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February 28, 2026BMJ Open0 citationsOpen Access

Predictors of unplanned 30-day hospital readmission: a retrospective cohort study in north-east Italy

GSGino SartorMFMarco FuscoMMMarzio Milana

Key Result

Several chronic and acute conditions at index admission significantly increased 30-day readmission risk, with alcohol-related disease having the highest odds ratio of 2.06 (95% CI 1.36 to 3.13) among adults hospitalized in northeast Italy.

Key Points

  • The study aims to identify characteristics of patients at higher risk of unplanned hospital readmission within 30 days of discharge.
  • Retrospective cohort study design
  • Analyzed 39,467 hospital discharges in North-east Italy
  • Computed readmission rates and confidence intervals by risk factors
  • Used logistic mixed-effects model to estimate odds ratios for readmission
  • Overall 30-day readmission rate was 6.7% with 2,197 cases
  • Median time to readmission was 11 days
  • Alcohol-related disease, metastatic cancer, and epilepsy significantly increased readmission risk
  • Other significant risk factors included chronic obstructive pulmonary disease and urinary tract infections

Study Design

Type

Cohort (n=32,700)

Multicenter

Yes

Structured PICO

What are the clinical and demographic predictors of unplanned 30-day hospital readmission?

P
Population
32,700 adult index hospital admissions (excluding deaths and transfers) in the Marca Trevigiana Local Health Authority area (north-east Italy) during 2022.
O
Outcome
Unplanned hospital readmission within 30 days after discharge from the initial admissionhard clinical

Specific chronic and acute conditions, such as alcohol-related disease, metastatic cancer, and epilepsy, significantly increase the risk of unplanned 30-day hospital readmission, highlighting targets for improved transitional care.

Main Result

Effect estimate: ORs for risk factors adjusted for age and sex

p-value: p=<0.05 for significant predictors

Limitations

  • Retrospective cohort design subject to coding errors and misclassification from administrative data
  • Limited clinical detail and no assessment of disease severity or functional status
  • Lack of data on socioeconomic status, outpatient care, and postdischarge support leading to potential residual confounding
  • Possible underestimation of readmission rates due to unavailable data on readmissions outside included hospitals
  • Observational nature limits causal inference
  • Retrospective cohort design based on administrative hospital discharge records subject to coding errors and misclassification
  • Lack of clinical detail to assess disease severity and functional status
  • Lack of information on socioeconomic characteristics, outpatient care, and postdischarge support
  • Readmissions outside included hospitals may not be captured
  • Observational nature precludes causal inferences

Abstract

Objective Unplanned hospital readmissions within 30 days of discharge measure the quality of healthcare. This study aims to identify the characteristics of patients at higher risk of readmission. Design Retrospective cohort study. Setting North-east Italy (Marca Trevigiana Local Health Authority). Data source The study examined a total of 39 467 index admissions from hospital discharges (SDO) in the 890 000-inhabitant area during 2022. Outcome measure Readmission rates and 95% CIs were computed by risk factor, age and type of admission (surgical or medical). A logistic mixed-effects model was used to estimate readmission OR, adjusting for potential confounders. Results A total of 2197 readmissions occurred within 30 days of the index admission, resulting in an overall rate of 30-day readmissions of 6.7% (CI 6.4% to 7.0%). The median time to readmission was 11 days (IQR 5 to 20). In the multivariate analysis, after adjusting for age and sex, the following clinical conditions were associated with a higher risk of readmission: alcohol-related disease (OR=2.06, CI 1.36 to 3.13), metastatic cancer (OR=1.98, CI 1.57 to 2.50), epilepsy (OR=1.93, CI 1.36 to 2.75), dialysis or end-stage kidney disease (OR=1.92, CI 1.39 to 2.66), chronic obstructive pulmonary disease (OR=1.88, CI 1.49 to 2.36), stoma (OR=1.72, CI 1.22 to 2.44), transplant (OR=1.62, CI 1.03 to 2.55), being bedridden (OR=1.57, CI 1.28 to 1.93), anaemia (OR=1.57, CI 1.35 to 1.83), urinary tract infection (OR=1.54, CI 1.30 to 1.83), pneumonia (OR=1.52, CI 1.31 to 1.75), dementia (OR=1.49, CI 1.24 to 1.79), diabetes (OR=1.37, CI 1.17 to 1.61) and transfusion (OR=1.34, CI 1.03 to 1.73). Conclusion Several chronic and acute conditions at index admission significantly increased the risk of readmission. Strengthening transitional care, outpatient services and palliative care could mitigate readmissions.

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Cite This Study

Sartor et al. (2026) conducted a cohort in Adults aged 18 and older hospitalized in northeast Italy with various acute and chronic medical conditions, excluding patients discharged to another hospital or who died during admission (n=32,700). Several chronic and acute conditions at index admission significantly increased 30-day readmission risk, with alcohol-related disease having the highest odds ratio of 2.06 (95% CI 1.36 to 3.13) among adults hospitalized in northeast Italy.

synapsesocial.com/papers/69a2877b0a974eb0d3c03443https://doi.org/10.1136/bmjopen-2025-103595
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