1 00:00:10,500 --> 00:00:12,720 PROFESSOR: So now let's summarize 2 00:00:12,720 --> 00:00:16,290 where we've come to in our analysis of short-range effects 3 00:00:16,290 --> 00:00:20,100 from respiratory jets relative to long range 4 00:00:20,100 --> 00:00:23,830 airborne transmission which we previously calculated. 5 00:00:23,830 --> 00:00:25,290 And let's also think about what are 6 00:00:25,290 --> 00:00:27,310 the implications for policy. 7 00:00:27,310 --> 00:00:32,140 And for personal decisions about safety during the pandemic. 8 00:00:32,140 --> 00:00:35,760 So first of all, when masks are worn, 9 00:00:35,760 --> 00:00:38,420 we've already discussed the filtering effect of masks. 10 00:00:38,420 --> 00:00:39,840 We've talked about how that brings 11 00:00:39,840 --> 00:00:43,740 a squared factor of the mask penetration factor 12 00:00:43,740 --> 00:00:46,260 which leads to a very substantial increase 13 00:00:46,260 --> 00:00:50,190 in the reduction in the transmission rate. 14 00:00:50,190 --> 00:00:51,690 But there's another important factor 15 00:00:51,690 --> 00:00:55,020 when you have a mask, even a fairly poor mask, a cloth mask, 16 00:00:55,020 --> 00:00:58,320 it may not be so great a blocking aerosol particles 17 00:00:58,320 --> 00:01:00,570 but it's very good at blocking momentum 18 00:01:00,570 --> 00:01:03,660 so the fluid momentum that comes from just normal breathing 19 00:01:03,660 --> 00:01:06,090 is almost completely stopped by a mask. 20 00:01:06,090 --> 00:01:10,320 Even a vigorous cough only lets some momentum through 21 00:01:10,320 --> 00:01:15,900 and a few droplets from more violent activities 22 00:01:15,900 --> 00:01:17,110 such as that. 23 00:01:17,110 --> 00:01:20,100 So what's more typical in a case where people are wearing masks 24 00:01:20,100 --> 00:01:23,520 is that there is sort of some exhaled air slowly 25 00:01:23,520 --> 00:01:28,620 building up around you without very much additional momentum. 26 00:01:28,620 --> 00:01:31,930 And as we've discussed that air is warmer and tends to rise. 27 00:01:31,930 --> 00:01:33,960 And so typically the thermal plume 28 00:01:33,960 --> 00:01:36,509 of kind of the exhaled air rising above you a bit 29 00:01:36,509 --> 00:01:40,289 like a chimney and that's where the droplets initially reside. 30 00:01:40,289 --> 00:01:43,590 We're not likely to directly infect anybody by that method, 31 00:01:43,590 --> 00:01:45,330 either because people aren't close enough 32 00:01:45,330 --> 00:01:47,550 or they aren't above the other person. 33 00:01:47,550 --> 00:01:49,440 And then, of course, there are other flows 34 00:01:49,440 --> 00:01:50,650 in the room that we've discussed, 35 00:01:50,650 --> 00:01:51,729 which are often turbulent. 36 00:01:51,729 --> 00:01:54,420 And those will transport the droplets everywhere 37 00:01:54,420 --> 00:01:56,640 and will lead to the well-mixed room 38 00:01:56,640 --> 00:01:59,220 as being the most natural and most accurate 39 00:01:59,220 --> 00:02:01,590 first approximation for the infection risk 40 00:02:01,590 --> 00:02:04,770 by another person who is also wearing a mask. 41 00:02:04,770 --> 00:02:08,070 So I would argue that no strict social distancing is 42 00:02:08,070 --> 00:02:09,940 required in a mask situation. 43 00:02:09,940 --> 00:02:12,270 So whether we're six feet or three feet, 44 00:02:12,270 --> 00:02:14,520 it's not going to give us substantially more safety 45 00:02:14,520 --> 00:02:16,170 if people are wearing masks. 46 00:02:16,170 --> 00:02:19,190 And instead we should pay much more attention to the formula 47 00:02:19,190 --> 00:02:21,360 that I boxed here, which gives you 48 00:02:21,360 --> 00:02:25,470 an estimate of the long range transmission risks airborne 49 00:02:25,470 --> 00:02:28,920 which is equally there for everyone in the room. 50 00:02:28,920 --> 00:02:30,510 And that must be considered for safety 51 00:02:30,510 --> 00:02:32,940 and also for contact tracing. 52 00:02:32,940 --> 00:02:36,210 Now situation is very different without masks. 53 00:02:36,210 --> 00:02:40,079 As we've seen without masks, we are imparting a lot of momentum 54 00:02:40,079 --> 00:02:41,940 to the fluid, the air. 55 00:02:41,940 --> 00:02:43,680 Simply by breathing and certainly 56 00:02:43,680 --> 00:02:45,960 by talking or singing or exercising, 57 00:02:45,960 --> 00:02:48,420 we're really pushing the air around and launching 58 00:02:48,420 --> 00:02:50,220 those particles into the air. 59 00:02:50,220 --> 00:02:52,050 And even at three feet or six feet 60 00:02:52,050 --> 00:02:53,700 there can be still a substantial risk. 61 00:02:53,700 --> 00:02:55,150 Although as we said, the difference 62 00:02:55,150 --> 00:02:56,800 between three and six is not so great. 63 00:02:56,800 --> 00:02:59,550 So one might consider switching to three. 64 00:02:59,550 --> 00:03:01,350 On the other, hand, even six may not 65 00:03:01,350 --> 00:03:03,430 be enough protection you might need to be thinking 66 00:03:03,430 --> 00:03:05,370 about longer distancing. 67 00:03:05,370 --> 00:03:08,470 And of course, there is always the airborne risk. 68 00:03:08,470 --> 00:03:10,860 So at some point, you hit that point x_c 69 00:03:10,860 --> 00:03:14,400 where the airborne risk is comparable to the short-range 70 00:03:14,400 --> 00:03:15,270 risk. 71 00:03:15,270 --> 00:03:18,360 And also there are people such as the guy I sketched back here 72 00:03:18,360 --> 00:03:20,220 which are not in the respiratory jet 73 00:03:20,220 --> 00:03:23,320 and probably have a lower risk than the average. 74 00:03:23,320 --> 00:03:25,380 So it's definitely important to still consider 75 00:03:25,380 --> 00:03:28,560 the average risk coming from the long range guideline. 76 00:03:28,560 --> 00:03:31,790 But one could add a correction to be very conservative 77 00:03:31,790 --> 00:03:35,220 for cases such as sketched here when this poor person is 78 00:03:35,220 --> 00:03:38,760 finding himself or herself in the respiratory jet 79 00:03:38,760 --> 00:03:40,510 for long periods of time. 80 00:03:40,510 --> 00:03:43,200 So let's imagine there's a typical spacing, x bar, which 81 00:03:43,200 --> 00:03:46,110 would be sort of the worst case but still 82 00:03:46,110 --> 00:03:48,720 typical spacing one might expect of the people in the rooms. 83 00:03:48,720 --> 00:03:50,630 If you think there's a certain situation where 84 00:03:50,630 --> 00:03:54,090 maybe two of the people might be five feet apart or four, 85 00:03:54,090 --> 00:03:56,100 three feet apart and facing each other 86 00:03:56,100 --> 00:03:58,560 for sniffing amounts of time, and then p jet 87 00:03:58,560 --> 00:04:01,410 is the probability that they are encountering 88 00:04:01,410 --> 00:04:03,060 each other's respiratory jets. 89 00:04:03,060 --> 00:04:06,330 Or maybe put another way, the fraction 90 00:04:06,330 --> 00:04:08,730 of the time one person spends in another person's 91 00:04:08,730 --> 00:04:10,350 respiratory jet. 92 00:04:10,350 --> 00:04:12,330 When that happens the transmission 93 00:04:12,330 --> 00:04:14,280 is just between two people. 94 00:04:14,280 --> 00:04:16,029 It's not to the entire room. 95 00:04:16,029 --> 00:04:18,370 So that's another very important factor to keep in mind, 96 00:04:18,370 --> 00:04:20,820 this factor of n, the occupancy, doesn't really 97 00:04:20,820 --> 00:04:23,220 come up in the social distancing model 98 00:04:23,220 --> 00:04:27,330 here when we're talking about the indoor reproductive number. 99 00:04:27,330 --> 00:04:28,890 So to make a modified guideline, we 100 00:04:28,890 --> 00:04:31,740 can take the long range indoor reproductive number 101 00:04:31,740 --> 00:04:34,450 and add a short range correction. 102 00:04:34,450 --> 00:04:37,159 We've already calculated what this looks like. 103 00:04:37,159 --> 00:04:41,440 So if I write the guideline as n minus 1 tau 104 00:04:41,440 --> 00:04:43,520 is less than epsilon over the average beta, 105 00:04:43,520 --> 00:04:46,270 I can also restore what that means here. 106 00:04:46,270 --> 00:04:49,710 Average beta times tau is the integral, time interval data, 107 00:04:49,710 --> 00:04:52,010 basically, of the transmission rate. 108 00:04:52,010 --> 00:04:53,470 And so this fact that we've already 109 00:04:53,470 --> 00:04:55,300 calculated the ratio of the shortrange term 110 00:04:55,300 --> 00:04:58,630 to the longer term is x_c over x-- 111 00:04:58,630 --> 00:05:00,670 or x bar times p jet. 112 00:05:00,670 --> 00:05:02,230 It's a very simple correction. 113 00:05:02,230 --> 00:05:06,310 If we plug back in our estimates for this average beta then 114 00:05:06,310 --> 00:05:07,610 we arrive at this formula here. 115 00:05:07,610 --> 00:05:09,950 The first term is the same guideline we already have. 116 00:05:09,950 --> 00:05:11,680 And there's a new term now which, notice, 117 00:05:11,680 --> 00:05:15,230 does not involve n and doesn't have the mass factor, 118 00:05:15,230 --> 00:05:16,030 of course, as well. 119 00:05:16,030 --> 00:05:19,030 But it involves the length, so social distancing. 120 00:05:19,030 --> 00:05:22,240 And it involves the mouth area and the breathing rate. 121 00:05:22,240 --> 00:05:25,150 The breathing rate now is also not 122 00:05:25,150 --> 00:05:27,070 coming in square because we're assuming 123 00:05:27,070 --> 00:05:30,710 that the breath is already providing this concentration. 124 00:05:30,710 --> 00:05:32,960 And we're just looking at another distance downstream. 125 00:05:32,960 --> 00:05:37,450 And the Qb is for the receiving person's inhaling breath rate 126 00:05:37,450 --> 00:05:40,210 whereas the QB squared comes from inhaling and exhaling 127 00:05:40,210 --> 00:05:42,980 and finding the steady state in the room. 128 00:05:42,980 --> 00:05:44,620 And so we've already estimated how big 129 00:05:44,620 --> 00:05:47,230 this term is [? xc ?] over x might be anywhere 130 00:05:47,230 --> 00:05:53,500 from one to 100 or maybe even 1,000 if you let p jet be 1. 131 00:05:53,500 --> 00:05:56,320 So if you stand facing another person continuously, 132 00:05:56,320 --> 00:05:58,890 this can be a large term and can actually dominate the other. 133 00:05:58,890 --> 00:06:00,190 I'll notice there's an n there. 134 00:06:00,190 --> 00:06:01,920 So still, there could be a balance. 135 00:06:01,920 --> 00:06:04,300 But when you take into account that people are not always 136 00:06:04,300 --> 00:06:06,700 directly facing each other so much, 137 00:06:06,700 --> 00:06:08,380 then this number might be a lot smaller. 138 00:06:08,380 --> 00:06:11,050 And I would argue that in many cases 139 00:06:11,050 --> 00:06:14,290 the dominant term is the long range one. 140 00:06:14,290 --> 00:06:16,070 And the short range one is the correction. 141 00:06:16,070 --> 00:06:18,670 But one should be aware of situations 142 00:06:18,670 --> 00:06:22,060 where the short-range effect could be dominant. 143 00:06:22,060 --> 00:06:23,860 And so that must also be considered. 144 00:06:23,860 --> 00:06:26,260 And this modified guideline here would be one way 145 00:06:26,260 --> 00:06:28,710 to take that into account.