| Literature DB >> 32913684 |
Ming-Hwai Lin1,2, Hsiao-Ting Chang1,2, Tzeng-Ji Chen1,2, Shinn-Jang Hwang1,2.
Abstract
INTRODUCTION: In contrast to other countries, Taiwan's National Health Insurance (NHI) program allows patients to freely select the specialists and tiers of medical care facility without a referral. Some medical centers in Taiwan receive over 10,000 outpatients per day. In the NHI program, the co-payment was increased for high-tier facilities for outpatient visits in 2002, 2005, and 2017. However, the policies only mildly reduced the use of high-tier medical care facilities. The main purpose of this study was to evaluate the factors contributing to the patients' selection of the outpatient clinic of medical centers without a referral.Entities:
Keywords: Health care seeking behavior; Healthcare survey; Hospital outpatient clinic; National health programs; Single-payer system
Year: 2020 PMID: 32913684 PMCID: PMC7456533 DOI: 10.7717/peerj.9829
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Demographic characteristics and preferred institution for outpatient visits (N = 987).
| Preferred institution for outpatient visit | |||||||
|---|---|---|---|---|---|---|---|
| Total | Primary clinic | General hospital | Medical center | ||||
| age (mean, SD) | 43.6 (10.6) | 41.7 (10.7) | 43.6 (10.3) | 49.6 (8.8) | |||
| sex: male | 432 (43.8) | 221 (43.4) | 138 (44.8) | 73 (42.9) | 0.902 | ||
| educational level | 0.927 | ||||||
| tertiary or below | 149 (15.1) | 76 (14.9) | 48 (15.6) | 25 (14.7) | |||
| university | 647 (65.6) | 338 (66.4) | 201 (65.3) | 108 (63.5) | |||
| postgraduate | 191 (19.4) | 95 (18.7) | 59 (19.2) | 37 (21.8) | |||
| marriage | 0.193 | ||||||
| married | 644 (65.2) | 328 (64.4) | 195 (63.3) | 121 (71.2) | |||
| others | 343 (34.8) | 181 (35.6) | 113 (36.7) | 49 (28.8) | |||
| income | 0.026 | ||||||
| NTD <15000 | 168 (17.0) | 90 (17.7) | 50 (16.2) | 28 (16.5) | |||
| NTD 15001–30000 | 130 (13.2) | 70 (13.8) | 37 (12.0) | 23 (13.5) | |||
| NTD 30001–50000 | 346 (35.1) | 180 (35.4) | 120 (39.0) | 46 (27.1) | |||
| NTD 50001–70000 | 176 (17.8) | 74 (14.6) | 57 (18.5) | 45 (26.5) | |||
| NTD >70000 | 167 (16.9) | 95 (18.7) | 44 (14.3) | 28 (16.5) | |||
| area | <0.001 | ||||||
| urban | 649 (65.8) | 337 (66.2) | 179 (58.1) | 133 (78.2) | |||
| suburban/rural | 338 (34.2) | 172 (33.8) | 129 (41.9) | 37 (21.8) | |||
| residency | 0.059 | ||||||
| northern | 662 (67.1) | 335 (65.8) | 199 (64.6) | 128 (75.3) | |||
| middle | 115 (11.7) | 59 (11.6) | 40 (13.0) | 16 (9.4) | |||
| southern | 163 (16.5) | 96 (18.9) | 48 (15.6) | 19 (11.2) | |||
| east/archipelagos | 47 (4.8) | 19 (3.7) | 21 (6.8) | 7 (4.1) | |||
| have a regular family physician | 508 (51.5) | 315 (61.9) | 123 (39.9) | 70 (41.2) | <0.001 | ||
| satisfied with the experience of the primary clinic | 667 (67.6) | 383 (75.2) | 194 (63.0) | 90 (52.9) | <0.001 | ||
Association between the average rating of respondents to each factor when selecting an outpatient facility and their preferred outpatient institution.
| Preferred institution for outpatient visit | |||||||
|---|---|---|---|---|---|---|---|
| Total | Primary clinic | General hospital | Medical center | ||||
| factors considered when selecting an outpatient facility | |||||||
| average rating of respondents | |||||||
| physicians are highly reputable | 4.65 ± 0.71 | 4.66 ± 0.69 | 4.55 ± 0.78 | 4.81 ± 0.58 | 0.001 | ||
| physicians explained in detail | 4.57 ± 0.75 | 4.58 ± 0.74 | 4.49 ± 0.80 | 4.68 ± 0.69 | 0.027 | ||
| physicians have a good medical practice | 4.47 ± 0.80 | 4.40 ± 0.82 | 4.46 ± 0.77 | 4.66 ± 0.72 | 0.001 | ||
| consider the severity of the disease | 4.37 ± 0.91 | 4.34 ± 0.94 | 4.36 ± 0.85 | 4.48 ± 0.94 | 0.235 | ||
| the institution has advanced equipment | 4.35 ± 0.86 | 4.25 ± 0.86 | 4.34 ± 0.85 | 4.65 ± 0.79 | <0.001 | ||
| the institution has high-quality drugs | 4.34 ± 0.92 | 4.28 ± 0.93 | 4.28 ± 0.95 | 4.62 ± 0.75 | <0.001 | ||
| physicians are not in a hurry | 4.30 ± 0.87 | 4.32 ± 0.88 | 4.22 ± 0.89 | 4.40 ± 0.81 | 0.071 | ||
| physicians are gracious and kind | 4.25 ± 0.85 | 4.25 ± 0.85 | 4.22 ± 0.85 | 4.30 ± 0.86 | 0.645 | ||
| have good medical experience | 4.24 ± 0.79 | 4.25 ± 0.79 | 4.20 ± 0.79 | 4.29 ± 0.80 | 0.414 | ||
| the institution has friendly staff | 4.15 ± 0.96 | 4.12 ± 1.00 | 4.14 ± 0.91 | 4.22 ± 0.94 | 0.500 | ||
| the institution has convenient transportation | 4.13 ± 0.96 | 4.11 ± 0.95 | 4.13 ± 0.94 | 4.18 ± 1.03 | 0.722 | ||
| the institution has diverse specialties | 4.09 ± 0.99 | 3.97 ± 1.06 | 4.12 ± 0.90 | 4.39 ± 0.87 | <0.001 | ||
| waiting time is not too long | 3.90 ± 0.93 | 3.91 ± 0.93 | 3.94 ± 0.86 | 3.78 ± 1.02 | 0.171 | ||
| the institution was recommended by friends or relatives | 3.55 ± 0.99 | 3.54 ± 1.01 | 3.50 ± 0.89 | 3.71 ± 1.05 | 0.074 | ||
| institutions with a good reputation | 3.53 ± 1.03 | 3.46 ± 1.03 | 3.45 ± 0.99 | 3.88 ± 1.05 | <0.001 | ||
| the visibility of medical institutions is high | 3.43 ± 1.06 | 3.39 ± 1.07 | 3.41 ± 0.97 | 3.62 ± 1.18 | 0.042 | ||
| willing to prescribe for chronic diseases | 3.40 ± 1.16 | 3.36 ± 1.16 | 3.40 ± 1.16 | 3.50 ± 1.16 | 0.381 | ||
| physicians are famous | 3.32 ± 0.98 | 3.25 ± 0.97 | 3.31 ± 0.94 | 3.52 ± 1.03 | 0.007 | ||
| physicians with a good reputation | 3.29 ± 0.91 | 3.23 ± 0.90 | 3.26 ± 0.91 | 3.50 ± 0.89 | 0.003 | ||
| low copayment | 3.08 ± 1.16 | 3.07 ± 1.14 | 3.15 ± 1.17 | 3.00 ± 1.19 | 0.394 | ||
Notes.
p < 0.001.
p < 0.01.
p < 0.05.
Exploratory factor analysis loads and variance percentages for factors considered when selecting an outpatient facility.
| Factors loads | |||
|---|---|---|---|
| Factor items | Factor I: | Factor II: | Factor III: |
| physicians explained in detail | 0.922 | ||
| physicians are highly reputable | 0.855 | ||
| physicians are not in a hurry | 0.851 | ||
| physicians are gracious and kind | 0.780 | ||
| the ability of the physician is well | 0.488 | ||
| physicians with a good reputation | 0.851 | ||
| physicians are famous | 0.747 | ||
| institutions with a good reputation | 0.656 | ||
| the visibility of medical institutions | 0.545 | ||
| the institution has advanced equipment | −0.817 | ||
| drug quality is trustworthy | −0.781 | ||
| diverse specialty | −0.741 | ||
| sum of squared loading (eigenvalue) | 5.239 | 1.515 | 0.653 |
| percentage of variance explained (%) | 43.659 | 12.627 | 5.438 |
| cumulative percentage of variance explained (%) | 43.659 | 56.286 | 61.724 |
| Cronbach’s alpha | 0.905 | 0.840 | 0.792 |
Notes.
Kaiser–Meyer–Olkin (KMO): 0.868 Bartlett sphericity tests (P < 0.001).
Six factors were removed because the factor load was too low (< 0.4) or because of cross-loading. The removed factors were “consider the severity of the disease”, “institution has convenient transportation”, “reasonable waiting time”, “institution was recommended by friends or relatives”, “willing to prescribe for chronic diseases”, and “low copayment”.
Results of the logistic regression for predicting “visit to an outpatient clinic of the medical center for an illness”.
| MODEL 1 | MODEL 2 | MODEL 3 | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Variables | Exp(B) | 95% CI of OR | Exp(B) | 95% CI of OR | Exp(B) | 95% CI of OR | |||
| age | 1.031 | 1.019 | 1.043 | 1.028 | 1.016 | 1.041 | 1.027 | 1.014 | 1.041 |
| male | 0.821 | 0.582 | 1.159 | 0.817 | 0.575 | 1.162 | 0.786 | 0.544 | 1.134 |
| past experience in primary clinics | 0.500 | 0.429 | 0.584 | 0.509 | 0.435 | 0.595 | 0.557 | 0.467 | 0.663 |
| have regular family physician | 0.694 | 0.489 | 0.986 | 0.676 | 0.471 | 0.969 | 0.659 | 0.457 | 0.952 |
| consider copayment is important | 0.643 | 0.441 | 0.938 | 0.525 | 0.354 | 0.781 | 0.547 | 0.365 | 0.818 |
| factor I: physician factor | 0.717 | 0.523 | 0.984 | 0.896 | 0.705 | 1.137 | |||
| factor II: image and reputation | 1.257 | 0.975 | 1.621 | 1.289 | 1.042 | 1.593 | |||
| factor III: facility and medication | 2.218 | 1.514 | 3.249 | 1.802 | 1.392 | 2.332 | |||
| lived in an urban area | 1.286 | 0.844 | 1.957 | ||||||
| lived area:northern Taiwan | |||||||||
| middle Taiwan | 0.763 | 0.416 | 1.398 | ||||||
| southern Taiwan | 0.572 | 0.330 | 0.989 | ||||||
| eastern Taiwan | 1.220 | 0.484 | 3.073 | ||||||
| education: high school | |||||||||
| college | 0.742 | 0.465 | 1.184 | ||||||
| postgraduate | 0.753 | 0.412 | 1.374 | ||||||
| income:NTD ≤ 30000 | |||||||||
| NTD 30001–50000 | 0.692 | 0.433 | 1.107 | ||||||
| NTD >50000 | 1.064 | 0.670 | 1.689 | ||||||
| −2log likelihood | 854.516 | 812.212 | 798.631 | ||||||
| Model | 513.757 ( | 556.061 ( | 569.642 ( | ||||||
| Step | 513.757 ( | 42.304 ( | 13.581 ( | ||||||
| Nagelkerke R2 | 0.541 | 0.574 | 0.585 | ||||||
| percentage of correctly classifying the outcome | 82.0% | 82.9% | 82.7% | ||||||
Notes.
∗∗∗p ≤ 0.001.
∗∗p ≤ 0.01.
* ≤ 0.05.