],"medical":[71],"records,":[72],"structured":[74],"recovery":[75],"motivation":[76,170],"questionnaire,":[77],"Katz":[80],"Index":[81],"for":[82],"status.":[84],"Multivariate":[85],"analysis":[86,101],"performed":[88],"binary":[90],"logistic":[91,105],"regression":[92,106],"with":[93],"Enter":[95],"method.":[96],"The":[97,163],"results":[98],"showed":[102],"that":[103],"model":[107],"had":[108],"excellent":[109],"fit":[110],"(p=.000;":[111],"Hosmer-Lemeshow":[112],"test":[113],"p=.986;":[114],"Nagelkerke":[115],"R\u00b2":[116],"=":[117,155,161],"31.6%;":[118],"prediction":[119],"accuracy":[120],"80.1%).":[121],"Of":[122],"all":[123],"variables,":[125],"only":[126],"two":[127],"found":[129],"be":[131],"significant":[132,176,187],"independent":[133],"stay:":[139],"status":[141,182],"(OR=1.301;":[142],"95%":[143,157],"CI:":[144,158],"1.068\u20131.586;":[145],"p=.009)":[146],"stroke":[148,184],"type":[149],"compared":[150],"diabetes":[152],"mellitus":[153],"(OR":[154],"3.923;":[156],"1.130\u201313.623;":[159],"p":[160],"0.031).":[162],"variables":[164],"gender,":[166],"education,":[167],"recover":[172],"not":[174],"independently":[175],"(":[177],").":[178],"In":[179],"conclusion,":[180],"diagnosis":[185],"are":[186,206],"changes":[190],"stay.":[195],"Early":[196],"screening":[198],"discharge":[200],"planning":[201],"based":[202],"risk":[205],"highly":[207],"recommended.":[208]},"counts_by_year":[],"updated_date":"2026-11-02T09:45:03.842371","created_date":"2026-10-31T00:00:00"}