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. 2023 Nov 8;26(11):1453–1465. doi: 10.1089/jpm.2022.0555

Table 4.

Adjusted Rate Ratios for Association of Geographic Factors Influencing Inpatient Services in the Last 12 Months of Life

  Adjusted rate ratio (95% confidence interval)
≥1 Acute hospitalization ≥1 ED visit ≥1 ICU admission ≥1 Mechanical ventilation ≥1 Chemotherapy treatment^ ≥1 Radiotherapy treatmenta
Characteristics
MM index
 Metropolitan 1.0 1.0 1.0 1.0 1.0 1.0
 Regional centers 0.858 (0.726–1.014) 0.876 (0.745–1.032) 1.208 (0.761–1.918) 2.198 (1.2993.719) 1.208 (0.824–1.770) 0.534 (0.3030.942)
 Large rural towns 0.825 (0.7560.900)b 1.067 (0.973–1.171) 1.317 (1.0261.692) 0.951 (0.697–1.298) 0.915 (0.730–1.146) 0.320 (0.2310.444)b
 Medium rural towns 0.947 (0.801–1.119) 1.660 (1.4781.865) 1.174 (0.734–1.880) 1.695 (0.985–2.917) 0.890 (0.568–1.394) 0.367 (0.1930.699)
 Small rural towns 0.888 (0.758–1.040) 1.294 (1.0651.571) 1.486 (0.965–2.286) 2.020 (1.2113.368) 0.669 (0.435–1.029) 0.071 (0.0280.180)b
Travel time (mins)c
 0–<5 1.0 1.0 1.0 1.0 1.0 1.0
 5–<10 1.025 (0.932–1.127) 1.066 (0.986–1.153) 1.155 (0.849–1.572) 0.831 (0.590–1.169) 0.969 (0.740–1.268) 0.737 (0.5560.975)
 10–<15 1.048 (0.957–1.147) 0.985 (0.899–1.079) 1.282 (0.953–1.724) 0.708 (0.501–1.001) 0.892 (0.684–1.164) 0.914 (0.710–1.176)
 15–<30 0.973 (0.890–1.064) 0.930 (0.805–1.075) 1.212 (0.910–1.616) 0.834 (0.605–1.151) 1.186 (0.931–1.510) 1.009 (0.793–1.285)
 30+ 0.967 (0.818–1.143) 0.670 (0.5830.769)b 1.128 (0.703–1.811) 0.580 (0.337–1.000) 0.853 (0.540–1.348) 0.956 (0.516–1.773)
a

Inpatient chemotherapy and inpatient radiotherapy services have been included in this table for convenience, and not necessarily categorized as services with acute-care intent.

Where p < 0.05, figures are in bold, bindicates statistical significance (p < 0.0001).

Adjusted for sex, age at death, marital status, preferred language, cancer type, comorbidity index, socioeconomic status, rate ratio from negative binomial regression for health care utilization with count data.

c

Nearest facility with health service (e.g., emergency department, intensive care unit, specialist palliative care unit).