Participants
Anyone living in India during study period, which has been registered on HMIS for utilization of OPD services at any public-private-rural-urban health facilities related to following:
1. Outpatient – Diabetes 2.Outpatient – Hypertension 3.Outpatient - Stroke (Paralysis) 4.Outpatient - Acute Heart Diseases 5.Outpatient - Mental illness 6.Outpatient – Epilepsy 7.Outpatient - Ophthalmic Related 8.Outpatient – Dental 9.Outpatient – Oncology
Descriptive data
The patients of above mentioned diseases/treatment/checkup/screening reaching out for OPD services at any public-private-rural-urban health facilities in India during the study period across 36 states and union territories of India were recorded from HMIS having exposure to OPD services. There may be underreporting or missed out cases due to this which is excluded from this study.
Outcome data
The outcome data of this research study are presented as table-7 and figure-5. The data analysis is presented in table-2, 3, 4, 5, 6 and figures 1 to 4.
Main results
The comparison of OPD during lockdown months with previous year and next year with no lockdown intervention of equal period-same months as well as with previous 12 months of lockdown (including period of March 2020 which had only last 7 days of complete lockdown) as well as later 12 months were studied in this research. Mean will be taken into account for comparison of same variable with different duration of observation. The statistical analyses of observations are given below in table-2. The statistical analysis is not discussed in words to reduce the length of the article.
Table-2 – Statistical analysis of observations
Variable
|
Obs
|
Mean
|
Std. Dev.
|
Min
|
Max
|
|
|
|
|
|
|
Outpatient - Diabetes
|
26
|
2588532
|
360325.7
|
1731198
|
3059362
|
Outpatient - Hypertension
|
26
|
3058000
|
378008.1
|
2230625
|
3636275
|
Outpatient - Stroke (Paralysis)
|
26
|
53795.27
|
14629.35
|
28241
|
73417
|
Outpatient - Acute Heart Diseases
|
26
|
201905.1
|
52897.1
|
81327
|
284388
|
Outpatient - Mental illness
|
26
|
402796.3
|
114182.2
|
173368
|
552322
|
Outpatient - Epilepsy
|
26
|
74846.73
|
16061.26
|
40642
|
96042
|
Outpatient - Ophthalmic Related
|
26
|
2022394
|
778031.8
|
641712
|
3021790
|
Outpatient - Dental
|
26
|
1728186
|
706969.2
|
686065
|
2672246
|
Outpatient - Oncology
|
26
|
139514.5
|
37547.43
|
46189
|
202084
|
Mean estimation
|
Number of
|
obs =
|
26
|
|
|
Variable
|
Mean
|
Std. Err
|
[ 95% Conf. Interval]
|
|
Outpatient - Diabetes
|
2588532
|
70665.69
|
2442993
|
2734071
|
|
Outpatient - Hypertension
|
3058000
|
74133.49
|
2905319
|
3210681
|
|
Outpatient - Stroke (Paralysis)
|
53795.27
|
2869.052
|
47886.35
|
59704.19
|
|
Outpatient - Acute Heart Diseases
|
201905.1
|
10373.97
|
180539.5
|
223270.7
|
|
Outpatient - Mental illness
|
402796.3
|
22392.96
|
356677.2
|
448915.5
|
|
Outpatient - Epilepsy
|
74846.73
|
3149.872
|
68359.45
|
81334.01
|
|
Outpatient - Ophthalmic Related
|
2022394
|
152584.6
|
1708140
|
2336648
|
|
Outpatient - Dental
|
1728186
|
138648.1
|
1442635
|
2013737
|
|
Outpatient - Oncology
|
139514.5
|
7363.657
|
124348.8
|
154680.3
|
|
April-2019, 2020 & 2021
A. Lockdown impact comparisons for April-2020 with unlock period of same timeline of previous and next year.
Table-3- Comparison of lockdown month Apr-2020 OPD with previous year and next year April
Services
|
Total Apr-2019(Number of OPD)
|
Total Apr-2020(Number of OPD)
|
Total Apr-2021(Number of OPD)
|
Total decrease in Apr- 2020(Number of OPD) in comparison to Apr-2019
|
Percent decrease in total OPD in Apr-2020 in comparison to Apr-2019
|
Total decrease in Apr- 2020(Number of OPD) in comparison to Apr-2021
|
Percent decrease in total OPD in Apr-2020 in comparison to Apr-2021
|
Outpatient - Diabetes
|
2644246
|
1644625
|
2778268
|
999621
|
37.803631
|
1133643
|
40.80394692
|
Outpatient - Hypertension
|
3048900
|
2092962
|
3310756
|
955938
|
31.3535373
|
1217794
|
36.78295833
|
Outpatient - Stroke (Paralysis)
|
64075
|
32918
|
60568
|
31157
|
48.6258291
|
27650
|
45.65116893
|
Outpatient - Acute Heart Diseases
|
237022
|
78852
|
229725
|
158170
|
66.7322021
|
150873
|
65.67548155
|
Outpatient - Mental illness
|
486869
|
170345
|
359261
|
316524
|
65.0121491
|
188916
|
52.58461119
|
Outpatient - Epilepsy
|
91340
|
42966
|
73255
|
48374
|
52.9603679
|
30289
|
41.3473483
|
Outpatient - Ophthalmic Related
|
2665999
|
644210
|
1599149
|
2021789
|
75.836075
|
954939
|
59.71544865
|
Outpatient - Dental
|
2335144
|
678914
|
1219660
|
1656230
|
70.9262469
|
540746
|
44.3357985
|
Outpatient - Oncology
|
167477
|
42566
|
138587
|
124911
|
74.5839727
|
96021
|
69.28571944
|
The total number of diabetes patients accessing OPD health facilities in lockdown month of April 2020 declined by 999621 numbers and 37.803631% decreased as compared to previous year April 2019 OPD and by 1133643 numbers and 40.80394692 % less as compared to next year April 2021 OPD. The total number of hypertension patients accessing health facilities declined by 955938, 31.3535373% numbers and percent respectively as compared to previous year April 2019 OPD and less by 1217794, 36.78295833% numbers and percent respectively as compared to next year April 2021 OPD. The total number of Stroke (Paralysis) patients accessing health facilities declined by 31157, 48.6258291% numbers and percent respectively as compared to previous year April 2019 OPD and less by 27650, 45.65116893% numbers and percent respectively as compared to next year April 2021 OPD. The total number of Acute Heart Diseases patients accessing health facilities declined by 158170, 66.7322021% numbers and percent respectively as compared to previous year April 2019 OPD and less by 150873, 65.67548155% numbers and percent respectively as compared to next year April 2021 OPD. The total number of mental illness patients accessing health facilities declined by 316524, 65.0121491% numbers and percent respectively as compared to previous year April 2019 OPD and less by 188916, 52.58461119% numbers and percent respectively as compared to next year April 2021 OPD. The total number of epilepsy patients accessing health facilities declined by 48374, 52.9603679 numbers and percent respectively as compared to previous year April 2019 OPD and less by 30289, 41.3473483% numbers and percent respectively as compared to next year April 2021 OPD. The total number of eye patients, accessing health facilities declined by 2021789, 75.836075% numbers and percent respectively as compared to previous year April 2019 OPD and less by 954939, 59.71544865% numbers and percent respectively as compared to next year April 2021 OPD. The total number of dental opd patients, accessing health facilities declined by 1656230, 70.9262469% numbers and percent respectively as compared to previous year April 2019 OPD and less by 540746, 44.3357985% numbers and percent respectively as compared to next year April 2021 OPD. The total number of oncology opd patients, accessing health facilities declined by -124911, 74.5839727 numbers and percent respectively as compared to previous year April 2019 OPD and less by 96021, 69.28571944% numbers and percent respectively as compared to next year April 2021 OPD (see Table-3 and figure-1). The figure also shows that the OPD numbers improved in 2021 but it is still below for several diseases as compared to pre-pandemic year 2019. The researcher is doing this exclusive study on covid-19 impact on OPD which will be available in next version. This is second version of study, please see reference and acknowledgement.
May 2019, 2020 & 2021
B. Lockdown impact comparisons for May-2020 with unlock period of same timeline of previous and next year.
Table-4- Comparison of lockdown month May-2020 OPD with previous year and next year May
Services
|
Total May-2019(Number of OPD)
|
Total May-2020(Number of OPD)
|
Total May-2021(Number of OPD)
|
Total decrease in May- 2020(Number of OPD) in comparison to May-2019
|
Percent decrease in total OPD in May-2020 in comparison to May-2019
|
Total decrease in May- 2020(Number of OPD) in comparison to May-2021
|
Percent decrease in total OPD in May-2020 in comparison to May-2021
|
Outpatient - Diabetes
|
2795140
|
1703871
|
2348269
|
1091269
|
39.04165802
|
644398
|
27.44140471
|
Outpatient - Hypertension
|
3281803
|
2141928
|
2797130
|
1139875
|
34.73319392
|
655202
|
23.42408111
|
Outpatient - Stroke (Paralysis)
|
67151
|
36011
|
44580
|
31140
|
46.37309943
|
8569
|
19.22162405
|
Outpatient - Acute Heart Diseases
|
249823
|
97046
|
138345
|
152777
|
61.1540971
|
41299
|
29.85218114
|
Outpatient - Mental illness
|
505997
|
197833
|
229668
|
308164
|
60.90233737
|
31835
|
13.86131285
|
Outpatient - Epilepsy
|
88047
|
46798
|
55026
|
41249
|
46.8488421
|
8228
|
14.95293134
|
Outpatient - Ophthalmic Related
|
2734647
|
815141
|
845694
|
1919506
|
70.19209426
|
30553
|
3.612772469
|
Outpatient - Dental
|
2536955
|
791717
|
780211
|
1745238
|
68.79262738
|
-11506
|
-1.474729272
|
Outpatient - Oncology
|
169710
|
63196
|
92225
|
106514
|
62.76235932
|
29029
|
31.47628083
|
The total number of diabetes patients accessing OPD health facilities declined by 1091269, 39.041658 % numbers and percent respectively as compared to previous year May 2019 OPD and less by 644398, 27.44140471% numbers and percent respectively as compared to next year May 2021 OPD. The total number of hypertension patients accessing OPD health facilities declined by 1139875, 34.7331939 % numbers and percent respectively as compared to previous year May 2019 OPD and less by 655202, 23.42408111% numbers and percent respectively as compared to next year May 2021 OPD. The total number of Stroke (Paralysis) patients accessing health facilities declined by 31140, 46.3730994 % numbers and percent respectively as compared to previous year May 2019 OPD and less by 8569, 19.22162405% numbers and percent respectively as compared to next year May 2021 OPD. The total number of Acute Heart Diseases patients accessing OPD health facilities declined by 152777, 61.1540971 numbers and percent respectively as compared to previous year May 2019 OPD and less by 41299, 29.85218114% numbers and percent respectively as compared to next year May 2021 OPD. The total number of mental illness patients accessing OPD health facilities declined by 308164, 60.9023374 % numbers and percent respectively as compared to previous year May 2019 OPD and less by 31835, 13.86131285% numbers and percent respectively as compared to next year May 2021 OPD. The total number of epilepsy patients accessing OPD health facilities declined by 41249, 46.8488421 % numbers and percent respectively as compared to previous year May 2019 OPD and less by 8228, 14.95293134% numbers and percent respectively as compared to next year May 2021 OPD. The total number of eye OPD patients accessing health facilities declined by 1919506, 70.1920943 numbers and percent respectively as compared to previous year May 2019 OPD and less by 30553, 3.612772469% numbers and percent respectively as compared to next year May 2021 OPD. The total number of dental opd patients accessing health facilities declined by 1745238,68.7926274 % numbers and percent respectively as compared to previous year May 2019 OPD and greater by 11506, 1.474729272 % numbers and percent respectively as compared to next year May 2021 OPD. The total number of oncology opd patients accessing health facilities declined by 106514, 62.7623593 numbers and percent respectively as compared to previous year May 2019 OPD and less by 29029, 31.47628083% numbers and percent respectively as compared to next year May 2021 OPD (see Table-4 and figure-2). The figure also shows that the OPD numbers improved in 2021 but it is still below for several diseases as compared to pre-pandemic year 2019. The researcher is doing this exclusive study on covid-19 impact on OPD which will be available in next version. This is second version of study, please see reference and acknowledgement.
Mean Comparison of lockdown with unlock pre-covid-19 period and covid-19 era post lockdown
C. Comparison of previous 12 months of lockdown (including period of March 2020 which had only last 7 days of complete lockdown) as well as later 12 months. Mean/month will be taken into account for comparison of same variable with different duration of observation.
Table – 5- Comparison of Mean OPD- previous 12 months of lockdown- 2 month of lockdown- later 12 months of lockdown
Services
|
Mean previous 12 month of Lockdown
|
Mean 2 month of Lockdown
|
Mean later 12 month of lockdown
|
Decrease mean no. OPD in lockdown compared to previous 12 month
|
Percent Decrease mean OPD in lockdown compared to previous 12 month
|
Decrease mean no. OPD in lockdown compared to later 12 month
|
Percent Decrease mean no. OPD in lockdown compared to later 12 month
|
Diabetes-OPD
|
2822362
|
1802271
|
2485746
|
1020091
|
36.14318
|
683475.6
|
27.49579
|
Hypertension-OPD
|
3266385
|
2261336
|
2982392
|
1005049
|
30.76947
|
721056.8
|
24.17713
|
- Stroke (Paralysis)-OPD
|
63478.08
|
30799
|
47945.17
|
32679.08
|
51.48089
|
17146.17
|
35.76203
|
Acute Heart Diseases-OPD
|
236567.7
|
98081
|
184546.5
|
138486.7
|
58.53998
|
86465.5
|
46.85296
|
Mental illness-OPD
|
500850.9
|
194796.5
|
339408.4
|
306054.4
|
61.10689
|
144611.9
|
42.60705
|
Epilepsy-OPD
|
86564.5
|
44183
|
68239.58
|
42381.5
|
48.95945
|
24056.58
|
35.25312
|
Ophthalmic -OPD
|
2745241
|
752106
|
1511262
|
1993135
|
72.60327
|
759156.3
|
50.23326
|
Dental-OPD
|
2431134
|
750685.5
|
1188156
|
1680448
|
69.122
|
437470.5
|
36.81928
|
Oncology-OPD
|
166472.8
|
61162
|
125615.1
|
105310.8
|
63.26005
|
64453.08
|
51.30999
|
During lockdown - the total mean number of diabetes patients accessing OPD health facilities declined by 1020091, 36.14318 % mean numbers and percent respectively as compared to previous 12 month OPD and less by 683475.6, 27.49579% mean numbers and percent respectively as compared to next 12 month OPD. The total mean number of hypertension patients accessing OPD health facilities declined by 1005049, 30.76947% mean numbers and percent respectively as compared to previous 12 month OPD and less by 721056.8, 24.17713% mean numbers and percent respectively as compared to next 12 month OPD. The total mean number of Stroke (Paralysis) patients accessing health facilities declined by 32679.08, 51.48089% mean numbers and percent respectively as compared to previous 12 month OPD and less by 17146.17, 35.76203% mean numbers and percent respectively as compared to next 12 month OPD. The total mean number of Acute Heart Diseases patients accessing OPD health facilities declined by 138486.7, 58.53998mean numbers and percent respectively as compared to previous 12 month OPD and less by 86465.5, 46.85296% mean numbers and percent respectively as compared to next 12 month OPD. The total mean number of mental illness patients accessing OPD health facilities declined by 306054.4, 61.10689% mean numbers and percent respectively as compared to previous 12 month OPD and less by 144611.9, 42.60705% mean numbers and percent respectively as compared to next 12 month OPD. The total mean number of epilepsy patients accessing OPD health facilities declined by 42381.5, 48.95945% mean numbers and percent respectively as compared to previous 12 month OPD and less by 24056.58, 35.25312% mean numbers and percent respectively as compared to next 12 month OPD. The total mean number of eye OPD patients accessing health facilities declined by 1993135, 72.60327 % mean numbers and percent respectively as compared to previous 12 month OPD and less by 759156.3, 50.23326 % mean numbers and percent respectively as compared to next 12 month OPD. The total mean number of dental opd patients accessing health facilities declined by 1680448, 69.122 % mean numbers and percent respectively as compared to previous 12 month OPD and less by 437470.5, 36.81928 % mean numbers and percent respectively as compared to next 12 month OPD. The total mean number of oncology opd patients accessing health facilities declined by 105310.8, 63.26005%mean numbers and percent respectively as compared to previous 12 month OPD and less by 64453.08 51.30999 % mean numbers and percent respectively as compared to next 12 month OPD (see Table-5 and figure-3).
The figure also shows that the OPD mean numbers improved in 2021 but it is still below for several diseases during ongoing covid-19 as compared to pre-pandemic year 2019. The researcher is doing this exclusive study on covid-19 impact on OPD which will be available in next version. This is second version of study, please see reference and acknowledgement.
A brief analysis of covid-19 impact on OPD health service
D. A brief analysis of covid-19 impact is presented here by comparing OPD of pre-pandemic era i.e. before January 2020 and pandemic years i.e. January 2020 onwards (see table-6 and figure-4). The next version of this research which is going on will exclusively discuss covid-19 impact on prevalence of OPD.
Table-6- Comparison Mean no. of OPD/month pre-pandemic era and pandemic era
Month-year/variable
|
Mean no. of OPD/month pre-pandemic era-Apr-19 to Dec-19
|
Mean no. of OPD/month pandemic era-Jan-20 to May-21
|
Outpatient - Diabetes
|
2875920
|
2436386
|
Outpatient - Hypertension
|
3330732
|
2913612
|
Outpatient - Stroke (Paralysis)
|
66926.89
|
46843.24
|
Outpatient - Acute Heart Diseases
|
243408.1
|
179932.9
|
Outpatient - Mental illness
|
516002.8
|
342863.5
|
Outpatient - Epilepsy
|
88478.11
|
67630.12
|
Outpatient - Ophthalmic Related
|
2784274
|
1619046
|
Outpatient - Dental
|
2472057
|
1334373
|
Outpatient - Oncology
|
164180.8
|
126455.9
|
Table-6 and figure 4 shows that covid-19 pandemic era has a negative impact on mean number of various OPD discussed in this research study. Table -6 and figure 5 shows the data and impact of lockdown respectively. The next version of this study will discuss exclusively on covid-19 impact rather than lockdown.
Other analyses
Access to health service and utilization
The total OPD of all diseases in this study have shown a drastic reduction in numbers as well as in percentages of OPD during lockdown intervention period as shown in tables and figures. It’s a well documented fact that population and NCD is increasing by leaps and bounds in India. Hence it is evident from the data analysis that the novel intervention of complete lockdown in India tends to have a detrimental and deleterious impact on health delivery services and utilization