| Literature DB >> 28987034 |
Rosarin Sruamsiri1,2, Sameh Ferchichi3, Aurélien Jamotte3, Mondher Toumi4, Hiroshi Kubo5, Jörg Mahlich1,6.
Abstract
OBJECTIVES: Little is known about the economic burden of influenza-related hospitalizations in Japan. This study sought to identify the factors that contribute to the total healthcare costs (THCs) associated with hospitalizations due to influenza in the Japanese population. STUDYEntities:
Keywords: Influenza; Japan; economic burden; healthcare costs; hospitalizations; structural equation modelling
Mesh:
Year: 2017 PMID: 28987034 PMCID: PMC5705683 DOI: 10.1111/irv.12505
Source DB: PubMed Journal: Influenza Other Respir Viruses ISSN: 1750-2640 Impact factor: 4.380
Figure 1Path showing the relationship between each variable using structural equation modelling. Patient characteristics: age, gender, origin of patients and main diagnosis. Hospital characteristics: hospital type (regular, ER, ICU). Procedures: blood transfusion, cardiac catheterization, dialysis, mechanical ventilator, oxygen therapy, tube feeding, biochemical testing, bronchoscopy, chest X‐ray, echocardiography, CT scan, immunology test, sputum test and oxygen saturation test. Associated conditions: congestive heart failure, atrial fibrillation, acute respiratory failure, pneumonia, asthma, COPD, chronic renal failure, diabetes mellitus, disease involving the immune mechanism, Parkinson's disease, ischaemic heart disease and malignant neoplasm (cancer). Indirect effect: dashed line. Direct effect: continuous line. ER, emergency; ICU, intensive care unit; CT scan, computerized axial tomography scan; COPD, chronic obstructive pulmonary disease
Figure 2Patient selection
Characteristics of included influenza patients
| Characteristics N (%) | Total N (%) | Children (≤15 y) N (%) | Adults (16‐64 y) N (%) | Elderly (≥65 y and older) N (%) | Subgroup: Infants and toddlers (≤2 y) N (%) |
|---|---|---|---|---|---|
| Number of patients | 5261 | 1375 (26) | 637 (12) | 3249 (62) | 654 (12) |
| Demographics | |||||
| Gender | |||||
| Female | 2559 (49) | 567 (41) | 303 (47) | 1689 (52) | 276 (42) |
| Age | |||||
|
Mean ± SD |
57.5 ± 34.9 |
4.0 ± 3.8 |
45.6 ± 14.6 |
82.5 ± 8.0 |
0.8 ± 0.8 |
| Hospitalization characteristics | |||||
| Influenza as diagnosis incurring most resources | 1867 (35) | 884 (64) | 130 (20) | 853 (26) | 436 (67) |
| Influenza as primary medical diagnosis | 2343 (44) | 924 (67) | 169 (26) | 1250 (38) | 445 (68) |
| Nature of hospitalization | |||||
| Regular | 3033 (58) | 1196 (87) | 385 (61) | 1452 (45) | 566 (87) |
| Emergency | 1990 (38) | 161 (12) | 205 (32) | 1624 (50) | 79 (12) |
| ICU | 238 (4) | 18 (1) | 47 (7) | 173 (5) | 9 (1) |
| Origin of patient before hospitalization | |||||
| Hospitalized from home | 4708 (89) | 1355 (98) | 612 (96) | 2714 (84) | 643 (98) |
| Transfer | 91 (2) | 10 (1) | 8 (1) | 73 (2) | 6 (1) |
| Nursing home or welfare facilities | 436 (8) | 0 (0) | 11 (2) | 425 (13) | 0 (0) |
| Missing | 26 (1) | 10 (1) | 6 (1) | 10 (1) | 5 (1) |
| Destination/outcome after discharge | |||||
| Home | 4208 (80) | 1357 (99) | 595 (93) | 2256 (70) | 647 (99) |
| Transfer | 349 (7) | 5 (0) | 18 (3) | 326 (10) | 2 (0) |
| Long‐term care facilities | 414 (8) | 0 (0) | 12 (2) | 402 (12) | 0 (0) |
| Death | 248 (5) | 1 (0) | 8 (1) | 239 (7) | 1 (0) |
| Missing | 42 (0) | 12 (1) | 4 (1) | 26 (1) | 4 (1) |
| Associated conditions | |||||
| Congestive heart failure | 690 (13) | 9 (1) | 41 (6) | 640 (80) | 7 (1) |
| Atrial fibrillation | 305 (6) | 0 (0) | 8 (1) | 297 (9) | 0 (0) |
| Acute respiratory failure | 535 (10) | 67 (5) | 40 (6) | 428 (13) | 29 (4) |
| Acute renal failure | 65 (1) | 3 (0) | 14 (2) | 48 (1) | 1 (0) |
| Pneumonia | 689 (13) | 114 (8) | 43 (7) | 532 (16) | 59 (9) |
| Asthma | 562 (11) | 265 (19) | 59 (9) | 238 (7) | 121 (10) |
| COPD | 285 (5) | 1 (0) | 21 (3) | 263 (8) | 0 (0) |
| Chronic renal failure | 196 (4) | 1 (0) | 26 (4) | 169 (5) | 1 (0) |
| Diabetes mellitus | 785 (15) | 0 (0) | 97 (15) | 688 (21) | 0 (0) |
| Disease involving the immune mechanism | 11 (0) | 3 (0) | 4 (1) | 4 (0) | 0 (0) |
| Parkinson's disease | 82 (2) | 2 (0) | 3 (0) | 77 (2) | 0 (0) |
| Ischaemic heart disease | 405 (8) | 1 (0) | 33 (5) | 371 (11) | 0 (0) |
| Malignant neoplasm (cancer) | 503 (10) | 7 (1) | 78 (12) | 418 (13) | 1 (0) |
| Procedures (patients with at least 1 procedure charged) | |||||
| Surgery and interventions | |||||
| Blood transfusion | 288 (6) | 10 (1) | 40 (6) | 238 (7) | 4 (1) |
| Cardiac catheterization | 943 (18) | 12 (1) | 78 (12) | 853 (26) | 4 (1) |
| Dialysis | 73 (1) | 0 (0) | 18 (3) | 55 (2) | 0 (0) |
| Mechanical ventilation | 217 (4) | 22 (2) | 28 (4) | 167 (5) | 11 (2) |
| Oxygen therapy | 2317 (44) | 227 (16) | 201 (31) | 1888 (58) | 107 (16) |
| Tube feeding | 296 (6) | 18 (1) | 20 (3) | 258 (8) | 6 (1) |
| Other surgery procedures and anaesthesia | 839 (16) | 53 (4) | 159 (25) | 627 (19) | 19 (3) |
| Tests/imaging | |||||
| Biochemical testing | 5092 (97) | 1277 (93) | 604 (95) | 3210 (99) | 603 (92) |
| Bronchoscopy/pulmonary function test | 142 (3) | 9 (1) | 28 (4) | 105 (3) | 2 (0) |
| Chest X‐ray | 4598 (87) | 919 (67) | 540 (85) | 3139 (97) | 418 (91) |
| Colour Doppler ultrasound/echocardiography | 1174 (22) | 76 (6) | 150 (24) | 948 (29) | 29 (4) |
| Computerized tomography scan | 2597 (49) | 235 (17) | 288 (45) | 2074 (64) | 81 (12) |
| Immunology test | 4690 (89) | 996 (72) | 575 (90) | 3119 (96) | 481 (73) |
| Oxygen saturation test | 2551 (48) | 384 (28) | 223 (35) | 1944 (60) | 186 (28) |
| Sputum test | 3046 (58) | 687 (50) | 313 (49) | 2046 (63) | 328 (58) |
| Length of stay | |||||
| LOS | |||||
|
Mean ± SD |
12.5 ± 12.7 |
4.3 ± 5.4 |
11.3 ± 11.0 |
16.1 ± 13.5 |
4.2 ± 5.1 |
| Total costs in USD | |||||
| 1. Total costs (sum of costs of all procedures) | |||||
| Mean ± SD | 5402 ± 5597 | 2619 ± 3500 | 5572 ± 6146 | 6546 ± 5793 | 2538 ± 3629 |
| Median [Q1; Q3] | 3409 [2036; 6638] | 1937 [1570; 2546] | 3491 [2120; 6687] | 4669 [2793; 8224] | 1935 [1607; 2441] |
| 2. Total cost of DPC | |||||
| Mean ± SD | 4582 ± 5075 | 2265 ± 3144 | 4770 ± 5675 | 5526 ± 5296 | 2205 ± 3198 |
| Median [Q1; Q3] | 2718 [1635; 5566] | 1679 [1363; 2185] | 2744 [1536; 5817] | 3821 [2124; 6900] | 1686 [1393; 2124] |
DPC, Diagnosis Procedure Combination; SD, standard deviation; ICU, intensive care unit; COPD, chronic obstructive pulmonary disease; LOS, length of stay; ¥, Japanese yen; USD, US$.
Exchange rate: 1 USD = 109.33 Japanese yen.
Direct, indirect and total effects of the factors on THC using a structure equation model
| Variable | Direct effect (USD | Indirect effect (USD | Total effects (USD | ||||||
|---|---|---|---|---|---|---|---|---|---|
| →THC | →LOS→THC | →THC + (→LOS→THC) | |||||||
| Coeff. | 95% CI | Coeff. | 95% CI | Coeff. | 95% CI | ||||
| LOS (day) |
|
|
|
|
|
| |||
| Gender (reference: male) | |||||||||
| Female |
|
|
|
|
|
| 82 | −125 | 291 |
| Age (reference: 16‐64 y) | |||||||||
| ≤15 y |
|
|
|
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| −26 | −429 | 375 |
| 16‐64 y |
|
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| ||||||
| 65 y and older |
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| Hospitalization characteristics | |||||||||
| Influenza as primary medical diagnosis |
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| Nature of hospitalization | |||||||||
| Regular |
|
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| ||||||
| Emergency |
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| −261 | −462 | −61 | 197 | −33 | 429 |
| ICU |
|
|
| 188 | −384 | 762 |
|
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| Patient origin | |||||||||
| From home |
|
|
| ||||||
| Transfer | −330 | −906 | 246 | 763 | −120 | 1647 | 433 | −423 | 1290 |
| Nursing home or welfare facilities |
|
|
| 209 | −151 | 569 |
|
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|
| Associated conditions | |||||||||
| Congestive heart failure | −139 | −446 | 167 | 218 | −108 | 544 | 78 | −347 | 505 |
| Atrial fibrillation | −246 | −651 | 157 | 28 | −407 | 464 | −218 | −758 | 322 |
| Acute respiratory failure | −64 | −315 | 186 | −314 | −639 | 10 | −379 | −769 | 11 |
| Acute renal failure | 1001 | −713 | 2716 | −881 | −1777 | 13 | 119 | −1849 | 2088 |
| Pneumonia |
|
|
| −41 | −306 | 223 | −446 | −748 | −144 |
| Asthma | −177 | −406 | 52 | 97 | −148 | 343 | −79 | −428 | 269 |
| COPD |
|
|
| 288 | −143 | 720 | −42 | −500 | 414 |
| Chronic renal failure |
|
|
| 141 | −495 | 779 |
|
|
|
| Diabetes mellitus | 141 | −114 | 398 | 110 | −161 | 383 | 252 | −111 | 617 |
| Disease involving the immune mechanism | 1499 | −2046 | 5046 | −1379 | −2709 | −49 | 120 | −4389 | 4630 |
| Parkinson's disease | −128 | −533 | 277 |
|
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| Ischaemic heart disease |
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| 334 | −50 | 720 |
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| Malignant neoplasm (cancer) |
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| Procedures (patients with at least 1 procedure charged) | |||||||||
| Surgery and interventions | |||||||||
| Blood transfusion |
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| Cardiac catheterization | 24 | −242 | 292 |
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| Dialysis |
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| 539 | −483 | 1561 |
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| Mechanical ventilation |
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| Oxygen therapy |
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| 199 | −68 | 468 |
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| Tube feeding |
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| Tests/imaging | |||||||||
| Biochemical testing | 56 | −178 | 291 | −304 | −619 | 9 | −248 | −656 | 160 |
| Bronchoscopy/pulmonary function test |
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| Chest X‐ray |
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| 109 | −90 | 309 |
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| Colour Doppler ultrasound/echocardiography |
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| Computerized tomography | 19 | −130 | 170 |
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| Immunology test | −64 | −261 | 132 |
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| Oxygen saturation test | −67 | −262 | 127 | 235 | −2 | 474 | 168 | −137 | 474 |
| Sputum test | −90 | −242 | 60 |
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|
Statistical significance at P‐value < 0.05 in bold. Coeff., unstandardized coefficient; USD, US$; LOS, length of stay; THC, total healthcare cost; COPD, chronic obstructive pulmonary disease; ICU, intensive care unit.
Exchange rate: 1 USD = 109.33 Japanese yen.
Direct, indirect and total effects of the factors on THC in children (≤15 y old) using a structure equation model
| Variable | Direct effect (USD | Indirect effect (USD | Total effects (USD | ||||||
|---|---|---|---|---|---|---|---|---|---|
| →THC | →LOS→THC | →THC + (→LOS→THC) | |||||||
| Coeff. | 95% CI | Coeff. | 95% CI | Coeff. | 95% CI | ||||
| LOS (day) |
|
|
|
|
|
| |||
| Gender (reference: male) | |||||||||
| Female | −44 | −140 | 52 | 1 | −240 | 243 | −42 | −292 | 207 |
| Hospitalization characteristics | |||||||||
| Influenza as primary medical diagnosis | 81 | −37 | 199 |
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| Nature of hospitalization | |||||||||
| Regular |
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| ||||||
| Emergency |
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| −73 | −517 | 370 | 263 | −165 | 692 |
| ICU |
|
|
| 140 | −5917 | 6198 | 2829 | −4505 | 10 164 |
| Patient origin | |||||||||
| From home |
|
|
| ||||||
| Transfer | −203 | −581 | 173 | −126 | −731 | 478 | −330 | −791 | 130 |
| Nursing home or welfare facilities |
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| ||||||
| Procedures (patients with at least 1 procedure charged) | |||||||||
| Surgery and interventions | |||||||||
| Blood transfusion |
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| Cardiac catheterization | 764 | −2491 | 4020 | 5278 | −4391 | 14 948 | 6043 | −5899 | 17 986 |
| Mechanical ventilation | 848 | −320 | 2018 | 2003 | −1088 | 5094 | 2851 | −973 | 6677 |
| Oxygen therapy | −104 | −267 | 59 |
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| Tube feeding | 914 | −453 | 2282 | −2856 | −7346 | 1634 | −1941 | −7233 | 3350 |
| Tests/imaging | |||||||||
| Biochemical testing | 145 | −37 | 329 | −348 | −718 | 22 | −202 | −552 | 147 |
| Bronchoscopy/pulmonary function test | 755 | −1534 | 3046 | −378 | −2282 | 1526 | 377 | −3249 | 4005 |
| Chest X‐ray | −9 | −137 | 117 |
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| Colour Doppler ultrasound/echocardiography | 391 | −116 | 899 |
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| Computerized tomography |
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| 61 | −314 | 436 | 384 | −14 | 784 |
| Immunology test | 45 | −80 | 171 | 40 | −291 | 371 | 85 | −249 | 420 |
| Oxygen saturation test | 88 | −25 | 202 | −179 | −379 | 20 | −91 | −302 | 120 |
| Sputum test | 1 | −88 | 91 |
|
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|
Statistical significance at P‐value < 0.05 in bold. Coeff., unstandardized coefficient; USD, US$; LOS, length of stay; THC, total healthcare cost.
Exchange rate: 1 USD = 109.33 Japanese yen.
Direct, indirect and total effects of the factors on THC in elderly patients (≥65 y old) using a structure equation model
| Variable | Direct effect (USD | Indirect effect (USD | Total effects (USD | ||||||
|---|---|---|---|---|---|---|---|---|---|
| →THC | →LOS→THC | →THC + (→LOS→THC) | |||||||
| Coeff. | 95% CI | Coeff. | 95% CI | Coeff. | 95% CI | ||||
| LOS (day) |
|
|
|
|
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| |||
| Gender (reference: male) | |||||||||
| Female | −201 | −385 | −17 |
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| 269 | −28 | 567 |
| Hospitalization characteristics | |||||||||
| Influenza as primary medical diagnosis |
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| Nature of hospitalization | |||||||||
| Regular |
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| ||||||
| Emergency |
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| −265 | −556 | 673 | 177 | −109 | 464 |
| ICU |
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| 58 | −556 | 673 |
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| Patient origin | |||||||||
| From home |
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| ||||||
| Transfer | −332 | −929 | 265 | 815 | −179 | 1810 | 482 | −515 | 1481 |
| Nursing home or welfare facilities |
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| 124 | −221 | 470 |
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| Associated conditions | |||||||||
| Congestive heart failure | −216 | −514 | 81 | 156 | −171 | 484 | −60 | −493 | 373 |
| Atrial fibrillation | −198 | −589 | 192 | 48 | −368 | 465 | −150 | −687 | 387 |
| Acute respiratory failure | −33 | −289 | 222 | −345 | −712 | 22 | −379 | −799 | 41 |
| Acute renal failure | 1093 | −958 | 3145 | −715 | −1679 | 248 | 377 | −1967 | 2723 |
| Pneumonia |
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|
| −41 | −358 | 274 |
|
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| Asthma | −48 | −518 | 422 | 26 | −423 | 475 | −21 | −699 | 656 |
| COPD |
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| 287 | −159 | 733 |
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| Chronic renal failure |
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| 58 | −595 | 713 |
|
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| Diabetes mellitus | 182 | −82 | 448 | 73 | −207 | 355 | 256 | −132 | 645 |
| Disease involving the immune mechanism | 5115 | −3837 | 14 067 | −874 | −3519 | 1770 | 4240 | −7000 | 15 481 |
| Parkinson's disease | 11 | −386 | 409 |
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| Ischaemic heart disease | 271 | −132 | 675 |
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| Malignant neoplasm (cancer) | 259 | −83 | 603 |
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| Procedures (patients with at least 1 procedure charged) | |||||||||
| Surgery and interventions | |||||||||
| Blood transfusion |
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| Cardiac catheterization | 70 | −196 | 338 |
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| Dialysis |
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| 659 | −524 | 1842 |
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| Mechanical ventilation |
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| −630 | −1316 | 55 |
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| Oxygen therapy | 241 | −53 | 536 | 150 | −204 | 505 | 392 | −86 | 870 |
| Tube feeding |
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| Tests/imaging | |||||||||
| Biochemical testing | 114 | −357 | 586 | −460 | −1313 | 392 | −345 | −1318 | 627 |
| Bronchoscopy/pulmonary function test |
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| Chest X‐ray | 248 | −124 | 621 |
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| Colour Doppler ultrasound/echocardiography |
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| Computerized tomography | −20 | −213 | 172 |
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| Immunology test | 37 | −324 | 399 |
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| Oxygen saturation test | −51 | −334 | 231 | 258 | −83 | 600 | 207 | −246 | 660 |
| Sputum test | −212 | −431 | 6 |
|
|
| 262 | −58 | 582 |
Statistical significance at P‐value < 0.05 in bold. Coeff., unstandardized coefficient; USD, US$; LOS, length of stay; THC, total healthcare cost; COPD, chronic obstructive pulmonary disease.
Exchange rate: 1 USD = 109.33 Japanese yen.
Direct, indirect and total effects of the factors on THC in infants and toddlers (≤2 y old) using a structure equation model
| Variable | Direct effect (USD | Indirect effect (USD | Total effects (USD | ||||||
|---|---|---|---|---|---|---|---|---|---|
| →THC | →LOS→THC | →THC + (→LOS→THC) | |||||||
| Coeff. | 95% CI | Coeff. | 95% CI | Coeff. | 95% CI | ||||
| LOS (day) |
|
|
|
|
|
| |||
| Gender (reference: male) | |||||||||
| Female | 34 | −48 | 117 | 54 | −136 | 245 | 88 | −95 | 272 |
| Hospitalization characteristics | |||||||||
| Influenza as primary medical diagnosis | 8 | −114 | 131 |
|
|
| −667 | −899 | −434 |
| Nature of hospitalization | |||||||||
| Regular |
|
|
| ||||||
| Emergency |
|
|
| −124 | −395 | 147 | 269 | 1 | 537 |
| ICU |
|
|
| 777 | −1659 | 3213 | 3006 | −605 | 6618 |
| Patient origin | |||||||||
| From home |
|
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| ||||||
| Transfer | −424 | −969 | 121 | 31 | −621 | 685 | −392 | −994 | 209 |
| Nursing home or welfare facilities |
|
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| ||||||
| Procedures (patients with at least 1 procedure charged) | |||||||||
| Surgery and interventions | |||||||||
| Blood transfusion |
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|
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| Cardiac catheterization | 2940 | −1132 | 7012 |
|
|
| 18 710 | 7647 | 29 773 |
| Mechanical ventilation | 641 | −594 | 1877 | 1178 | −131 | 2488 |
|
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| Oxygen therapy | −119 | −321 | 81 |
|
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| Tube feeding | 262 | −3626 | 4152 | −12 563 | −25 823 | 696 | −12 300 | −29 057 | 4456 |
| Tests/Imaging | |||||||||
| Biochemical testing |
|
|
| −205 | −572 | 161 | −1 | −304 | 307 |
| Bronchoscopy/pulmonary function test | 4844 | −3196 | 12 886 | 3309 | −1341 | 7960 | 8154 | −3524 | 19 832 |
| Chest X‐ray | 50 | −36 | 138 |
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| Colour Doppler ultrasound/echocardiography | 605 | 134 | 1076 |
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| Computerized tomography | 114 | −114 | 343 |
|
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| −426 | −854 | 1 |
| Immunology test | 7 | −83 | 98 | 99 | −93 | 293 | 107 | −261 | 276 |
| Oxygen saturation test | 86 | −63 | 236 | −208 | −458 | 41 | −121 | −391 | 147 |
| Sputum test | −80 | −172 | 11 | −26 | −256 | 203 | −106 | −322 | 119 |
Statistical significance at P‐value < 0.05 in bold. Coeff., unstandardized coefficient; USD, US$; LOS, length of stay; THC, total healthcare cost.
Exchange rate: 1 USD = 109.33 Japanese yen.