ArticleHealthcare (Basel, Switzerland)2026
Predictive Factors of Inpatient Rehabilitation Outcomes and Stay: A Machine Learning Study with Temporal Validation.
Andrea Campagner, Claudio Cordani, Catia Pelosi, Lorenza Buttafava, Lucia Imperiali, Stefano Borghi, Dario Grippa, Carlotte Kiekens, Stefano Negrini, Giuseppe Banfi and 2 more
Abstract read
In one paragraphArticle in Healthcare (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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0citing papers in PubMed
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1 · What the graph read from itWhat it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
2 · The registryThe trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
3 · Its place in the literatureWho cites it
0 citing papers in PubMed.
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4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
12 authors.
Andrea CampagnerLaboratory of Mechanics of Biological Structures, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.ORCID 0000-0002-0027-5157 Claudio CordaniLaboratory of Evidence-Based Rehabilitation, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.ORCID 0000-0002-9014-7887 Catia PelosiSpecialistic Rehabilitation, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.ORCID 0009-0004-5141-530X Lorenza ButtafavaClinical Epidemiology Unit, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.ORCID 0009-0003-7714-2939 Lucia ImperialiLaboratory of Movement and Sport Science, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.ORCID 0009-0002-7232-6686 Stefano BorghiLaboratory of Movement and Sport Science, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.
Dario GrippaSpecialistic Rehabilitation, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.
Carlotte KiekensLaboratory of Evidence-Based Rehabilitation, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.ORCID 0000-0001-8500-7751 Stefano NegriniLaboratory of Evidence-Based Rehabilitation, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.ORCID 0000-0002-1878-2747 Giuseppe BanfiFaculty of Medicine and Surgery, Vita-Salute San Raffaele University, Via Olgettina 58, 20132 Milan, Italy.ORCID 0000-0001-9578-5338 Federico PennestrìScientific Direction, IRCCS Galeazzi-Sant'Ambrogio Hospital, Via Belgioioso 157, 20157 Milan, Italy.ORCID 0000-0001-9969-9955 The Prepare Project Group
Funding
European Health and Digital Executive Agency 101080288 PREPARE HORIZON-HLTH-2022-TOOL-12-01
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
discharge destinationfunctional outcomeship and knee osteoarthritisinpatient rehabilitationlength of staymachine learningpatient stratification
Identifiers
PMID42512683
PMCPMC13410261
What OpenQuestion holds
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