Evidence map›Paper›PMID 41366196›Full record

ArticleUpdates in surgery2026

Invisible assets: quantifying the hidden economic value of residency training in Italian public hospitals.

Francesco Brucchi, Richard Sassun, Annaclara Sileo, Luca Persani, Luigi Boni, Piergiorgio Danelli, Paolo Pietro Bianchi, Gianpaolo Carrafiello, Paolo Miccoli, Renzo Dionigi and 1 more

Abstract read
In one paragraph

Article in Updates in surgery, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What 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 registry

The 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 literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Francesco BrucchiUniversity of Milan, Via Festa del Perdono 7, Milan, 20122, Italy. francesco.brucchi@unimi.it.ORCID http://orcid.org/0000-0003-3191-4369
Richard SassunUniversity of Milan, Via Festa del Perdono 7, Milan, 20122, Italy.
Annaclara SileoUniversity of Milan, Via Festa del Perdono 7, Milan, 20122, Italy.
Luca PersaniDepartment of Endocrine and Metabolic Diseases, IRCCS Istituto Auxologico Italiano, Milan, 20100, Italy.
Luigi BoniDepartment of General and Minimally Invasive Surgery, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Via Francesco Sforza 35, Milan, 20122, Italy.
Piergiorgio DanelliUniversity of Milan, Via Festa del Perdono 7, Milan, 20122, Italy.
Paolo Pietro BianchiDepartment of General Surgery, ASST Santi Paolo e Carlo, San Paolo University Hospital, Milan, Italy.
Gianpaolo CarrafielloRadiology Department, Università Statale degli Studi Di Milano, IRCCS Policlinico, Milano, Italy.
Paolo MiccoliDepartment of Surgical, Medical, Molecular and Critical Pathology, University of Pisa, Pisa, Italy.
Renzo DionigiUniversity of Insubria, Varese, Italy.
Gianlorenzo DionigiDivision of General and Endocrine Surgery, Istituto Auxologico Italiano, IRCCS (Istituto di Ricovero e Cura a Carattere Scientifco), Milan, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundGraduate medical education (GME) programmes are integral to healthcare systems, providing clinical manpower through medical residents whose compensation is externally funded in Italy. The financial impact of resident integration on public hospital budgets, particularly amid rising healthcare expenditures, remains poorly quantified.

methodsWe conducted a deterministic 12-month Budget Impact Analysis from the hospital perspective (EUR 2024), comparing an attending-only workforce with a resident-integrated configuration. Inputs included attending full-cost FTE (salary + employer on-costs), resident productivity by setting, supervision shares (translated into effective attending FTE), and departmental workload. Uncertainty was addressed through Monte Carlo probabilistic sensitivity analysis.

resultsThis Budget Impact Analysis (hospital perspective; EUR 2024; 12-month horizon) found that integrating Ministry-funded residents reduced annual personnel expenditure by 40-50%. Replacing 40% of attending FTEs produced mean savings of €240,000 (95% CI: €205,000-€275,000). Sensitivity analyses confirmed the robustness of these savings across variations in staffing mix, supervision requirements, and resident productivity rates.

conclusionExternally funded residency programmes provide substantial, direct cost savings and support flexible workforce planning in Italian public hospitals. These findings support strategic investment in GME as a driver of economic sustainability and healthcare resource optimisation. Further research should address broader impacts on care quality and workforce stability.

Indexed as

Education, Medical, GraduateHospitals, PublicInternship and ResidencyBudgetsCost SavingsHumansItalyWorkloadHealth economic modellingHospital workforce planningItalian National Health Service (SSN)Medical residency programmesSimulation-based cost modelling

Identifiers

PMID41366196
PMCPMC13212412

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.