{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,24]],"date-time":"2026-01-24T17:59:47Z","timestamp":1769277587048,"version":"3.49.0"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2012,3,14]],"date-time":"2012-03-14T00:00:00Z","timestamp":1331683200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/2.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["BMC Med Inform Decis Mak"],"published-print":{"date-parts":[[2012,12]]},"DOI":"10.1186\/1472-6947-12-19","type":"journal-article","created":{"date-parts":[[2012,3,14]],"date-time":"2012-03-14T18:16:32Z","timestamp":1331748992000},"source":"Crossref","is-referenced-by-count":27,"title":["Mining geriatric assessment data for in-patient fall prediction models and high-risk subgroups"],"prefix":"10.1186","volume":"12","author":[{"given":"Michael","family":"Marschollek","sequence":"first","affiliation":[]},{"given":"Mehmet","family":"G\u00f6vercin","sequence":"additional","affiliation":[]},{"given":"Stefan","family":"Rust","sequence":"additional","affiliation":[]},{"given":"Matthias","family":"Gietzelt","sequence":"additional","affiliation":[]},{"given":"Mareike","family":"Schulze","sequence":"additional","affiliation":[]},{"given":"Klaus-Hendrik","family":"Wolf","sequence":"additional","affiliation":[]},{"given":"Elisabeth","family":"Steinhagen-Thiessen","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,3,14]]},"reference":[{"key":"466_CR1","doi-asserted-by":"publisher","first-page":"495","DOI":"10.1111\/j.1365-2702.2006.01578.x","volume":"16","author":"C Heinze","year":"2007","unstructured":"Heinze C, Halfens RJ, Dassen T: Falls in German in-patients and residents over 65 years of age. J Clin Nurs. 2007, 16: 495-501. 10.1111\/j.1365-2702.2006.01578.x.","journal-title":"J Clin Nurs"},{"key":"466_CR2","doi-asserted-by":"publisher","first-page":"1885","DOI":"10.1016\/S0140-6736(05)67604-0","volume":"366","author":"P Kannus","year":"2005","unstructured":"Kannus P, Sievanen H, Palvanen M, Jarvinen T, Parkkari J: Prevention of falls and consequent injuries in elderly people. Lancet. 2005, 366: 1885-1893. 10.1016\/S0140-6736(05)67604-0.","journal-title":"Lancet"},{"key":"466_CR3","doi-asserted-by":"publisher","first-page":"172","DOI":"10.1157\/13057813","volume":"122","author":"A Salva","year":"2004","unstructured":"Salva A, Bolibar I, Pera G, Arias C: Incidence and consequences of falls among elderly people living in the community. Med Clin (Barc). 2004, 122: 172-176. 10.1157\/13057813.","journal-title":"Med Clin (Barc)"},{"key":"466_CR4","doi-asserted-by":"publisher","first-page":"M140","DOI":"10.1093\/geronj\/49.3.M140","volume":"49","author":"ME Tinetti","year":"1994","unstructured":"Tinetti ME, Mendes de Leon, Doucette JT, Baker DI: Fear of falling and fall-related efficacy in relationship to functioning among community-living elders. J Gerontol. 1994, 49: M140-M147.","journal-title":"J Gerontol"},{"key":"466_CR5","doi-asserted-by":"publisher","first-page":"290","DOI":"10.1136\/ip.2005.011015","volume":"12","author":"JA Stevens","year":"2006","unstructured":"Stevens JA, Corso PS, Finkelstein EA, Miller TR: The costs of fatal and non-fatal falls among older adults. Inj Prev. 2006, 12: 290-295. 10.1136\/ip.2005.011015.","journal-title":"Inj Prev"},{"key":"466_CR6","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1111\/j.1532-5415.1986.tb05480.x","volume":"34","author":"ME Tinetti","year":"1986","unstructured":"Tinetti ME: Performance-oriented assessment of mobility problems in elderly patients. J Am Geriatr Soc. 1986, 34: 119-126.","journal-title":"J Am Geriatr Soc"},{"key":"466_CR7","doi-asserted-by":"publisher","first-page":"1105","DOI":"10.1682\/JRRD.2008.04.0057","volume":"45","author":"S Gates","year":"2008","unstructured":"Gates S, Smith LA, Fisher JD, Lamb SE: Systematic review of accuracy of screening instruments for predicting fall risk among independently living older adults. J Rehabil Res Dev. 2008, 45: 1105-1116. 10.1682\/JRRD.2008.04.0057.","journal-title":"J Rehabil Res Dev"},{"key":"466_CR8","doi-asserted-by":"publisher","first-page":"1049","DOI":"10.1136\/bmj.315.7115.1049","volume":"315","author":"D Oliver","year":"1997","unstructured":"Oliver D, Britton M, Seed P, Martin FC, Hopper AH: Development and evaluation of evidence based risk assessment tool (STRATIFY) to predict which elderly inpatients will fall: case-control and cohort studies. BMJ. 1997, 315: 1049-1053. 10.1136\/bmj.315.7115.1049.","journal-title":"BMJ"},{"key":"466_CR9","doi-asserted-by":"publisher","first-page":"621","DOI":"10.1093\/ageing\/afn203","volume":"37","author":"D Oliver","year":"2008","unstructured":"Oliver D, Papaioannou A, Giangregorio L, Thabane L, Reizgys K, Foster G: A systematic review and meta-analysis of studies using the STRATIFY tool for prediction of falls in hospital patients: how well does it work?. Age Ageing. 2008, 37: 621-627. 10.1093\/ageing\/afn203.","journal-title":"Age Ageing"},{"key":"466_CR10","doi-asserted-by":"publisher","first-page":"427","DOI":"10.1111\/j.1365-2648.2007.04419.x","volume":"60","author":"EA Kim","year":"2007","unstructured":"Kim EA, Mordiffi SZ, Bee WH, Devi K, Evans D: Evaluation of three fall-risk assessment tools in an acute care setting. J Adv Nurs. 2007, 60: 427-435. 10.1111\/j.1365-2648.2007.04419.x.","journal-title":"J Adv Nurs"},{"issue":"2","key":"466_CR11","doi-asserted-by":"publisher","first-page":"R33","DOI":"10.1186\/cc5716","volume":"11","author":"SE de Rooij","year":"2007","unstructured":"de Rooij SE, Abu-Hanna A, Levi M, de Jonge E: Identification of high-risk subgroups in very elderly intensive care unit patients. Critical Care. 2007, 11 (2): R33-10.1186\/cc5716.","journal-title":"Critical Care"},{"key":"466_CR12","first-page":"61","volume":"14","author":"FI Mahoney","year":"1965","unstructured":"Mahoney FI, Barthel DW: Functional Evaluation: The Barthel Index. Md State Med J. 1965, 14: 61-65.","journal-title":"Md State Med J"},{"key":"466_CR13","doi-asserted-by":"publisher","first-page":"699","DOI":"10.7326\/0003-4819-112-9-699","volume":"112","author":"MS Lachs","year":"1990","unstructured":"Lachs MS, Feinstein AR, Cooney LM, Drickamer MA, Marottoli RA, Pannill FC, Tinetti ME: A simple procedure for general screening for functional disability in elderly patients. Ann Intern Med. 1990, 112: 699-706.","journal-title":"Ann Intern Med"},{"key":"466_CR14","volume-title":"Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)","author":"IH Witten","year":"2005","unstructured":"Witten IH, Frank E: Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems). 2005, Morgan Kaufmann Publishers Inc"},{"key":"466_CR15","volume-title":"C4.5: Programs for machine learning","author":"JR Quinlan","year":"1993","unstructured":"Quinlan JR: C4.5: Programs for machine learning. 1993, San Francisco: Morgan Kaufman"},{"key":"466_CR16","doi-asserted-by":"publisher","first-page":"219","DOI":"10.3414\/ME0543","volume":"49","author":"R Stollhoff","year":"2010","unstructured":"Stollhoff R, Sauerbrei W, Schumacher M: An experimental evaluation of boosting methods for classification. Methods Inf Med. 2010, 49: 219-229. 10.3414\/ME0543.","journal-title":"Methods Inf Med"},{"key":"466_CR17","doi-asserted-by":"publisher","first-page":"1146","DOI":"10.1111\/j.1532-5415.1995.tb07017.x","volume":"43","author":"MB King","year":"1995","unstructured":"King MB, Tinetti ME: Falls in community-dwelling older persons. J Am Geriatr Soc. 1995, 43: 1146-1154.","journal-title":"J Am Geriatr Soc"},{"key":"466_CR18","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1093\/geront\/48.2.213","volume":"48","author":"NV Carroll","year":"2008","unstructured":"Carroll NV, Delafuente JC, Cox FM, Narayanan S: Fall-related hospitalization and facility costs among residents of institutions providing long-term care. Gerontologist. 2008, 48: 213-222. 10.1093\/geront\/48.2.213.","journal-title":"Gerontologist"},{"key":"466_CR19","unstructured":"Proposals for Safeguarding Good Scientific Practice 1998. [\n                    http:\/\/www.dfg.de\/aktuelles_presse\/reden_stellungnahmen\/download\/self_regulation_98.pdf\n                    \n                  ]"},{"key":"466_CR20","doi-asserted-by":"publisher","first-page":"703","DOI":"10.1001\/jama.1994.03510330081039","volume":"271","author":"R Jaeschke","year":"1994","unstructured":"Jaeschke R, Guyatt GH, Sackett DL: Users' guides to the medical literature. III. How to use an article about a diagnostic test. B. What are the results and will they help me in caring for my patients? The Evidence-Based Medicine Working Group. Jama. 1994, 271: 703-707. 10.1001\/jama.1994.03510330081039.","journal-title":"Jama"},{"key":"466_CR21","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1007\/s00391-009-0035-7","volume":"42","author":"M Marschollek","year":"2009","unstructured":"Marschollek M, Nemitz G, Gietzelt M, Wolf KH, Meyer Zu Schwabedissen H, Haux R: Predicting in-patient falls in a geriatric clinic: a clinical study combining assessment data and simple sensory gait measurements. Z Gerontol Geriatr. 2009, 42: 317-321. 10.1007\/s00391-009-0035-7.","journal-title":"Z Gerontol Geriatr"},{"key":"466_CR22","doi-asserted-by":"publisher","first-page":"142","DOI":"10.1111\/j.1532-5415.1991.tb01616.x","volume":"39","author":"D Podsiadlo","year":"1991","unstructured":"Podsiadlo D, Richardson S: The timed \"Up & Go\": a test of basic functional mobility for frail elderly persons. J Am Geriatr Soc. 1991, 39: 142-148.","journal-title":"J Am Geriatr Soc"},{"key":"466_CR23","first-page":"151","volume-title":"Die Berliner Altersstudie [The Berlin Aging Study]","author":"E Steinhagen-Thiessen","year":"1996","unstructured":"Steinhagen-Thiessen E, Borchelt M: Morbidit\u00e4t, Medikation und Funktionalit\u00e4t im Alter [Morbidity, medication and functional status in the elderly]. Die Berliner Altersstudie [The Berlin Aging Study]. Edited by: Mayer KU, Baltes PB. 1996, Berlin: Akademie Verlag, 151-184."},{"issue":"9","key":"466_CR24","doi-asserted-by":"publisher","first-page":"788","DOI":"10.1177\/0269215511400639","volume":"25","author":"ER Vieira","year":"2011","unstructured":"Vieira ER, Freund-Heritage R, da Costa BR: Risk factors for geriatric patient falls in rehabilitation hospital settings: a systematic review. Clin Rehabil. 2011, 25 (9): 788-799. 10.1177\/0269215511400639.","journal-title":"Clin Rehabil"},{"issue":"4","key":"466_CR25","doi-asserted-by":"publisher","first-page":"438","DOI":"10.1111\/j.1447-0594.2011.00703.x","volume":"11","author":"T Kojima","year":"2011","unstructured":"Kojima T, Akishita M, Nakamura T, Nomura K, Ogawa S, Iijima K, Eto M, Ouchi Y: Association of polypharmacy with fall risk among geriatric outpatients. Geriatr Gerontol Int. 2011, 11 (4): 438-444. 10.1111\/j.1447-0594.2011.00703.x.","journal-title":"Geriatr Gerontol Int"},{"key":"466_CR26","doi-asserted-by":"publisher","first-page":"602","DOI":"10.1002\/gps.2569","volume":"26","author":"CM Chang","year":"2011","unstructured":"Chang CM, Chen MJ, Tsai CY, Ho LH, Hsieh HL, Chau YL, Liu CY: Medical conditions and medications as risk factors of falls in the inpatient older people: a case-control study. Int J Geriatr Psychiatry. 2011, 26: 602-607. 10.1002\/gps.2569.","journal-title":"Int J Geriatr Psychiatry"}],"container-title":["BMC Medical Informatics and Decision Making"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1186\/1472-6947-12-19\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1472-6947-12-19.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1472-6947-12-19","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1472-6947-12-19.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,1,22]],"date-time":"2019-01-22T15:03:54Z","timestamp":1548169434000},"score":1,"resource":{"primary":{"URL":"https:\/\/bmcmedinformdecismak.biomedcentral.com\/articles\/10.1186\/1472-6947-12-19"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,3,14]]},"references-count":26,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2012,12]]}},"alternative-id":["466"],"URL":"https:\/\/doi.org\/10.1186\/1472-6947-12-19","relation":{},"ISSN":["1472-6947"],"issn-type":[{"value":"1472-6947","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,3,14]]},"article-number":"19"}}